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Wallace H, Nelson C, Crikis S. Tuberculosis screening practices and outcomes in an australian dialysis unit. BMC Nephrol 2023; 24:249. [PMID: 37612629 PMCID: PMC10464025 DOI: 10.1186/s12882-023-03304-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2023] [Accepted: 08/20/2023] [Indexed: 08/25/2023] Open
Abstract
BACKGROUND The World Health Organisation (WHO) recommends all dialysis patients undertake routine screening for latent tuberculosis infection (LTBI) in high income countries such as Australia. However, we employ a targeted screening approach in our Australian dialysis unit in line with local and some international guidelines. We analysed our practices to assess the validity of our approach. METHODS A retrospective review of new dialysis patients during the period 2012-2018 was undertaken. Patient records were reviewed for basic demographic data, comorbidities, LTBI screening using Quantiferon Gold (QFG), and outcomes, including episodes of active TB, to June 2020. RESULTS 472 patients were included. WHO high risk country of origin patients accounted for 22% (n = 103). 229 patients (48.5%) were screened using QFG. The single main indication for screening was transplantation waitlisting. 34 patients had a positive QFG result. Active tuberculosis developed in two patients during the observation period. Both occurred in the screened cohort, the cases having previously tested negative via QFG at 11 and 16 months, prior to the development of active tuberculosis. No patients in the unscreened cohort developed active tuberculosis during the observation period. WHO high risk country of origin was associated with positive QFG status, odds ratio 10.4 (95% CI 3.3-31.2). CONCLUSION The data failed to show a benefit from widening of the screening program within our dialysis unit. However, a much larger sample size will be required to confidently assess the impact of the current approach on patient outcomes. Analysis of current screening practices and outcomes across all Australian dialysis services is warranted to assess the risks and benefits of widening the screening practices to include all dialysis patients as recommended by the WHO.
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Affiliation(s)
- Hannah Wallace
- Department of Nephrology, Western Health, 176 Furlong Road St Albans, St Albans, VIC, 3021, Australia.
| | - Craig Nelson
- Department of Nephrology, Western Health, 176 Furlong Road St Albans, St Albans, VIC, 3021, Australia
- Department of Medicine, Western Health, University of Melbourne, Melbourne, VIC, 3021, Australia
- Western Health Chronic Disease Alliance, Western Health, St Albans, VIC, 3021, Australia
- Deakin University, Victoria, Australia
| | - Sandra Crikis
- Department of Nephrology, Western Health, 176 Furlong Road St Albans, St Albans, VIC, 3021, Australia
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102
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Wang M, Jia M, Wei Z, Wang W, Shang Y, Ji H. Construction and effectiveness evaluation of a knowledge-based infectious disease monitoring and decision support system. Sci Rep 2023; 13:13202. [PMID: 37580359 PMCID: PMC10425425 DOI: 10.1038/s41598-023-39931-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2023] [Accepted: 08/02/2023] [Indexed: 08/16/2023] Open
Abstract
To improve the hospital's ability to proactively detect infectious diseases, a knowledge-based infectious disease monitoring and decision support system was established based on real medical records and knowledge rules. The effectiveness of the system was evaluated using interrupted time series analysis. In the system, a monitoring and alert rule library for infectious diseases was generated by combining infectious disease diagnosis guidelines with literature and a real medical record knowledge map. The system was integrated with the electronic medical record system, and doctors were provided with various types of real-time warning prompts when writing medical records. The effectiveness of the system's alerts was analyzed from the perspectives of false positive rates, rule accuracy, alert effectiveness, and missed case rates using interrupted time series analysis. Over a period of 12 months, the system analyzed 4,497,091 medical records, triggering a total of 12,027 monitoring alerts. Of these, 98.43% were clinically effective, while 1.56% were invalid alerts, mainly owing to the relatively rough rules generated by the guidelines leading to several false alarms. In addition, the effectiveness of the system's alerts, distribution of diagnosis times, and reporting efficiency of doctors were analyzed. 89.26% of infectious disease cases could be confirmed and reported by doctors within 5 min of receiving the alert, and 77.6% of doctors could complete the filling of 33 items of information within 2 min, which is a reduction in time compared to the past. The timely reminders from the system reduced the rate of missed cases by doctors; the analysis using interrupted time series method showed an average reduction of 4.4037% in the missed-case rate. This study proposed a knowledge-based infectious disease decision support system based on real medical records and knowledge rules, and its effectiveness was verified. The system improved the management of infectious diseases, increased the reliability of decision-making, and reduced the rate of underreporting.
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Affiliation(s)
- Mengying Wang
- Information Management and Big Data Center, Peking University Third Hospital, Beijing, China
| | - Mo Jia
- Information Management and Big Data Center, Peking University Third Hospital, Beijing, China
| | - Zhenhao Wei
- Goodwill Hessian Health Technology Co. Ltd, Beijing, China
| | - Wei Wang
- Goodwill Hessian Health Technology Co. Ltd, Beijing, China
| | - Yafei Shang
- Goodwill Hessian Health Technology Co. Ltd, Beijing, China
| | - Hong Ji
- Information Management and Big Data Center, Peking University Third Hospital, Beijing, China.
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103
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Bonaventure A, Kane E, Simpson J, Roman E. Maternal infections and medications in pregnancy: how does self-report compare to medical records in childhood cancer case-control studies? Int J Epidemiol 2023; 52:1187-1196. [PMID: 36847728 PMCID: PMC10396422 DOI: 10.1093/ije/dyad019] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2022] [Accepted: 02/14/2023] [Indexed: 03/01/2023] Open
Abstract
BACKGROUND Studies examining the potential impact of mothers' health during pregnancy on the health of their offspring often rely on self-reported information gathered several years later. To assess the validity of this approach, we analysed data from a national case-control study of childhood cancer (diagnosed <15 years) that collected health information from both interviews and medical records. METHODS Mothers' interview reports of infections and medications in pregnancy were compared with primary care records. Taking clinical diagnoses and prescriptions as the reference, sensitivity and specificity of maternal recall along with kappa coefficients of agreement were calculated. Differences in the odd ratios estimated using logistic regression for each information source were assessed using the proportional change in the odds ratio (OR). RESULTS Mothers of 1624 cases and 2524 controls were interviewed ∼6 years (range 0-18 years) after their child's birth. Most drugs and infections were underreported; in general practitioner records, antibiotic prescriptions were nearly three times higher and infections >40% higher. Decreasing with increasing time since pregnancy, sensitivity was ⩽40% for most infections and all drugs except 'anti-epileptics and barbiturates' (sensitivity 80% among controls). ORs associated with individual drug/disease categories that were based on self-reported data varied from 26% lower to 26% higher than those based on medical records; reporting differences between mothers of cases and controls were not systematically in the same direction. CONCLUSIONS The findings highlight the scale of under-reporting and poor validity of questionnaire-based studies conducted several years after pregnancy. Future research using prospectively collected data should be encouraged to minimize measurement errors.
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Affiliation(s)
- Audrey Bonaventure
- Université Paris Cité and Université Sorbonne Paris Nord, Inserm, INRAE, Center for Research in Epidemiology and StatisticS (CRESS), Paris, France
- Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, York, UK
| | - Eleanor Kane
- Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, York, UK
| | - Jill Simpson
- Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, York, UK
| | - Eve Roman
- Epidemiology and Cancer Statistics Group, Department of Health Sciences, University of York, York, UK
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Mellhammar L, Wollter E, Dahlberg J, Donovan B, Olséen CJ, Wiking PO, Rose N, Schwarzkopf D, Friedrich M, Fleischmann-Struzek C, Reinhart K, Linder A. Estimating Sepsis Incidence Using Administrative Data and Clinical Medical Record Review. JAMA Netw Open 2023; 6:e2331168. [PMID: 37642964 PMCID: PMC10466163 DOI: 10.1001/jamanetworkopen.2023.31168] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/18/2023] [Accepted: 07/11/2023] [Indexed: 08/31/2023] Open
Abstract
Importance Despite the large health burden, reliable data on sepsis epidemiology are lacking; studies using International Statistical Classification of Diseases and Related Health Problems (ICD)-coded hospital discharge diagnosis for sepsis identification suffer from limited sensitivity. Also, ICD data do not allow investigation of underlying pathogens and antimicrobial resistance. Objectives To generate reliable epidemiological estimates by linking data from a population-based database to a reference standard of clinical medical record review. Design, Setting, and Participants This was a retrospective, observational cohort study using a population-based administrative database including all acute care hospitals of the Scania region in Sweden in 2019 and 2020 to identify hospital-treated sepsis cases by ICD codes. From this database, clinical medical records were also selected for review within 6 strata defined by ICD discharge diagnosis (both with and without sepsis diagnosis). Data were analyzed from April to October 2022. Main outcomes and measures Hospital and population incidences of sepsis, case fatality, antimicrobial resistance, and temporal dynamics due to COVID-19 were assessed, as well as validity of ICD-10 case identification methods compared with the reference standard of clinical medical record review. Results Out of 295 531 hospitalizations in 2019 in the Scania region of Sweden, 997 patient medical records were reviewed, among which 457 had sepsis according to clinical criteria. Of the patients with clinical sepsis, 232 (51%) were female, and 357 (78%) had at least 1 comorbidity. The median (IQR) age of the cohort was 76 (67-85) years. The incidence of sepsis in hospitalized patients according to the Third International Consensus Definitions for Sepsis and Septic Shock (Sepsis-3) criteria in 2019 was 4.1% (95% CI, 3.6-4.5) by medical record review. This corresponds to an annual incidence rate of 747 (95% CI, 663-832) patients with sepsis per 100 000 population. No significant increase in sepsis during the COVID-19 pandemic nor a decrease in sepsis incidence when excluding COVID-19 sepsis was observed. Few sepsis cases caused by pathogens with antimicrobial resistance were found. The validity of ICD-10-based case identification in administrative data was low. Conclusions and Relevance In this cohort study of sepsis epidemiology, sepsis was a considerable burden to public health in Sweden. Supplying administrative data with information from clinical medical records can help to generate reliable data on sepsis epidemiology.
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Affiliation(s)
- Lisa Mellhammar
- Department of Clinical Sciences, Division of Infection Medicine, Lund University, Lund, Sweden
| | - Erik Wollter
- Department of Clinical Sciences, Division of Infection Medicine, Lund University, Lund, Sweden
| | - Jacob Dahlberg
- Department of Clinical Sciences, Division of Infection Medicine, Lund University, Lund, Sweden
| | - Benjamin Donovan
- Department of Clinical Sciences, Division of Infection Medicine, Lund University, Lund, Sweden
| | - Carl-Johan Olséen
- Department of Clinical Sciences, Division of Infection Medicine, Lund University, Lund, Sweden
| | - Per Ola Wiking
- Department of Clinical Sciences, Division of Infection Medicine, Lund University, Lund, Sweden
| | - Norman Rose
- Institute of Infectious Diseases and Infection Control, Jena University Hospital, Jena, Germany
| | - Daniel Schwarzkopf
- Institute of Infectious Diseases and Infection Control, Jena University Hospital, Jena, Germany
| | - Marcus Friedrich
- Berlin Institute of Health, Campus Virchow-Klinikum, Berlin, Germany
- Stiftung Charité, Berlin, Germany
| | | | - Konrad Reinhart
- Institute of Infectious Diseases and Infection Control, Jena University Hospital, Jena, Germany
- Berlin Institute of Health, Campus Virchow-Klinikum, Berlin, Germany
- Department of Anesthesiology and Operative Intensive Care Medicine (CCM, CVK), Charité Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin, Germany
| | - Adam Linder
- Department of Clinical Sciences, Division of Infection Medicine, Lund University, Lund, Sweden
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105
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Lee MO, Lee SK, Song YG. Midline catheters in the operating room. Niger J Clin Pract 2023; 26:1097-1100. [PMID: 37635602 DOI: 10.4103/njcp.njcp_843_22] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/29/2023]
Abstract
Backgrounds Among various vascular access devices, midline catheters (MCs) are commonly used in emergency departments, but rarely in operating rooms. Aims To evaluate the feasibility and safety of MCs in the operating room. Materials and Methods This was a retrospective study. The medical records of patients who underwent MC placement in the operating room from October 2020 to July 2022 were reviewed. The rates of successful catheter insertion as well as major and minor complications were assessed. Results Successful catheter insertions were achieved in 149 of 161 patients (92.5%). The median dwell time of midlines was eight days (IQR: 6-10 days). A major or minor complication occurred in 6.7% of the midlines. The rates of major complications of occlusion, upper extremity deep vein thrombosis (DVT), and catheter-related bloodstream infection were 1.3%, 0.7%, and 0%, respectively. Conclusions Placement of MCs in the operating room was feasible and safe. Also, the procedure provides an acceptable alternative for replacing central line catheters and peripherally inserted central catheters.
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Affiliation(s)
- M O Lee
- Department of Anesthesia and Pain Medicine, Samsung Changwon Hospital, Sungkyunkwan University School of Medicine (SKKU-SOM), Changwon, Republic of Korea
| | - S K Lee
- Department of Anesthesia and Pain Medicine, Samsung Changwon Hospital, Sungkyunkwan University School of Medicine (SKKU-SOM), Changwon, Republic of Korea
| | - Y G Song
- Department of Radiology, Samsung Changwon Hospital, Sungkyunkwan University School of Medicine (SKKU-SOM), Changwon, Republic of Korea
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106
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Civil I, Isles S, Campbell A, Moore J. The New Zealand National Trauma Registry: an essential tool for trauma quality improvement. Eur J Trauma Emerg Surg 2023; 49:1613-1617. [PMID: 37410132 PMCID: PMC10449937 DOI: 10.1007/s00068-023-02310-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2023] [Accepted: 06/20/2023] [Indexed: 07/07/2023]
Abstract
PURPOSE Trauma registries are essential tools for trauma systems and underpin any quality improvement activities. This paper describes the history, function, challenges, and future goals of the New Zealand National Trauma Registry (NZTR). METHODS Using the available publications and knowledge of the authors, the development, governance, oversight, and usage of the registry is outlined. RESULTS The New Zealand Trauma Network has run a national trauma registry since 2015 and this now contains over fifteen thousand major trauma patient records. Annual reports and a range of research outputs have been published. Key quality improvement initiatives have been undertaken and are described. Vulnerabilities include lack of longterm funding and a small workforce. CONCLUSIONS The NZTR has proven to be a critical component of trauma quality improvement in New Zealand. A user-friendly portal and a simple minimum dataset have been keys to successes but maintenance of an effective structure in a constrained healthcare system is a challenge.
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Affiliation(s)
- Ian Civil
- Department of Surgery, University of Auckland and National Trauma Network, Wellington, New Zealand
| | | | | | - James Moore
- Intensive Care Unit and Department of Anaesthesia, Wellington Regional Hospital, Wellington, New Zealand
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107
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Qin E, Seeds A, Wallingford A, Copley M, Humbert A, Junn C, Starosta A. Transmission of Bias in the Medical Record Among Physical Medicine and Rehabilitation Trainees. Am J Phys Med Rehabil 2023; 102:e106-e111. [PMID: 36757856 DOI: 10.1097/phm.0000000000002186] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/10/2023]
Abstract
ABSTRACT Stigmatizing language can negatively influence providers' attitudes and care toward patients, but this has not been studied among physiatrists. An online survey was created to assess whether stigmatizing language can impact physical medicine and rehabilitation trainees' attitudes toward patients. We hypothesized stigmatizing language would negatively impact trainees' attitudes. Participants were randomized to a stigmatizing or neutral language vignette describing the same hypothetical spinal cord injury patient. Questions were asked about attitudes and assumptions toward the patient, pain management based on the vignette, and general views regarding individuals with disabilities. Between August 2021 and January 2022, 75 US physical medicine and rehabilitation residency trainees participated. Thirty-seven (49.3%) identified as women; 52 (69.3%) were White, and half (50.6%) received the stigmatized vignette. Participants exposed to stigmatizing language scored 4.8 points lower ( P < 0.01) on the provider attitude toward patient scale compared with those exposed to neutral language. There were no significant differences in the disability attitude scores between the two groups ( P = 0.81). These findings may indicate that stigmatizing language in the medical record may negatively affect physical medicine and rehabilitation trainees' attitudes toward patients. Further exploration is needed to identify the best way to educate trainees and reduce the propagation of bias in the medical record.
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Affiliation(s)
- Evelyn Qin
- From the Department of Rehabilitation Medicine, University of Washington, Seattle, Washington
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108
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Shea YF, Lee CMY, Ip WCT, Luk DWA, Wong SSW. Use of GPT-4 to Analyze Medical Records of Patients With Extensive Investigations and Delayed Diagnosis. JAMA Netw Open 2023; 6:e2325000. [PMID: 37578798 PMCID: PMC10425828 DOI: 10.1001/jamanetworkopen.2023.25000] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/23/2023] [Accepted: 06/08/2023] [Indexed: 08/15/2023] Open
Abstract
This case series investigates whether analysis of clinical history via a language model system improves diagnostic accuracy in patients with complex and delayed diagnoses.
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Affiliation(s)
- Yat-Fung Shea
- Department of Medicine, Queen Mary Hospital, University of Hong Kong, Hong Kong
| | - Cynthia Min Yao Lee
- Department of Medicine, Queen Mary Hospital, University of Hong Kong, Hong Kong
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109
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Hibbert PD, Molloy CJ, Schultz TJ, Carson-Stevens A, Braithwaite J. Comparing rates of adverse events detected in incident reporting and the Global Trigger Tool: a systematic review. Int J Qual Health Care 2023; 35:mzad056. [PMID: 37440353 PMCID: PMC10367579 DOI: 10.1093/intqhc/mzad056] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2023] [Revised: 06/21/2023] [Accepted: 07/11/2023] [Indexed: 07/15/2023] Open
Abstract
Many hospitals continue to use incident reporting systems (IRSs) as their primary patient safety data source. The information IRSs collect on the frequency of harm to patients [adverse events (AEs)] is generally of poor quality, and some incident types (e.g. diagnostic errors) are under-reported. Other methods of collecting patient safety information using medical record review, such as the Global Trigger Tool (GTT), have been developed. The aim of this study was to undertake a systematic review to empirically quantify the gap between the percentage of AEs detected using the GTT to those that are also detected via IRSs. The review was conducted in adherence to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) statement. Studies published in English, which collected AE data using the GTT and IRSs, were included. In total, 14 studies met the inclusion criteria. All studies were undertaken in hospitals and were published between 2006 and 2022. The studies were conducted in six countries, mainly in the USA (nine studies). Studies reviewed 22 589 medical records using the GTT across 107 institutions finding 7166 AEs. The percentage of AEs detected using the GTT that were also detected in corresponding IRSs ranged from 0% to 37.4% with an average of 7.0% (SD 9.1; median 3.9 and IQR 5.2). Twelve of the fourteen studies found <10% of the AEs detected using the GTT were also found in corresponding IRSs. The >10-fold gap between the detection rates of the GTT and IRSs is strong evidence that the rate of AEs collected in IRSs in hospitals should not be used to measure or as a proxy for the level of safety of a hospital. IRSs should be recognized for their strengths which are to detect rare, serious, and new incident types and to enable analysis of contributing and contextual factors to develop preventive and corrective strategies. Health systems should use multiple patient safety data sources to prioritize interventions and promote a cycle of action and improvement based on data rather than merely just collecting and analysing information.
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Affiliation(s)
- Peter D Hibbert
- Australian Institute of Health Innovation, Macquarie University, 75 Talavera Rd, Macquarie Park, New South Wales 2109, Australia
- IIMPACT in Health, Allied Health and Human Performance, University of South Australia, GPO Box 2471, Adelaide, South Australia 5001, Australia
- South Australian Health and Medical Research Institute, North Terrace, Adelaide, South Australia 5000, Australia
| | - Charlotte J Molloy
- Australian Institute of Health Innovation, Macquarie University, 75 Talavera Rd, Macquarie Park, New South Wales 2109, Australia
- IIMPACT in Health, Allied Health and Human Performance, University of South Australia, GPO Box 2471, Adelaide, South Australia 5001, Australia
- South Australian Health and Medical Research Institute, North Terrace, Adelaide, South Australia 5000, Australia
| | - Timothy J Schultz
- Flinders Health and Medical Research Institute, Flinders University, Sturt Rd, Bedford Park 5042, South Australia, Australia
| | - Andrew Carson-Stevens
- PRIME Centre Wales & Division of Population Medicine, Cardiff University, Heath Park, Cardiff, Wales CF14 4XN, United Kingdom
| | - Jeffrey Braithwaite
- Australian Institute of Health Innovation, Macquarie University, 75 Talavera Rd, Macquarie Park, New South Wales 2109, Australia
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Baroncini A, Langella F, Barletta P, Cecchinato R, Vanni D, Giudici F, Scaramuzzo L, Bassani R, Morselli C, Brayda-Bruno M, Luca A, Lamartina C, Berjano P. Quality Control for Spine Registries: Development and Application of a New Protocol. Am J Med Qual 2023; 38:181-187. [PMID: 37314237 DOI: 10.1097/jmq.0000000000000128] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
Registries are gaining importance both in clinical practice and for research purposes. However, quality control is paramount to ensure that data are consistent and reliable. Quality control protocols have been proposed for arthroplasty registries, but these are not directly applicable to the spine setting. This study aims to develop a new quality control protocol for spine registries. Based on the available protocols for arthroplasty registries, a new protocol for spine registries was developed. The items included in the protocol were completeness (yearly enrollment rate and rate of assessment completion), consistency, and internal validity (coherence between registry data and medical records for blood loss, body mass index, and treated levels). All aspects were then applied to the spine registry of the Institution to verify its quality for each of the 5 years in which the registry has been used (2016-2020). Regarding completeness, the yearly enrollment rate ranged from 78 to 86%; the completion of preoperative assessment from 79% to 100%. The yearly consistency rate varied from 83% to 86%. Considering internal validity, the interclass correlation coefficient ranged from 0.1 to 0.8 for blood loss and from 0.3 to 0.9 for body mass index. The coherency for treated levels ranged from 25% to 82%. Overall, all 3 items showed an improvement over time. All 3 analyzed domains showed good to excellent results. The overall quality of the registered data improved over time.
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Affiliation(s)
- Alice Baroncini
- IRCCS Istituto Ortopedico Galeazzi, Milan, Italy
- Department of Orthopaedics and Trauma Surgery, RWTH Uniklinik Aachen, Germany
| | | | | | | | | | | | | | | | | | | | - Andrea Luca
- IRCCS Istituto Ortopedico Galeazzi, Milan, Italy
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112
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Lin E, Zwolinski R, Wu JTY, La J, Goryachev S, Huhmann L, Yildrim C, Tuck DP, Elbers DC, Brophy MT, Do NV, Fillmore NR. Machine learning-based natural language processing to extract PD-L1 expression levels from clinical notes. Health Informatics J 2023; 29:14604582231198021. [PMID: 37635280 DOI: 10.1177/14604582231198021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/29/2023]
Abstract
Introduction: PD-L1 expression is used to determine oncology patients' response to and eligibility for immunologic treatments; however, PD-L1 expression status often only exists in unstructured clinical notes, limiting ability to use it in population-level studies. Methods: We developed and evaluated a machine learning based natural language processing (NLP) tool to extract PD-L1 expression values from the nationwide Veterans Affairs electronic health record system. Results: The model demonstrated strong evaluation performance across multiple levels of label granularity. Mean precision of the overall PD-L1 positive label was 0.859 (sd, 0.039), recall 0.994 (sd, 0.013), and F1 0.921 (0.024). When a numeric PD-L1 value was identified, the mean absolute error of the value was 0.537 on a scale of 0 to 100. Conclusion: We presented an accurate NLP method for deriving PD-L1 status from clinical notes. By reducing the time and manual effort needed to review medical records, our work will enable future population-level studies in cancer immunotherapy.
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Affiliation(s)
- Eric Lin
- VA Boston Healthcare System, Boston, MA, USA
- McLean Hospital, Institute for Technology in Psychiatry, Belmont, MA, USA
| | | | - Julie Tsu-Yu Wu
- VA Palo Alto Healthcare System, Palo Alto, CA, USA
- Stanford University School of Medicine, Stanford, CA, USA
| | - Jennifer La
- VA Boston Healthcare System, Boston, MA, USA
| | | | | | | | - David P Tuck
- VA Boston Healthcare System, Boston, MA, USA
- Boston University School of Medicine, Boston, MA, USA
| | - Danne C Elbers
- VA Boston Healthcare System, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Mary T Brophy
- VA Boston Healthcare System, Boston, MA, USA
- Boston University School of Medicine, Boston, MA, USA
| | - Nhan V Do
- VA Boston Healthcare System, Boston, MA, USA
- Boston University School of Medicine, Boston, MA, USA
| | - Nathanael R Fillmore
- VA Boston Healthcare System, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Dana-Farber Cancer Institute, Boston, MA, USA
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Monfort SS, Mueller BC. Bicyclist crashes with cars and SUVs: Injury severity and risk factors. Traffic Inj Prev 2023; 24:645-651. [PMID: 37358328 DOI: 10.1080/15389588.2023.2219795] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/24/2023] [Revised: 05/24/2023] [Accepted: 05/25/2023] [Indexed: 06/27/2023]
Abstract
OBJECTIVE The popularity of bicycle travel has increased in recent years alongside a comparable increase in the risk of injury or death for those cyclists. The current study was conducted to investigate the differences in injury outcomes between bicyclists struck by SUVs and those struck by cars and to uncover the mechanisms behind injury patterns that have been observed in past research. METHODS We analyzed 71 single-vehicle crashes from the Vulnerable Road User Injury Prevention Alliance pedestrian crash database, focusing on crashes involving an SUV or car. Each crash from this database included an in-depth analysis of police reports, bicyclist medical records, crash reconstructions, and injury attribution by a panel of experts. RESULTS Bicyclist injuries from crashes with SUVs were more severe than those from crashes with cars, particularly with respect to head injuries. The greater injury severity associated with SUVs was related to these vehicles' tendency to produce injuries from ground contact or from vehicle components near the ground. In contrast, cars were much less likely to produce ground injuries and instead tended to distribute less severe injuries across multiple vehicle components. CONCLUSIONS The pattern of results suggest that the size and shape of SUV front ends are responsible for the differences in bicyclist injury outcomes. In particular, we found that SUV crashes inflicted more severe head injuries compared with car crashes and that SUVs were disproportionately likely to throw bicyclists to the ground and run them over.
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Affiliation(s)
| | - Becky C Mueller
- Insurance Institute for Highway Safety, Ruckersville, Virginia
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Fu SH, Yu PY, Li CY, Hung CC, Lee CC, Chen HY, Tai TW, Hwang JS, Yang RS, Chiang H, Lin SY, Wu CH, Liao LC, Chuang CJ, Wu CY, Chang CY, Lee MT, Chen CH, Wang CY. Diagnostic accuracy of algorithms to define incident and second hip fractures: A Taiwan validation study. J Formos Med Assoc 2023; 122 Suppl 1:S82-S91. [PMID: 37353444 DOI: 10.1016/j.jfma.2023.05.037] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2022] [Revised: 03/31/2023] [Accepted: 05/29/2023] [Indexed: 06/25/2023] Open
Abstract
BACKGROUND Previous epidemiological researchers have used various algorithms to identify a second hip fracture; however, there has been no validation of these algorithms to date. This study aimed to verify existing algorithms for identifying second hip fracture under the International Classification of Diseases diagnostic coding systems. Furthermore, we examined the validity of two newly proposed algorithms that integrated the concept of periprosthetic fractures and laterality of the ICD-10 coding system. METHODS Claims data of patients hospitalized for hip fracture from National Taiwan University Hospitals between 2007 and 2020 were retrieved. Hip fracture was confirmed by 2 orthopaedic surgeons with medical records and imaging data as gold standards. The validity of 9 existing and 2 newly proposed algorithms for identifying second hip fracture was evaluated. RESULTS The positive predictive value (PPV) range between 84% and 90% in existing algorithms for identifying second hip fractures. Noteworthy, the longer time interval for discrimination resulted in slightly increased PPV (from 87% to 90%), while decreased sensitivity noticeably (from 87% to 72%). When considering the information about periprosthetic fracture, the PPV increased to 91% without diminished sensitivity. The PPV of the newly proposed ICD-10-specific algorithm was 100%. CONCLUSION Algorithms integrated clinical insights of periprosthetic fractures and laterality concept of ICD-10 coding system provided satisfactory validity and help precisely define second hip fracture in future database research.
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Affiliation(s)
- Shau-Huai Fu
- Department of Orthopedics, National Taiwan University Hospital Yunlin Branch, Yunlin County, Taiwan; Department of Public Health, College of Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Ping-Ying Yu
- Department of General Internal Medicine, Mackay Memorial Hospital, Taipei, Taiwan
| | - Chung-Yi Li
- Department of Public Health, College of Medicine, National Cheng Kung University, Tainan, Taiwan; Department of Public Health, College of Public Health, China Medical University, Taichung, Taiwan; Department of Healthcare Administration, College of Medical and Health Science, Asia University, Taichung, Taiwan
| | - Chih-Chien Hung
- Department of Orthopedics, National Taiwan University Hospital Yunlin Branch, Yunlin County, Taiwan
| | - Chia-Che Lee
- Department of Orthopedic Surgery, National Taiwan University Hospital, Taipei, Taiwan; Graduate Institute of Biomedical Electronics and Bioinformatics, National Taiwan University, Taipei, Taiwan
| | - Hsuan-Yu Chen
- Department of Orthopedic Surgery, National Taiwan University Hospital, Taipei, Taiwan
| | - Ta-Wei Tai
- Department of Orthopedics, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan; Skeleton Materials and Biocompatibility Core Lab, Research Center of Clinical Medicine, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Jawl-Shan Hwang
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Chang Gung Memorial Hospital, Chang Gung University, Taoyuan, Taiwan
| | - Rong-Sen Yang
- Department of Orthopedics, National Taiwan University Hospital, Taipei, Taiwan
| | - Hongsen Chiang
- Department of Orthopedics, National Taiwan University Hospital, Taipei, Taiwan
| | - Sung-Yen Lin
- Department of Orthopedics, Kaohsiung Medical University Hospital, Kaohsiung, Taiwan
| | - Chih-Hsing Wu
- Institute of Gerontology, College of Medicine, National Cheng Kung University, Tainan, Taiwan; Department of Family Medicine, College of Medicine, National Cheng Kung University, Tainan, Taiwan; Department of Family Medicine, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Ling-Chiao Liao
- Department of Pharmacy, National Taiwan University Hospital Yunlin Branch, Yunlin County, Taiwan
| | - Chin-Ju Chuang
- Department of Pharmacy, National Taiwan University Hospital Yunlin Branch, Yunlin County, Taiwan
| | - Chiu-Yi Wu
- Department of Pharmacy, National Taiwan University Hospital Yunlin Branch, Yunlin County, Taiwan
| | - Cheng-Ying Chang
- Department of Pharmacy, National Taiwan University Hospital Yunlin Branch, Yunlin County, Taiwan
| | - Ming-Tsung Lee
- National Center for Geriatrics and Welfare Research, National Health Research Institutes, Yunlin County, Taiwan; Department of Nursing, Hungkuang University, Taichung, Taiwan
| | - Chung-Hwan Chen
- Department of Orthopedics, Kaohsiung Medical University Hospital, Kaohsiung, Taiwan; Orthopaedic Research Center and Department of Orthopedics, College of Medicine, Kaohsiung Medical University, Kaohsiung, Taiwan; Regenerative Medicine and Cell Therapy Research Center, Kaohsiung Medical University, Kaohsiung, Taiwan; Department of Orthopedics, Kaohsiung Municipal Ta-Tung Hospital and Kaohsiung Medical University Hospital, Kaohsiung, Taiwan.
| | - Chen-Yu Wang
- Department of Pharmacy, National Taiwan University Hospital Yunlin Branch, Yunlin County, Taiwan; National Center for Geriatrics and Welfare Research, National Health Research Institutes, Yunlin County, Taiwan; School of Pharmacy, College of Medicine, National Taiwan University, Taipei, Taiwan; Graduate Institute of Clinical Pharmacy, College of Medicine, National Taiwan University, Taipei, Taiwan.
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VanDerhoef K, Proudford C, Amoni I, Jimenez C, Strutt J, Segura B, Zaremba J, Louie JP. The Pediatric Emergency Department Nurse and Gastrostomy Tube Replacement: How Safe Is it? Pediatr Emerg Care 2023; 39:428-431. [PMID: 37205834 DOI: 10.1097/pec.0000000000002963] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 05/21/2023]
Abstract
AIM To review the outcomes of a nurse-only guideline for replacement of gastrostomy tubes (g-tubes) in a pediatric emergency department (ED) and compare rates of success, failure, length of stay (LOS), and return visits with that of ED physicians. DESIGN Nursing g-tube guidelines, created by a nurse educator and nursing council, were instigated on January 31, 2018. Variables examined included LOS, age at visit, return visit within 72 hours, reason for replacement, and any postplacement complications. REVIEW METHODS Data of g-tube placement by nurses and physicians were compared using t test or χ 2 analysis (IBM-SPSS version 20, New Orchard Road, Armonk, NY). The institutional review board determined the study to be exempt from human subjects. The STROBE checklist was used and completed accordingly. DATA SOURCES Chart abstraction and data were collected from January 1, 2011 through April 13, 2020, and medical records were obtained using International Classification of Diseases, Tenth Revision (ICD-10) codes for g-tubes: Z93.1, K94.23. RESULTS A total of 110 patients were included in our study. Fifty-eight underwent nursing-only replacements; 52 were replaced by physicians. Nurse replacement success rate was 98.3% with an average stay of 22 minutes. Physician success rate was 100% with an average stay of 86 minutes. The difference between nursing and physician LOS was 64.6 minutes. No patient in either group experienced postreplacement complications. CONCLUSIONS The initiation of nurse-only management of dislodged g-tubes was successful, safe, and had a shorter LOS when compared with physicians in the pediatric ED. IMPACT Our study determined the implications of nurse-only replacement of g-tubes in a pediatric ED. We found that nurses replacing g-tubes was equally safe and effective as physician counterparts. In addition, we found that it significantly reduced the LOS for patients, which has consequences on patient satisfaction and billing. PATIENT/PUBLIC CONTRIBUTION Nursing staff were trained in g-tube replacement using guidelines created by a nurse educator and nursing council. Patients either had their dislodged g-tubes replaced by the trained nurse or a physician and comparisons on the outcomes were made. Patients were aware of the study and consented to have their medical records accessed to make the data comparisons. RELEVANCE TO CLINICAL PRACTICE With more than 189,000 children in the United States relying on g-tubes, nursing staff will inevitably be involved in the care of patients with such a device. In addition, as pediatric EDs continue to develop longer and longer waiting times, we must learn how to better use our nursing staff for procedures within their scope and minimize LOS. Our research demonstrates the safety, feasibility, and general benefits of having the pediatric nursing staff replace g-tubes in the ED, and it is hoped that this will lead to beneficial policy changes. WHAT DOES THIS ARTICLE CONTRIBUTE TO THE WIDER GLOBAL COMMUNITY - Demonstrates the safety and effectiveness of nurse-only g-tube replacement- Reports on the statistically significant difference in LOS between physician and nurse replacement of g-tubes in a pediatric ED- Has the ability to lead to policy change in the pediatric ED that will allow for greater patient satisfaction and decrease patient cost.
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Affiliation(s)
- Katie VanDerhoef
- From the University of Minnesota, Department of Pediatrics, MHealth Fairview Masonic Children's Hospital, Minneapolis, MN
| | - Chantel Proudford
- Emergency Department, MHealth Fairview Masonic Children's Hospital, Minneapolis, MN
| | - Ilounose Amoni
- University of Minnesota, Division of Emergency Medicine, MHealth Fairview Masonic Children's Hospital, Minneapolis, MN
| | | | - Jonathon Strutt
- University of Minnesota, Division of Emergency Medicine, MHealth Fairview Masonic Children's Hospital, Minneapolis, MN
| | - Bradley Segura
- University of Minnesota, Department of Pediatric Surgery, MHealth Fairview Masonic Children's Hospital, Minneapolis, MN
| | | | - Jeffrey P Louie
- University of Minnesota, Division of Emergency Medicine, MHealth Fairview Masonic Children's Hospital, Minneapolis, MN
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Santos ACD, Leal MDOCD, Costa ST, Santos ER, Teixeira RG, Jodas CRP. Evaluation of Influence of Arthroscopy on the Range of Mandibular Movements Based on Medical Records. J Craniofac Surg 2023; 34:1174-1180. [PMID: 36580580 DOI: 10.1097/scs.0000000000009147] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2022] [Accepted: 09/14/2022] [Indexed: 12/31/2022] Open
Abstract
The Temporomandibular Joint Dysfunction Syndrome (TJDS) is a group of pathologies that affect the temporomandibular joint, mastication muscles, and attached structures, 1 of the leading causes of orofacial pain. Arthroscopy is a technique used as a method of treatment for TJSD. This was a retrospective cohort study, and data were collected from the medical records of patients with TJDS. The diagnosis of TJDS was established based on computed tomography and nuclear magnetic resonance imaging tests, and clinical examination. All patients, who underwent arthroscopy, were operated on by the same surgeon in 2020. The variables analyzed in this study were: maximum mouth opening, laterality, and protrusion of patients undergoing arthroscopy at time intervals of 30, 90 days, and 6 months after surgery. Data from anamnesis of the medical records and findings on clinical examination were used to verify whether there was any correlation with good postoperative evolution. Afterward, these data were compared and submitted to statistical analysis (Wilcoxon (nonparametric and paired) and Mann-Whitney (nonparametric, unpaired) tests) to verify the degree of correlation between them. It could be concluded that in this sample, arthroscopy reduced the degree of pain in patients, increased mouth opening amplitude, and did not influence laterality and protrusion. The use of previous medication was correlated with a slight decrease in postoperative pain; patients who had undergone previous orthodontic treatment showed better results regarding maximum mouth opening without pain; patients who had previously felt pain on professional palpation had greater maximum mouth opening with and without pain after arthroscopy, and patients with noise at professional auscultation had greater maximum mouth opening without pain. Further studies should be conducted, with larger samples, associated with complementary exams (computed tomography and nuclear magnetic resonance) before and after arthroscopy.
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Affiliation(s)
- Adilson Chaves Dos Santos
- Department of Oral and Maxillofacial Surgery and Traumatology, São Leopoldo Mandic Campinas College, Campinas/SP-CEP, Brazil
| | | | - Sarah Teixeira Costa
- Department of Pathology, Piracicaba Dental School (Unicamp), Piracicaba, SP-CEP, Brazil
| | - Elda Ribeiro Santos
- Department of Oral and Maxillofacial Surgery and Traumatology, São Leopoldo Mandic Campinas College, Campinas/SP-CEP, Brazil
| | - Rubens Gonçalves Teixeira
- Department of Oral and Maxillofacial Surgery and Traumatology, São Leopoldo Mandic Campinas College, Campinas/SP-CEP, Brazil
| | - Cláudio Roberto Pacheco Jodas
- Department of Oral and Maxillofacial Surgery and Traumatology, São Leopoldo Mandic Campinas College, Campinas/SP-CEP, Brazil
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Gomes de Pinho Q, Daumas A, Benyamine A, Bertolino J, Ebbo M, Schleinitz N, Harlé JR, Jarrot PA, Kaplanski G, Berbis J, Boucekine M, Rossi P, Granel B. Predictors of Relapses or Recurrences in Patients With Giant Cell Arteritis: A Medical Records Review Study. J Clin Rheumatol 2023; 29:e25-e31. [PMID: 36727749 DOI: 10.1097/rhu.0000000000001942] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
OBJECTIVE Giant cell arteritis (GCA) is the most common systemic vasculitis in individuals aged ≥50 years. Its course is marked by a high relapse rate requiring long-term glucocorticoid use with its inherent adverse effects. We aimed to identify factors associated with relapses or recurrences in GCA at diagnosis. METHODS We reviewed the medical records of consecutive patients with GCA diagnosed between 2009 and 2019 and followed for at least 12 months. We recorded their characteristics at onset and during follow-up. Factors associated with relapses or recurrences were identified using multivariable analysis. RESULTS We included 153 patients, among whom 68% were female with a median age of 73 (47-98) years and a median follow-up of 32 (12-142) months. Seventy-four patients (48.4%) had at least 1 relapse or recurrence. Headache and polymyalgia rheumatica were the most frequent manifestations of relapses. The first relapse occurred at a median time of 13 months after the diagnosis, with a median dose of 5.5 (0-25) mg/d of glucocorticoids.In multivariable analysis, patients with relapses or recurrences had a higher frequency of cough and scalp tenderness at diagnosis (20.3% vs 5.1%; odds ratio [OR], 4.73; 95% confidence interval [CI], 1.25-17.94; p = 0.022; and 41.9% vs 29.1%; OR, 2.4; 95% CI, 1.07-5.39; p = 0.034, respectively). Patients with diabetes mellitus at diagnosis had fewer relapses or recurrences during follow-up (5.4% vs 19%; OR, 0.24; 95% CI, 0.07-0.83; p = 0.024). CONCLUSIONS Cough and scalp tenderness at diagnosis were associated with relapses or recurrences, whereas patients with diabetes experienced fewer relapses or recurrences.
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Affiliation(s)
- Quentin Gomes de Pinho
- From the Assistance Publique des Hôpitaux de Marseille, Hôpital Nord, Service de Médecine Interne
| | - Aurélie Daumas
- Assistance Publique des Hôpitaux de Marseille, Hôpital de la Timone, Service de Médecine Interne, Gériatrie et Thérapeutique
| | - Audrey Benyamine
- From the Assistance Publique des Hôpitaux de Marseille, Hôpital Nord, Service de Médecine Interne
| | - Julien Bertolino
- From the Assistance Publique des Hôpitaux de Marseille, Hôpital Nord, Service de Médecine Interne
| | - Mikaël Ebbo
- Assistance Publique des Hôpitaux de Marseille, Hôpital de la Timone, Service de Médecine Interne
| | - Nicolas Schleinitz
- Assistance Publique des Hôpitaux de Marseille, Hôpital de la Timone, Service de Médecine Interne
| | - Jean-Robert Harlé
- Assistance Publique des Hôpitaux de Marseille, Hôpital de la Timone, Service de Médecine Interne
| | - Pierre André Jarrot
- Assistance Publique des Hôpitaux de Marseille, Hôpital de la Conception, Service de Médecine Interne et Immunologie Clinique
| | - Gilles Kaplanski
- Assistance Publique des Hôpitaux de Marseille, Hôpital de la Conception, Service de Médecine Interne et Immunologie Clinique
| | - Julie Berbis
- Faculté de Médecine de la Timone, Laboratoire de Santé Publique, EA 3279, Centre d'Étude et de Recherche sur les Service de Santé et la Qualité de Vie, Aix-Marseille Université, Marseille, France
| | - Mohamed Boucekine
- Faculté de Médecine de la Timone, Laboratoire de Santé Publique, EA 3279, Centre d'Étude et de Recherche sur les Service de Santé et la Qualité de Vie, Aix-Marseille Université, Marseille, France
| | - Pascal Rossi
- From the Assistance Publique des Hôpitaux de Marseille, Hôpital Nord, Service de Médecine Interne
| | - Brigitte Granel
- From the Assistance Publique des Hôpitaux de Marseille, Hôpital Nord, Service de Médecine Interne
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Maeda Y, Kawahira H, Asada Y, Yamamoto S, Shimpo M. The effect of refresher training on fact description in medical incident report writing in the Japanese language. Appl Ergon 2023; 109:103987. [PMID: 36716527 DOI: 10.1016/j.apergo.2023.103987] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/15/2022] [Revised: 12/12/2022] [Accepted: 01/25/2023] [Indexed: 06/18/2023]
Abstract
To maintain the effectiveness of the training (1st-Training Session: 1st-TS) to accurate describe facts in the medical incident reports (IRs) in Japanese, a refresher TS was designed and its effectiveness was examined. First, textual analysis showed that IRs' accuracy significantly decreased six months after the 1st-TS. Based on this result, the refresher TS was designed and conducted with 64 residents. To verify the refresher TS' effectiveness, IRs after the 1st-TS, six months later, and after the refresher TS were compared via text analysis. The results showed that the refresher TS restored the description rate of patient's background, safety check procedures, original work procedures, information on equipment used, reporter's actions, and post-incident response. The questionnaire was also administered and showed that the refresher TS contributed to residents' motivation to learn about IRs. In conclusion, the refresher TS contributed to sustaining the effect of the 1st-TS on accurately describing IRs.
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Affiliation(s)
- Yoshitaka Maeda
- Medical Simulation Centre, Jichi Medical University, 3311-1, Yakushiji, Shimotsuke-shi, Tochigi, 329-0498, Japan.
| | - Hiroshi Kawahira
- Medical Simulation Centre, Jichi Medical University, 3311-1, Yakushiji, Shimotsuke-shi, Tochigi, 329-0498, Japan.
| | - Yoshikazu Asada
- Medical Education Centre, Jichi Medical University, 3311-1, Yakushiji, Shimotsuke-shi, Tochigi, 329-0498, Japan.
| | - Shinichi Yamamoto
- Centre for Graduate Medical Education, Jichi Medical University Hospital, 3311-1, Yakushiji, Shimotsuke-shi, Tochigi, 329-0498, Japan.
| | - Masahisa Shimpo
- Centre for Quality Improvement and Patient Safety, Jichi Medical University Hospital, 3311-1, Yakushiji, Shimotsuke-shi, Tochigi, 329-0498, Japan.
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Auger KA, Hall M, Arnold SD, Bhumbra S, Bryan MA, Hartley D, Ivancie R, Katragadda H, Kazmier K, Jacob SA, Jerardi KE, Molloy MJ, Parikh K, Schondelmeyer AC, Shah SS, Brady PW. Identifying and Validating Pediatric Hospitalizations for MIS-C Through Administrative Data. Pediatrics 2023; 151:e2022059872. [PMID: 37102310 PMCID: PMC10158076 DOI: 10.1542/peds.2022-059872] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 01/09/2023] [Indexed: 04/28/2023] Open
Abstract
BACKGROUND Individual children's hospitals care for a small number of patients with multisystem inflammatory syndrome in children (MIS-C). Administrative databases offer an opportunity to conduct generalizable research; however, identifying patients with MIS-C is challenging. METHODS We developed and validated algorithms to identify MIS-C hospitalizations in administrative databases. We developed 10 approaches using diagnostic codes and medication billing data and applied them to the Pediatric Health Information System from January 2020 to August 2021. We reviewed medical records at 7 geographically diverse hospitals to compare potential cases of MIS-C identified by algorithms to each participating hospital's list of patients with MIS-C (used for public health reporting). RESULTS The sites had 245 hospitalizations for MIS-C in 2020 and 358 additional MIS-C hospitalizations through August 2021. One algorithm for the identification of cases in 2020 had a sensitivity of 82%, a low false positive rate of 22%, and a positive predictive value (PPV) of 78%. For hospitalizations in 2021, the sensitivity of the MIS-C diagnosis code was 98% with 84% PPV. CONCLUSION We developed high-sensitivity algorithms to use for epidemiologic research and high-PPV algorithms for comparative effectiveness research. Accurate algorithms to identify MIS-C hospitalizations can facilitate important research for understanding this novel entity as it evolves during new waves.
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Affiliation(s)
- Katherine A. Auger
- Division of Hospital Medicine
- James M. Anderson Center for Health Systems Excellence, Cincinnati Children’s Hospital, Cincinnati, Ohio
- Department of Pediatrics, University of Cincinnati School of Medicine, Cincinnati, Ohio
| | - Matt Hall
- Children’s Hospital Association, Lenexa, Kansas
| | - Staci D. Arnold
- Department of Pediatrics, Emory University, Aflac Cancer and Blood Disorders Center at Children’s Healthcare of Atlanta, Atlanta, Georgia
| | - Samina Bhumbra
- Ryan White Center for Pediatric Infectious Disease and Global Health, Department of Pediatrics
| | - Mersine A. Bryan
- Department of Pediatrics, University of Washington, Seattle, Washington
- Seattle Children’s Research Institute, Seattle, Washington
| | - David Hartley
- James M. Anderson Center for Health Systems Excellence, Cincinnati Children’s Hospital, Cincinnati, Ohio
- Department of Pediatrics, University of Cincinnati School of Medicine, Cincinnati, Ohio
| | - Rebecca Ivancie
- Department of Pediatrics, Stanford School of Medicine, Stanford, California
| | - Harita Katragadda
- Division of Pediatric Hospital Medicine
- Department of Pediatrics, UT Southwestern, Dallas, Texas
| | - Katie Kazmier
- Department of Pediatrics, University of Washington, Seattle, Washington
| | - Seethal A. Jacob
- Division of Pediatric Hematology Oncology, Indiana University School of Medicine, Indianapolis, Indiana
| | - Karen E. Jerardi
- Division of Hospital Medicine
- Department of Pediatrics, University of Cincinnati School of Medicine, Cincinnati, Ohio
| | | | - Kavita Parikh
- Division of Hospital Medicine, Children’s National Hospital, Washington, District of Columbia
- George Washington University School of Health Sciences, Washington, District of Columbia
| | - Amanda C. Schondelmeyer
- Division of Hospital Medicine
- James M. Anderson Center for Health Systems Excellence, Cincinnati Children’s Hospital, Cincinnati, Ohio
- Department of Pediatrics, University of Cincinnati School of Medicine, Cincinnati, Ohio
| | - Samir S. Shah
- Division of Hospital Medicine
- Department of Pediatrics, University of Cincinnati School of Medicine, Cincinnati, Ohio
| | - Patrick W. Brady
- Division of Hospital Medicine
- James M. Anderson Center for Health Systems Excellence, Cincinnati Children’s Hospital, Cincinnati, Ohio
- Department of Pediatrics, University of Cincinnati School of Medicine, Cincinnati, Ohio
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LUKACZ ES, FALKE C, GEYNISMAN-TAN J, WYMAN JF, MUELLER ER, MARKLAND AD, RICKEY L, LOWDER JL, RUDSER K, LOW LKANE, NEWMAN DK. Healthy bladder storage and emptying functions in community-dwelling women measured by a 2-day bladder health diary. Neurourol Urodyn 2023; 42:725-735. [PMID: 36891924 PMCID: PMC10101892 DOI: 10.1002/nau.25169] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2022] [Revised: 02/08/2023] [Accepted: 02/25/2023] [Indexed: 03/10/2023]
Abstract
INTRODUCTION The prevalence of healthy bladder storage and emptying function in community-dwelling women is not well established. METHODS A planned secondary analysis of a US cross-sectional study designed to validate a bladder health instrument was conducted in women aged ≥18 years. A subset was invited to complete the novel 2-day bladder health diary capturing bladder storage and emptying experiences. Overall healthy bladder function was defined as ≤8 waking/daytime voids and ≤1 void during sleeping/nighttime; along with the absence of leakage, urgency, emptying difficulties (initiation, flow, efficacy, relief of urge sensation) and pain. Descriptive statistics of healthy bladder functions and regression models of factors associated with healthy function are reported. RESULTS Of the 383 invited, 237 (62%) eligible women returned complete dairies. Of these, 12% (29/237) met criteria for overall healthy bladder function. Most (96%) denied pain, 74% had healthy daytime and 83% had healthy nighttime voiding frequency, 64% were continent, 36% reported healthy emptying and 30% denied any urgency episodes. Middle income (odds ratio [OR]:95% confidence interval [CI] = 11.4:1.9-67.4 for $75k-$99 999 vs. $25 000-$49 999), Graduate education (4.8:1.4-17) and previously seeking treatment for bladder problems (OR:95%CI = 0.1; 0-0.9) were associated with overall healthy function. CONCLUSION The prevalence of overall healthy bladder function was very low based on our strict definition of health as measured on a 2-day diary. However, most women had healthy voiding frequency and denied pain or urinary leakage. Postvoid dribbling and urgency most commonly contributed to an overall unhealthy bladder. Further investigation is needed to determine whether these diary derived measures are meaningful for patient-oriented bladder health research.
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Affiliation(s)
- Emily S. LUKACZ
- University of California San Diego, Department of Obstetrics, Gynecology & Reproductive Sciences, La Jolla, CA
| | - Chloe FALKE
- Division of Biostatistics, University of Minnesota, Minneapolis, MN
| | - Julia GEYNISMAN-TAN
- Department of Obstetrics and Gynecology, Northwestern University, Chicago, IL
| | - Jean F. WYMAN
- School of Nursing, University of Minnesota, Minneapolis, MN
| | - Elizabeth R MUELLER
- Departments of Urology & Obstetrics/Gynecology, Loyola University Medical Center, Loyola University, Chicago, IL
| | - Alayne D. MARKLAND
- Department of Medicine, Division of Gerontology, Geriatrics and Palliative Care, University of Alabama at Birmingham, Birmingham, AL and the Birmingham/Atlanta Geriatric Research, Education, and Clinical Center
| | - Leslie RICKEY
- Departments of Urology & Obstetrics/Gynecology, Yale University School of Medicine, New Haven, CT
| | - Jerry L. LOWDER
- Department of Obstetrics and Gynecology, Washington University in St Louis School of Medicine, St Louis, MO
| | - Kyle RUDSER
- Division of Biostatistics, University of Minnesota, Minneapolis, MN
| | - Lisa KANE LOW
- School of Nursing, University of Michigan, Ann Arbor, MI
| | - Diane K. NEWMAN
- Division of Urology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
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Althunian TA, Alrasheed MM, Alnofal FA, Tafish RT, Mira MA, Alroba RA, Kirdas MW, Alshammari TM. Recording type 2 diabetes mellitus in a standardised central Saudi database: a retrospective validation study. BMJ Open 2023; 13:e065468. [PMID: 36944455 PMCID: PMC10032409 DOI: 10.1136/bmjopen-2022-065468] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/23/2023] Open
Abstract
OBJECTIVES This study was conducted to assess the validity of recording (and the original diagnostic practice) of type 2 diabetes mellitus at a hospital whose records were integrated to a centralised database (the standardised common data model (CDM) of the Saudi National Pharmacoepidemiologic Database (NPED)). DESIGN A retrospective single-centre validation study. SETTINGS Data of the study participants were extracted from the CDM of the NPED (only records of one tertiary care hospital were integrated at the time of the study) between 1 January 2013 and 1 July 2018. PARTICIPANTS A random sample of patients with type 2 diabetes mellitus (≥18 years old and with a code of type 2 diabetes mellitus) matched with a control group (patients without diabetes) based on age and sex. OUTCOME MEASURES The standardised coding of type 2 diabetes in the CDM was validated by comparing the presence of diabetes in the CDM versus the original electronic records at the hospital, the recording in paper-based medical records, and the physician re-assessment of diabetes in the included cases and controls, respectively. Sensitivity, specificity, positive predictive value and negative predictive value were estimated for each pairwise comparison using RStudio V.1.4.1103. RESULTS A total of 437 random sample of patients with type 2 diabetes mellitus was identified and matched with 437 controls. Only 190 of 437 (43.0%) had paper-based medical records. All estimates were above 90% except for sensitivity and specificity of CDM versus paper-based records (54%; 95% CI 47% to 61% and 68%; 95% CI 62% to 73%, respectively). CONCLUSIONS This study provided an assessment to the extent of which only type 2 diabetes mellitus code can be used to identify patients with this disease at a Saudi centralised database. A future multi-centre study would help adding more emphasis to the study findings.
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Affiliation(s)
- Turki Abdulaziz Althunian
- Research Informatics Department, Saudi Food and Drug Authority, Riyadh, Saudi Arabia
- College of Medicine, Alfaisal University, Riyadh, Saudi Arabia
| | - Meshael M Alrasheed
- Executive Department for Research and Studies, Saudi Food and Drug Authority, Riyadh, Saudi Arabia
| | - Fatemah A Alnofal
- Research Informatics Department, Saudi Food and Drug Authority, Riyadh, Saudi Arabia
| | - Rawan T Tafish
- Orthopedic and Spinal Surgery, Kingdom Hospital & Consulting Clinics, Riyadh, Saudi Arabia
| | - Mahmood A Mira
- Orthopedic and Spinal Surgery, Kingdom Hospital & Consulting Clinics, Riyadh, Saudi Arabia
| | - Raseel A Alroba
- Research Informatics Department, Saudi Food and Drug Authority, Riyadh, Saudi Arabia
| | - Mohammed W Kirdas
- Orthopedic and Spinal Surgery, Kingdom Hospital & Consulting Clinics, Riyadh, Saudi Arabia
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Shin HJ, Kim HG, Park IS, Nam SW, Park JH, Hwang JW, Na HS. Change in glottic view during intubation using a KoMAC videolaryngoscope: A retrospective analysis. Medicine (Baltimore) 2023; 102:e33179. [PMID: 36862918 PMCID: PMC9981368 DOI: 10.1097/md.0000000000033179] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/04/2023] Open
Abstract
Intubation with videolaryngoscopy has become popular in various clinical settings. However, despite the use of a videolaryngoscope, difficult intubation still exists and intubation failure has been reported. This retrospective study assessed the efficacy of the 2 maneuvers in improving the glottic view during videolaryngoscopic intubation. The medical records of patients who underwent videolaryngoscopic intubation and whose glottal images were stored in electronic medical charts were reviewed. The videolaryngoscopic images were divided into 3 categories according to the applied optimization techniques as follows: conventional method, with the blade tip located in the vallecular; backward-upward-rightward pressure (BURP) maneuver; and epiglottis lifting maneuver. Four independent anesthesiologists scored the visualization of the vocal folds using the percentage of glottic opening (POGO, 0-100%) scoring system. A total of 128 patients with 3 laryngeal images were analyzed. The glottic view was the most improved in the epiglottis lifting maneuver among all the techniques. The median POGO scores were 11.3, 36.9, and 63.1 in the conventional method, BURP, and epiglottis lifting maneuver, respectively (P < .001). There were significant differences in the distribution of POGO grades according to the application of BURP and epiglottis lifting maneuvers. In the POGO grades 3 and 4 subgroups, the epiglottis lifting maneuver was more effective than the BURP maneuver in improving the POGO score Inadequate visualization of the vocal folds occurred even when intubation was performed using a videolaryngoscope. The application of optimization maneuvers, such as BURP and epiglottis lifting by the blade tip, could improve the glottic view.
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Affiliation(s)
- Hyun-Jung Shin
- Department of Anesthesiology and Pain Medicine, Seoul National University Bundang Hospital, Seongnam, Republic of Korea
| | - Hyeong Geun Kim
- Department of Anesthesiology and Pain Medicine, Seoul National University Bundang Hospital, Seongnam, Republic of Korea
| | - In-Sun Park
- Department of Anesthesiology and Pain Medicine, Seoul National University Bundang Hospital, Seongnam, Republic of Korea
| | - Sun Woo Nam
- Department of Anesthesiology and Pain Medicine, Seoul National University Bundang Hospital, Seongnam, Republic of Korea
| | - Jin-Hyoung Park
- Department of Anesthesiology and Pain Medicine, Seoul National University Bundang Hospital, Seongnam, Republic of Korea
| | - Jung-Won Hwang
- Department of Anesthesiology and Pain Medicine, Seoul National University Bundang Hospital, Seongnam, Republic of Korea
| | - Hyo-Seok Na
- Department of Anesthesiology and Pain Medicine, Seoul National University Bundang Hospital, Seongnam, Republic of Korea
- * Correspondence: Hyo-Seok Na, Anesthesiology and Pain Medicine, Seoul National University Bundang Hospital, Gumi 173-82, Bundang, Seongnam, Gyeonggi 13620, South Korea (e-mail: )
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Li HY, Dong L, Zhou WD, Wu HT, Zhang RH, Li YT, Yu CY, Wei WB. Development and validation of medical record-based logistic regression and machine learning models to diagnose diabetic retinopathy. Graefes Arch Clin Exp Ophthalmol 2023; 261:681-689. [PMID: 36239780 DOI: 10.1007/s00417-022-05854-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2022] [Revised: 09/08/2022] [Accepted: 09/30/2022] [Indexed: 11/25/2022] Open
Abstract
PURPOSES Many factors were reported to be associated with diabetic retinopathy (DR); however, their contributions remained unclear. We aimed to evaluate the prognostic and diagnostic accuracy of logistic regression and three machine learning models based on various medical records. METHODS This was a cross-sectional study. We investigated the prevalence and associations of DR among 757 participants aged 40 years or older in the 2005-2006 National Health and Nutrition Examination Survey (NHANES). We trained the models to predict if the participants had DR with 15 predictor variables. Area under the receiver operating characteristic (AUROC) and mean squared error (MSE) of each algorithm were compared in the external validation dataset using a replicate cohort from NHANES 2007-2008. RESULTS Among the 757 participants, 53 (7.00%) subjects had DR, the mean (standard deviation, SD) age was 57.7 (13.04), and 78.0% were male (n = 42). Logistic regression revealed that female gender (OR = 4.130, 95% CI: 1.820-9.380; P < 0.05), HbA1c (OR = 1.665, 95% CI: 1.197-2.317; P < 0.05), serum creatine level (OR = 2.952, 95% CI: 1.274-6.851; P < 0.05), and eGFR level (OR = 1.009, 95% CI: 1.000-1.014, P < 0.05) increased the risk of DR. The average performance obtained from internal validation was similar in all models (AUROC ≥ 0.945), and k-nearest neighbors (KNN) had the highest value with an AUROC of 0.984. In external validation, they remained robust or with modest reductions in discrimination with AUROC still ≥ 0.902, and KNN also performed the best with an AUROC of 0.982. Both logistic regression and machine learning models had good performance in the clinical diagnosis of DR. CONCLUSIONS This study highlights the utility of comparing traditional logistic regression to machine learning models. We found that logistic regression performed as well as optimized machine learning methods when classifying DR patients.
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Affiliation(s)
- He-Yan Li
- Beijing Tongren Eye Center, Beijing Key Laboratory of Intraocular Tumor Diagnosis and Treatment, Beijing Ophthalmology & Visual Sciences Key Lab, Medical Artificial Intelligence Research and Verification Key Laboratory of the Ministry of Industry and Information Technology, Beijing Tongren Hospital, Capital Medical University, 1 Dong Jiao Min Lane, Beijing, 100730, China
| | - Li Dong
- Beijing Tongren Eye Center, Beijing Key Laboratory of Intraocular Tumor Diagnosis and Treatment, Beijing Ophthalmology & Visual Sciences Key Lab, Medical Artificial Intelligence Research and Verification Key Laboratory of the Ministry of Industry and Information Technology, Beijing Tongren Hospital, Capital Medical University, 1 Dong Jiao Min Lane, Beijing, 100730, China
| | - Wen-Da Zhou
- Beijing Tongren Eye Center, Beijing Key Laboratory of Intraocular Tumor Diagnosis and Treatment, Beijing Ophthalmology & Visual Sciences Key Lab, Medical Artificial Intelligence Research and Verification Key Laboratory of the Ministry of Industry and Information Technology, Beijing Tongren Hospital, Capital Medical University, 1 Dong Jiao Min Lane, Beijing, 100730, China
| | - Hao-Tian Wu
- Beijing Tongren Eye Center, Beijing Key Laboratory of Intraocular Tumor Diagnosis and Treatment, Beijing Ophthalmology & Visual Sciences Key Lab, Medical Artificial Intelligence Research and Verification Key Laboratory of the Ministry of Industry and Information Technology, Beijing Tongren Hospital, Capital Medical University, 1 Dong Jiao Min Lane, Beijing, 100730, China
| | - Rui-Heng Zhang
- Beijing Tongren Eye Center, Beijing Key Laboratory of Intraocular Tumor Diagnosis and Treatment, Beijing Ophthalmology & Visual Sciences Key Lab, Medical Artificial Intelligence Research and Verification Key Laboratory of the Ministry of Industry and Information Technology, Beijing Tongren Hospital, Capital Medical University, 1 Dong Jiao Min Lane, Beijing, 100730, China
| | - Yi-Tong Li
- Beijing Tongren Eye Center, Beijing Key Laboratory of Intraocular Tumor Diagnosis and Treatment, Beijing Ophthalmology & Visual Sciences Key Lab, Medical Artificial Intelligence Research and Verification Key Laboratory of the Ministry of Industry and Information Technology, Beijing Tongren Hospital, Capital Medical University, 1 Dong Jiao Min Lane, Beijing, 100730, China
| | - Chu-Yao Yu
- Beijing Tongren Eye Center, Beijing Key Laboratory of Intraocular Tumor Diagnosis and Treatment, Beijing Ophthalmology & Visual Sciences Key Lab, Medical Artificial Intelligence Research and Verification Key Laboratory of the Ministry of Industry and Information Technology, Beijing Tongren Hospital, Capital Medical University, 1 Dong Jiao Min Lane, Beijing, 100730, China
| | - Wen-Bin Wei
- Beijing Tongren Eye Center, Beijing Key Laboratory of Intraocular Tumor Diagnosis and Treatment, Beijing Ophthalmology & Visual Sciences Key Lab, Medical Artificial Intelligence Research and Verification Key Laboratory of the Ministry of Industry and Information Technology, Beijing Tongren Hospital, Capital Medical University, 1 Dong Jiao Min Lane, Beijing, 100730, China.
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Hu Y, Huerta J, Cordella N, Mishuris RG, Paschalidis IC. Personalized hypertension treatment recommendations by a data-driven model. BMC Med Inform Decis Mak 2023; 23:44. [PMID: 36859187 PMCID: PMC9979505 DOI: 10.1186/s12911-023-02137-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2022] [Accepted: 02/09/2023] [Indexed: 03/03/2023] Open
Abstract
BACKGROUND Hypertension is a prevalent cardiovascular disease with severe longer-term implications. Conventional management based on clinical guidelines does not facilitate personalized treatment that accounts for a richer set of patient characteristics. METHODS Records from 1/1/2012 to 1/1/2020 at the Boston Medical Center were used, selecting patients with either a hypertension diagnosis or meeting diagnostic criteria (≥ 130 mmHg systolic or ≥ 90 mmHg diastolic, n = 42,752). Models were developed to recommend a class of antihypertensive medications for each patient based on their characteristics. Regression immunized against outliers was combined with a nearest neighbor approach to associate with each patient an affinity group of other patients. This group was then used to make predictions of future Systolic Blood Pressure (SBP) under each prescription type. For each patient, we leveraged these predictions to select the class of medication that minimized their future predicted SBP. RESULTS The proposed model, built with a distributionally robust learning procedure, leads to a reduction of 14.28 mmHg in SBP, on average. This reduction is 70.30% larger than the reduction achieved by the standard-of-care and 7.08% better than the corresponding reduction achieved by the 2nd best model which uses ordinary least squares regression. All derived models outperform following the previous prescription or the current ground truth prescription in the record. We randomly sampled and manually reviewed 350 patient records; 87.71% of these model-generated prescription recommendations passed a sanity check by clinicians. CONCLUSION Our data-driven approach for personalized hypertension treatment yielded significant improvement compared to the standard-of-care. The model implied potential benefits of computationally deprescribing and can support situations with clinical equipoise.
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Affiliation(s)
- Yang Hu
- Department of Electrical and Computer Engineering, Division of Systems Engineering, Boston University, 8 Saint Mary's St., Boston, MA, 02215, USA
| | - Jasmine Huerta
- Department of Medicine, Boston Medical Center, School of Medicine, Boston University, Boston, MA, USA
| | - Nicholas Cordella
- Department of Medicine, Boston Medical Center, School of Medicine, Boston University, Boston, MA, USA
| | - Rebecca G Mishuris
- Department of Medicine, Boston Medical Center, School of Medicine, Boston University, Boston, MA, USA
| | - Ioannis Ch Paschalidis
- Department of Electrical and Computer Engineering, Division of Systems Engineering, Boston University, 8 Saint Mary's St., Boston, MA, 02215, USA.
- Department of Biomedical Engineering, Faculty of Computing & Data Sciences, Hariri Institute for Computing and Computational Science & Engineering, Boston University, 8 Saint Mary's St., Boston, MA, 02215, USA.
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Shaharul NA, Ahmad Zamzuri M‘AI, Ariffin AA, Azman AZF, Mohd Ali NK. Digitalisation Medical Records: Improving Efficiency and Reducing Burnout in Healthcare. Int J Environ Res Public Health 2023; 20:3441. [PMID: 36834136 PMCID: PMC9966407 DOI: 10.3390/ijerph20043441] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/05/2023] [Revised: 02/08/2023] [Accepted: 02/09/2023] [Indexed: 06/18/2023]
Abstract
(1) Background: electronic medical record (EMR) systems remain a significant priority for the improvement of healthcare services. However, their implementation may have resulted in a burden on healthcare workers (HCWs). This study aimed to determine the prevalence of burnout symptoms among HCWs who use EMRs at their workplace, as well as burnout-associated factors. (2) Methods: an analytical cross-sectional study was conducted at six public health clinics equipped with an electronic medical record system. The respondents were from a heterogeneity of job descriptions. Consent was obtained before enrolment into the study. A questionnaire was distributed through an online platform. Ethical approval was secured. (3) Results: a total of 161 respondents were included in the final analysis, accounting for a 90.0% response rate. The prevalence of burnout symptoms was 10.7% (n = 17). Three significant predictors were obtained in the final model: experiencing ineffective screen layouts and navigation systems, experiencing physical or verbal abuse by patients, and having a poor relationship with colleagues. (4) Conclusions: the prevalence of burnout symptoms among healthcare workers working with electronic medical record systems was low. Despite several limitations and barriers to implementation, a paradigm shift is needed to equip all health sectors with electronic medical record systems to improve healthcare service delivery. Continuous technical support and financial resources are important to ensure a smooth transition and integration.
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Affiliation(s)
- Nur Adibah Shaharul
- Department of Community Health, Faculty of Medicine and Health Sciences, University Putra Malaysia, Serdang 43400, Malaysia
| | | | - Ahmad Azuhairi Ariffin
- Department of Community Health, Faculty of Medicine and Health Sciences, University Putra Malaysia, Serdang 43400, Malaysia
| | - Ahmad Zaid Fattah Azman
- Department of Community Health, Faculty of Medicine and Health Sciences, University Putra Malaysia, Serdang 43400, Malaysia
| | - Noor Khalili Mohd Ali
- Seremban District Health Office, Ministry of Health Malaysia, Seremban 70590, Malaysia
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Nguyen RH, Knapp EA, Li X, Camargo CA, Conradt E, Cowell W, Derefinko KJ, Elliott AJ, Friedman AM, Khurana Hershey GK, Hofheimer JA, Lester BM, McEvoy CT, Neiderhiser JM, Oken E, Ondersma SJ, Sathyanarayana S, Stabler ME, Stroustrup A, Tung I, McGrath M. Characteristics of Individuals in the United States Who Used Opioids During Pregnancy. J Womens Health (Larchmt) 2023; 32:161-170. [PMID: 36350685 PMCID: PMC9940795 DOI: 10.1089/jwh.2022.0118] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022] Open
Abstract
Background: Opioid use has disproportionally impacted pregnant people and their fetuses. Previous studies describing opioid use among pregnant people are limited by geographic location, type of medical coverage, and small sample size. We described characteristics of a large, diverse group of pregnant people who were enrolled in the Environmental Influences on Child Health Outcomes (ECHO) Program, and determined which characteristics were associated with opioid use during pregnancy. Materials and Methods: Cross-sectional data obtained from 21,905 pregnancies of individuals across the United States enrolled in the ECHO between 1990 and 2021 were analyzed. Medical records, laboratory testing, and self-report were used to determine opioid-exposed pregnancies. Multiple imputation methods using fully conditional specification with a discriminant function accounted for missing characteristics data. Results: Opioid use was present in 2.8% (n = 591) of pregnancies. The majority of people who used opioids in pregnancy were non-Hispanic White (67%) and had at least some college education (69%). Those who used opioids reported high rates of alcohol use (32%) and tobacco use (39%) during the pregnancy; although data were incomplete, only 5% reported heroin use and 86% of opioid use originated from a prescription. After adjustment, non-Hispanic White race, pregnancy during the years 2010-2012, higher parity, tobacco use, and use of illegal drugs during pregnancy were each significantly associated with opioid use during pregnancy. In addition, maternal depression was associated with increased odds of opioid use during pregnancy by more than two-fold (adjusted odds ratio 2.42, 95% confidence interval: 1.95-3.01). Conclusions: In this large study of pregnancies from across the United States, we found several factors that were associated with opioid use among pregnant people. Further studies examining screening for depression and polysubstance use may be useful for targeted interventions to prevent detrimental opioid use during pregnancy, while further elucidation of the reasons for use of prescription opioids during pregnancy should be further explored.
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Affiliation(s)
- Ruby H.N. Nguyen
- Division of Epidemiology and Community Health, School of Public Health, University of Minnesota, Minneapolis, Minnesota, USA
| | - Emily A. Knapp
- Department of Epidemiology, Johns Hopkins School of Public Health, Baltimore, Maryland, USA
| | - Xiuhong Li
- Department of Epidemiology, Johns Hopkins School of Public Health, Baltimore, Maryland, USA
| | - Carlos A. Camargo
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Elisabeth Conradt
- Department of Psychology, Pediatrics, Obstetrics/Gynecology, University of Utah, Salt Lake City, Utah, USA
| | - Whitney Cowell
- Department of Environmental Medicine and Public Health, Icahn School of Medicine at Mt. Sinai, New York, New York, USA
| | - Karen J. Derefinko
- Department of Preventative Medicine and Pharmacology, Addictive Science, and Toxicology, University of Tennessee, Memphis, Tennessee, USA
| | - Amy J. Elliott
- Department of Pediatrics, Avera Research Institute, School of Medicine, University of South Dakota, Sioux Falls, South Dakota, USA
| | - Alexander M. Friedman
- Department of Obstetrics and Gynecology, School of Medicine, Columbia University, New York, New York, USA
| | - Gurjit K. Khurana Hershey
- Division of Asthma Research, Department of Pediatrics, Cincinnati Children's Hospital, University of Cincinnati, Cincinnati, Ohio, USA
| | - Julie A. Hofheimer
- Department of Pediatrics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Barry M. Lester
- Department of Psychiatry and Pediatrics, Center for the Study of Children at Risk, Alpert Medical School of Brown University and Women and Infants Hospital of Rhode Island, Providence, Rhode Island, USA
| | - Cindy T. McEvoy
- Department of Pediatrics, Oregon Health and Science University, Portland, Oregon, USA
| | - Jenae M. Neiderhiser
- Department of Psychology, Penn State University, University Park, Pennsylvania, USA
| | - Emily Oken
- Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, Massachusetts, USA
| | - Steven J. Ondersma
- Division of Public Health, Department of Obstetrics, Gynecology, and Reproductive Sciences, Michigan State University, Flint, Michigan, USA
| | - Sheela Sathyanarayana
- Department of Pediatrics, University of Washington, Seattle Children's Research Institute, Seattle, Washington, USA
| | - Meagan E. Stabler
- Department of Epidemiology, Dartmouth Geisel School of Medicine, Hanover, New Hampshire, USA
| | - Annemarie Stroustrup
- Department of Pediatrics and Occupational Medicine, Epidemiology and Prevention, Zucker School of Medicine at Hofstra/Northwell, Hempstead, New York, USA
| | - Irene Tung
- Department of Psychiatry, School of Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Monica McGrath
- Department of Epidemiology, Johns Hopkins School of Public Health, Baltimore, Maryland, USA
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Elbers DC, La J, Minot JR, Gramling R, Brophy MT, Do NV, Fillmore NR, Dodds PS, Danforth CM. Sentiment analysis of medical record notes for lung cancer patients at the Department of Veterans Affairs. PLoS One 2023; 18:e0280931. [PMID: 36696437 PMCID: PMC9876289 DOI: 10.1371/journal.pone.0280931] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2022] [Accepted: 01/12/2023] [Indexed: 01/26/2023] Open
Abstract
Natural language processing of medical records offers tremendous potential to improve the patient experience. Sentiment analysis of clinical notes has been performed with mixed results, often highlighting the issue that dictionary ratings are not domain specific. Here, for the first time, we re-calibrate the labMT sentiment dictionary on 3.5M clinical notes describing 10,000 patients diagnosed with lung cancer at the Department of Veterans Affairs. The sentiment score of notes was calculated for two years after date of diagnosis and evaluated against a lab test (platelet count) and a combination of data points (treatments). We found that the oncology specific labMT dictionary, after re-calibration for the clinical oncology domain, produces a promising signal in notes that can be detected based on a comparative analysis to the aforementioned parameters.
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Affiliation(s)
- Danne C. Elbers
- Vermont Complex Systems Center, University of Vermont, Burlington, VT, United States of America
- VHA Boston CSP Informatics, Department of Veterans Affairs, Boston, MA, United States of America
- Harvard Medical School, Boston, MA, United States of America
- * E-mail:
| | - Jennifer La
- VHA Boston CSP Informatics, Department of Veterans Affairs, Boston, MA, United States of America
| | - Joshua R. Minot
- Vermont Complex Systems Center, University of Vermont, Burlington, VT, United States of America
| | - Robert Gramling
- Larner College of Medicine, University or Vermont, Burlington, VT, United States of America
| | - Mary T. Brophy
- VHA Boston CSP Informatics, Department of Veterans Affairs, Boston, MA, United States of America
- School of Medicine, Boston University, Boston, MA, United States of America
| | - Nhan V. Do
- VHA Boston CSP Informatics, Department of Veterans Affairs, Boston, MA, United States of America
- School of Medicine, Boston University, Boston, MA, United States of America
| | - Nathanael R. Fillmore
- VHA Boston CSP Informatics, Department of Veterans Affairs, Boston, MA, United States of America
- Harvard Medical School, Boston, MA, United States of America
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, United States of America
| | - Peter S. Dodds
- Vermont Complex Systems Center, University of Vermont, Burlington, VT, United States of America
| | - Christopher M. Danforth
- Vermont Complex Systems Center, University of Vermont, Burlington, VT, United States of America
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McDowell BD, Bentler SE, West MM, Kahl AR, Nash SH, Brubaker JT, Matt B, Charlton ME. Assessing Completeness of Cancer Treatment Data from an Academic Medical Center's Tumor Registry Through Comparison to the Central Registry. J Registry Manag 2023; 50:52-56. [PMID: 37575555 PMCID: PMC10414202] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Subscribe] [Scholar Register] [Indexed: 08/15/2023]
Abstract
Background Researchers often rely on hospital tumor registry data to provide comprehensive cancer therapy information. The purpose of this study was to determine the completeness of treatment information found in the abstracted records of patients seen at an academic medical center located in a rural Midwestern state. Approach The cohort included 846 Iowa residents diagnosed with a single malignant tumor of the female breast, colon/rectum, lung, pancreas, or prostate in 2017-2018 with an abstract recorded by the academic medical center and at least 1 other hospital. Treatment/no treatment agreement between the academic medical center's abstract and the central registry's consolidated abstract was examined for the following summary variables of the North American Association of Central Cancer Registries (NAACCR): surgery of the primary site, chemotherapy, radiation therapy, immunotherapy, and hormone therapy. Treatment summary variables from the academic medical center abstract that agreed with the corresponding variables from the central registry abstract were classified as concordant. The proportion of concordance for each treatment modality was the outcome measure, and 95% confidence intervals were calculated with the Agresti-Coull method. Concordance was also examined at the specific treatment level. Results There was high concordance between the treatment information recorded in the academic medical center and the central registry records. The average proportion of treatment/no treatment agreement across all treatment modalities and cancer sites was 0.97 (SD, 0.02). Concordance remained high even when examining specific treatments (average concordance, 0.95; SD, 0.04). The lowest treatment/no treatment concordance proportion was 0.92 (95% CI, 0.86-0.96) for chemotherapeutic treatment of pancreatic cancer. We also found that the academic medical center's summary variables captured most treatments given at other facilities, ranging from 74.4% capture of immunotherapy to 88.2% capture of surgery of the primary site. Conclusions These results indicate that NAACCR-formatted, summary variables from the academic medical center's tumor registry are likely to provide comprehensive treatment information for those individuals diagnosed or treated in this setting. Analyses of either the academic medical record registry records or consolidated records from the central registry should yield similar results. Future research should establish whether similar findings are obtained at other medical centers.
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Affiliation(s)
| | - Suzanne E. Bentler
- University of Iowa Department of Epidemiology, Iowa Cancer Registry, Iowa City, Iowa
| | - Michele M. West
- University of Iowa Department of Epidemiology, Iowa Cancer Registry, Iowa City, Iowa
| | - Amanda R. Kahl
- University of Iowa Department of Epidemiology, Iowa Cancer Registry, Iowa City, Iowa
| | - Sarah H. Nash
- University of Iowa Department of Epidemiology, Iowa Cancer Registry, Iowa City, Iowa
| | - Jason T. Brubaker
- University of Iowa Department of Epidemiology, Iowa Cancer Registry, Iowa City, Iowa
| | - Bobbi Matt
- University of Iowa Department of Epidemiology, Iowa Cancer Registry, Iowa City, Iowa
| | - Mary E. Charlton
- University of Iowa Department of Epidemiology, Iowa Cancer Registry, Iowa City, Iowa
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Gu JH, Li WQ, Chen CJ. A retrospective cohort study evaluating the improvement of medical records management based on whole-process control. Technol Health Care 2023; 31:1901-1910. [PMID: 37393450 DOI: 10.3233/thc-220863] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/03/2023]
Abstract
BACKGROUND Whole-process management is a novel approach widely applied in industry and commerce; however, it is not widely used in the management of medical records in hospitals. OBJECTIVE The purpose of this study is to investigate the application of whole-process control in the administration of a hospital's medical records department to achieve refined management of medical records. METHODS Whole-process control is a management measure that begins with process conception and implementation and includes control over all processes. The control group included medical records that were created prior to the implementation of whole-process control, i.e., those created between June 1 and December 31, 2020. The observation group included medical records that were created after the implementation of whole-process control. The behavior of the medical records staff (in terms of medical record collection, sorting, entry, inquiry, and supply) and the final quality of the medical records (the number of grade-A medical records and their front-page quality) were compared between the two groups, and subjective judgments related to staff satisfaction were reviewed. RESULTS The implementation of whole-process control improved the behavior of the medical records staff. The final quality of the medical records was also improved, as was the job satisfaction of the medical records staff. CONCLUSION Implementing whole-process control improved the management of medical records and quality of medical records.
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Affiliation(s)
- Jun-Hua Gu
- Department of Medical Records and Statistics, Taizhou People's Hospital, Taizhou, China
| | - Wen-Qi Li
- Department of Quality and Safety Management Office, Taizhou People's Hospital, Taizhou, China
| | - Chuan-Jun Chen
- Department of Burn and Plastic Surgery, Taizhou People's Hospital, Taizhou, China
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130
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Numaguchi A, Ishii A, Natsume J, Saitoh S, Aoki Y, Yoshikawa T, Isobe I, Okumura A, Seno H, Takahashi Y. Medical records as screening tools for child death review in Japan. Pediatr Int 2023; 65:e15692. [PMID: 37991171 DOI: 10.1111/ped.15692] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/23/2022] [Revised: 09/01/2023] [Accepted: 09/21/2023] [Indexed: 11/23/2023]
Abstract
BACKGROUND Although many child death review (CDR) systems have been developed in Japan, the optimal system is still being identified. The aim of this study is to identify the etiologies of child deaths and to propose a screening method for initiating the CDR process in Japan. METHODS Clinical medical records (CMRs) in hospitals and autopsy records were surveyed for cases of deaths of children aged less than 15 years between 2014 and 2016 in Aichi Prefecture, Japan. The data were analyzed in three steps, and the findings were compared with the vital statistics. RESULTS Of the 695 children whose death certificates were submitted to Aichi Prefecture, 590 could be traced to pediatric care hospitals. The distribution of causes of death was slightly different from the vital statistics, with 11.5% dying of extrinsic causes and 19.7% dying of unknown causes. Maltreatment was suspected in 64 cases, which was much higher than that in government statistics. Overall, 158 (26.8%) deaths were considered preventable. The number of unnatural deaths, which might be screened in, was calculated as 172 (29.2%) in the vital statistics, whereas the survey of CMRs revealed that 241 (40.8%) to 282 (47.8%) should be screened in. CONCLUSIONS Surveying CMRs in hospitals may be a suitable method to detect and screen deaths to start the CDR process in Japan.
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Affiliation(s)
- Atsushi Numaguchi
- Department of Emergency and Intensive Care Medicine, Nagoya University Hospital, Nagoya, Japan
- Department of Pediatrics, Graduate School of Medicine, Nagoya University, Nagoya, Japan
| | - Akira Ishii
- Department of Legal Medicine and Bioethics, Graduate School of Medicine, Nagoya University, Nagoya, Japan
| | - Jun Natsume
- Department of Pediatrics, Graduate School of Medicine, Nagoya University, Nagoya, Japan
- Department of Developmental Disability Medicine, Graduate School of Medicine, Nagoya University, Nagoya, Japan
| | - Shinji Saitoh
- Department of Pediatrics and Neonatology, Graduate School of Medical Science, Nagoya City University, Nagoya, Japan
| | - Yasuhiro Aoki
- Department of Forensic Medicine, Graduate School of Medical Science, Nagoya City University, Nagoya, Japan
| | - Tetsushi Yoshikawa
- Department of Pediatrics, Graduate School of Medicine, Fujita Medical University, Toyoake, Japan
| | - Ichiro Isobe
- Department of Legal Medicine, Graduate School of Medicine, Fujita Medical University, Toyoake, Japan
| | - Akihisa Okumura
- Department of Pediatrics, Graduate School of Medicine, Aichi Medical University, Nagakute, Japan
| | - Hiroshi Seno
- Department of Legal Medicine, School of Medicine, Aichi Medical University, Nagakute, Japan
| | - Yoshiyuki Takahashi
- Department of Pediatrics, Graduate School of Medicine, Nagoya University, Nagoya, Japan
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131
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Tsai J, Szymkowiak D, Jutkowitz E. Developing an operational definition of housing instability and homelessness in Veterans Health Administration's medical records. PLoS One 2022; 17:e0279973. [PMID: 36584201 PMCID: PMC9803152 DOI: 10.1371/journal.pone.0279973] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2022] [Accepted: 12/19/2022] [Indexed: 01/01/2023] Open
Abstract
The main objective of this study was to examine how homelessness and housing instability is captured across data sources in the Veterans Health Administration (VHA). Data from 2021 were extracted from three data repositories, including the Corporate Data Warehouse (CDW), the Homeless Operations Management System (HOMES), and the Homeless Management Information System (HMIS). Using these three data sources, we identified the number of homeless and unstably housed veterans across a variety of indicators. The results showed that the use of diagnostic codes and clinic stop codes identified a large number of homeless and unstably housed veterans, but the use of HOMES and HMIS data identified additional homeless and unstably housed veterans to provide a complete count. A total of 290,431 unique veterans were identified as experiencing homelessness or housing instability in 2021 and there was regional variability in how homelessness and housing stability were captured across data sources, supporting the need for more uniform ways to operationalize these conditions. Together, these findings highlight the and encourage use of all available indicators and data sources to identify homelessness and housing instability in VHA. These methodologies applied to the largest healthcare system in the U.S. demonstrate their utility and possibilities for other healthcare systems. Transparent practices about data sources and indicators used to capture homelessness and housing instability should be shared to increase uniform use.
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Affiliation(s)
- Jack Tsai
- VA National Center on Homelessness among Veterans, Tampa, FL, United States of America
- School of Public Health, University of Texas Health Science Center at Houston, Houston, TX, United States of America
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, United States of America
- * E-mail:
| | - Dorota Szymkowiak
- VA National Center on Homelessness among Veterans, Tampa, FL, United States of America
| | - Eric Jutkowitz
- VA National Center on Homelessness among Veterans, Tampa, FL, United States of America
- Center of Innovation in Long Term Services and Supports, Providence VA Medical Center, Providence, RI, United States of America
- Department of Health Services, Policy & Practice, Brown University School of Public Health, Providence, RI, United States of America
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Zetner DB, Zetner DB, Glerup SB, Hjortkær HØ, Gullach A, Andersen KAØ, Overgaard DL, Andresen K. [Not Available]. Ugeskr Laeger 2022; 184:V80110. [PMID: 36510812] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/17/2023]
Abstract
INTRODUCTION The use of abbreviations in patient records in Danish hospitals is extensive. The purpose of this study was to investigate the use of abbreviations, how they affect the comprehension, and how much time was saved writing abbreviations. METHODS The study consisted of four sub-studies. First, a prospective collection of abbreviations from patient records. From these, three sentences were constructed and used in the other three sub-studies: a questionnaire for doctors concerning the use of abbreviations, an evaluation of time used to understand abbreviated versus non-abbreviated sentences, and a theoretical analysis of time saved by reducing the number of written characters. RESULTS We found several abbreviations with multiple meanings. Writing a sentence with abbreviations saved 20 seconds. Comprehension of an abbreviated sentence took an extra 12-85 seconds. There was no difference in comprehension of abbreviations based on medical experience. Finally, data showed that neurologists' self-rated comprehension of complicated abbreviated sentences was very good. DISCUSSION Numerous abbreviations were used in Danish patient records, many which could not be looked up. The use of abbreviations in patient records might not live up to the Danish record-keeping order, and we proposed four solutions to overcome the problem: more bureaucracy and administration; embrace and expand use of abbreviations; introduction of artificial intelligence to interpret abbreviations; or usage of speech recognition software in all Danish hospitals. FUNDING none. TRIAL REGISTRATION none.
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Affiliation(s)
| | - Diana Bregner Zetner
- Socialmedicinsk Center, Københavns Universitetshospital - Frederiksberg Hospital
| | | | | | - Anders Gullach
- Afdeling for Rygmarvsskader, Københavns Universitetshospital - Rigshospitalet Hornbæk
| | | | | | - Kristoffer Andresen
- Center for Perioperativ Optimering, Afdeling for Mave-, Tarm- og Leversygdomme, Københavns Universitetshospital - Herlev Hospital
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Charpignon ML, Vakulenko-Lagun B, Zheng B, Magdamo C, Su B, Evans K, Rodriguez S, Sokolov A, Boswell S, Sheu YH, Somai M, Middleton L, Hyman BT, Betensky RA, Finkelstein SN, Welsch RE, Tzoulaki I, Blacker D, Das S, Albers MW. Causal inference in medical records and complementary systems pharmacology for metformin drug repurposing towards dementia. Nat Commun 2022; 13:7652. [PMID: 36496454 PMCID: PMC9741618 DOI: 10.1038/s41467-022-35157-w] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2021] [Accepted: 11/21/2022] [Indexed: 12/13/2022] Open
Abstract
Metformin, a diabetes drug with anti-aging cellular responses, has complex actions that may alter dementia onset. Mixed results are emerging from prior observational studies. To address this complexity, we deploy a causal inference approach accounting for the competing risk of death in emulated clinical trials using two distinct electronic health record systems. In intention-to-treat analyses, metformin use associates with lower hazard of all-cause mortality and lower cause-specific hazard of dementia onset, after accounting for prolonged survival, relative to sulfonylureas. In parallel systems pharmacology studies, the expression of two AD-related proteins, APOE and SPP1, was suppressed by pharmacologic concentrations of metformin in differentiated human neural cells, relative to a sulfonylurea. Together, our findings suggest that metformin might reduce the risk of dementia in diabetes patients through mechanisms beyond glycemic control, and that SPP1 is a candidate biomarker for metformin's action in the brain.
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Affiliation(s)
- Marie-Laure Charpignon
- Institute for Data, Systems, and Society, Massachusetts Institute of Technology, Cambridge, MA, USA
| | | | - Bang Zheng
- Ageing Epidemiology Research Unit, School of Public Health, Imperial College London, London, UK
| | - Colin Magdamo
- Department of Neurology, Massachusetts General Hospital/Harvard Medical School, Boston, MA, USA
| | - Bowen Su
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, UK
| | - Kyle Evans
- Department of Neurology, Massachusetts General Hospital/Harvard Medical School, Boston, MA, USA
- Laboratory of Systems Pharmacology, Harvard Program in Therapeutic Science, Harvard Medical School, Boston, MA, USA
| | - Steve Rodriguez
- Department of Neurology, Massachusetts General Hospital/Harvard Medical School, Boston, MA, USA
- Laboratory of Systems Pharmacology, Harvard Program in Therapeutic Science, Harvard Medical School, Boston, MA, USA
| | - Artem Sokolov
- Laboratory of Systems Pharmacology, Harvard Program in Therapeutic Science, Harvard Medical School, Boston, MA, USA
| | - Sarah Boswell
- Laboratory of Systems Pharmacology, Harvard Program in Therapeutic Science, Harvard Medical School, Boston, MA, USA
| | - Yi-Han Sheu
- Department of Psychiatry, Massachusetts General Hospital/Harvard Medical School, Boston, MA, USA
| | - Melek Somai
- Inception Labs, Collaborative for Health Delivery Sciences, Medical College of Wisconsin, Wauwatosa, WI, USA
| | - Lefkos Middleton
- Ageing Epidemiology Research Unit, School of Public Health, Imperial College London, London, UK
- Public Health Directorate, Imperial College London NHS Healthcare Trust, London, UK
| | - Bradley T Hyman
- Department of Neurology, Massachusetts General Hospital/Harvard Medical School, Boston, MA, USA
| | - Rebecca A Betensky
- Department of Biostatistics, School of Global Public Health, New York University, New York, NY, USA
| | - Stan N Finkelstein
- Institute for Data, Systems, and Society, Massachusetts Institute of Technology, Cambridge, MA, USA
- Division of Clinical Informatics, Beth Israel Deaconess Medical Center, Boston, MA, USA
| | - Roy E Welsch
- Institute for Data, Systems, and Society, Massachusetts Institute of Technology, Cambridge, MA, USA
- Sloan School of Management, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Ioanna Tzoulaki
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, UK.
- Dementia Research Institute, Imperial College London, London, UK.
- Department of Hygiene and Epidemiology, University of Ioannina, Ioannina, Greece.
| | - Deborah Blacker
- Department of Psychiatry, Massachusetts General Hospital/Harvard Medical School, Boston, MA, USA.
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA.
| | - Sudeshna Das
- Department of Neurology, Massachusetts General Hospital/Harvard Medical School, Boston, MA, USA.
| | - Mark W Albers
- Department of Neurology, Massachusetts General Hospital/Harvard Medical School, Boston, MA, USA.
- Laboratory of Systems Pharmacology, Harvard Program in Therapeutic Science, Harvard Medical School, Boston, MA, USA.
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DesRoches C, Walker J, Delbanco T. US experience with transparent medical records should reassure doctors. BMJ 2022; 379:o2969. [PMID: 36593551 DOI: 10.1136/bmj.o2969] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Affiliation(s)
| | - Jan Walker
- Harvard Medical School, Beth Israel Deaconess Medical Center, Boston, USA
| | - Tom Delbanco
- Harvard Medical School, Beth Israel Deaconess Medical Center, Boston, USA
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135
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Zhang Q, Li X. Application of DRGs in hospital medical record management and its impact on service quality. Int J Qual Health Care 2022; 34:mzac090. [PMID: 36373874 PMCID: PMC9718026 DOI: 10.1093/intqhc/mzac090] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2022] [Revised: 10/08/2022] [Accepted: 11/14/2022] [Indexed: 11/16/2023] Open
Abstract
BACKGROUND To explore the application of diagnosis-related groups (DRGs) in hospital medical record management and the impact on service quality. OBJECTIVE This study introduced DGRs management into hospital medical record management in order to improve the quality of hospital medical record management. METHOD The medical record management of our hospital was analysed retrospectively between August 2020 and April 2021. A total of 7263 cases without DRG management before January 2021 were included in a control group, and 7922 cases with DRG management after January 2021 were included in a study group. The error rate of medical records, the specific error items and the scores of service capability, service efficiency and service quality were compared along with the comprehensive scores of the two groups. RESULTS The error rate of medical records in the study group was significantly lower than that in the control group (19.35% vs. 31.24%, P < 0.05). The error rates in terms of diagnosis on admission, surgical procedures, main diagnosis and other diagnoses in the study group were significantly lower than those in the control group. The scores for service ability, service efficiency and service quality were significantly higher in the study group than in the control group (P < 0.05). The comprehensive evaluation score of the study group was significantly higher than that of the control group (P < 0.01). CONCLUSION Applying DRGs in the hospital medical record management can effectively reduce the error rate of medical records and improve the quality of hospital services.
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Affiliation(s)
- Qin Zhang
- Department of Medical Records Statistics, Western Hospital of Beijing Chaoyang Hospital Affiliated to Capital Medical University, No. 5, Jingyuan Road, Shijingshan District, Beijing 100043, China
| | - Xiaodong Li
- Department of Medical Records Statistics, Western Hospital of Beijing Chaoyang Hospital Affiliated to Capital Medical University, No. 5, Jingyuan Road, Shijingshan District, Beijing 100043, China
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136
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McMillan B, Davidge G, Blease C, Watson J. Implications of the changes to patient online records access in English primary care. Br J Gen Pract 2022; 72:558-559. [PMID: 36424157 PMCID: PMC9710826 DOI: 10.3399/bjgp22x721205] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022] Open
Affiliation(s)
- Brian McMillan
- Centre for Primary Care and Health Services Research, University of Manchester, Manchester, UK
| | - Gail Davidge
- Centre for Primary Care and Health Services Research, University of Manchester, Manchester, UK
| | - Charlotte Blease
- Digital Psychiatry, Department of Psychiatry, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, US
| | - Jessica Watson
- Centre for Academic Primary Care, University of Bristol, Bristol, UK
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Wielgosz K, Dawood FS, Stockwell MS, Varner M, Newes-Adeyi G, Ellington S, Vargas C, Bruno AM, Powers E, Morrill T, Reichle L, Battarbee AN, Tita AT. Agreement Between Pregnant Individuals' Self-Report of Coronavirus Disease 2019 (COVID-19) Vaccination and Medical Record Documentation. Obstet Gynecol 2022; 140:989-992. [PMID: 36357976 PMCID: PMC10563869 DOI: 10.1097/aog.0000000000004994] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2022] [Accepted: 09/15/2022] [Indexed: 11/13/2022]
Abstract
For public health research such as vaccine uptake or effectiveness assessments, self-reported coronavirus disease 2019 (COVID-19) vaccination status may be a more efficient measure than verifying vaccination status from medical records if agreement between sources is high. We assessed agreement between self-reported and medical record-documented COVID-19 vaccination status among pregnant individuals followed in a cohort during August 2020-October 2021. At end of pregnancy, participants completed questionnaires about COVID-19 vaccine receipt during pregnancy; staff verified vaccination status using medical records. Agreement was assessed between self-reported and medical record vaccination status using Cohen's kappa. There was high agreement between self-reported and medical record vaccination status (Kappa coefficient=0.94, 95% CI 0.91-0.98), suggesting that self-report may be acceptable for ascertaining COVID-19 vaccination status during pregnancy.
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Affiliation(s)
| | | | - Melissa S. Stockwell
- Division of Child and Adolescent Health, Department of Pediatrics, Columbia University Vagelos College of Physicians and Surgeons, New York, NY
- Department of Population and Family Health, Mailman School of Public Health, Columbia University Irving Medical Center, New York, NY
| | - Michael Varner
- Department of Obstetrics and Gynecology, Department of Family and Preventive Medicine, University of Utah School of Medicine, Salt Lake City, UT
| | | | | | - Celibell Vargas
- Division of Child and Adolescent Health, Department of Pediatrics, Columbia University Vagelos College of Physicians and Surgeons, New York, NY
| | - Ann M. Bruno
- Department of Obstetrics and Gynecology, Department of Family and Preventive Medicine, University of Utah School of Medicine, Salt Lake City, UT
| | - Emily Powers
- Department of Obstetrics and Gynecology, Department of Family and Preventive Medicine, University of Utah School of Medicine, Salt Lake City, UT
| | | | | | - Ashley N. Battarbee
- Department of Obstetrics and Gynecology, University of Alabama at Birmingham, Birmingham, AL
- Center for Women’s Reproductive Health, University of Alabama at Birmingham, Birmingham, AL
| | - Alan T. Tita
- Department of Obstetrics and Gynecology, University of Alabama at Birmingham, Birmingham, AL
- Center for Women’s Reproductive Health, University of Alabama at Birmingham, Birmingham, AL
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McBride K, Howard NJ, Franks C, King V, Wade V, Dowling A, Rigney J, Burton N, Mitchell JA, Hillier S, Nicholls SJ, Paquet C, Brown A. Providing guideline-recommended preventive cardiovascular care to Aboriginal and Torres Strait Islander women: exploring gender differences with a medical record review in primary health care. Aust J Prim Health 2022; 28:498-507. [PMID: 35981938 DOI: 10.1071/py22064] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2021] [Accepted: 07/14/2022] [Indexed: 12/14/2022]
Abstract
BACKGROUND For Aboriginal and Torres Strait Islander women, the premature burden of cardiovascular disease is affecting their capacity to fulfil roles in society, and promote the health and wellbeing of future generations. In Australia, there is limited understanding of the difference in primary preventive cardiovascular care experienced by women, despite knowledge of sex and gender differentials in health profile and receipt of guideline-based acute care. This paper sought to explore the health profile and receipt of assessment and management of cardiovascular risk for Aboriginal and Torres Strait Islander women accessing preventive primary health care, and investigate gender differentials. METHOD Records of 1200 current clients, 50% women, aged 18-74years from three Aboriginal Health Services in central and South Australia for the period 7/2018-6/2020 were reviewed. RESULTS Twelve percent had documented cardiovascular disease. Compared with men, women with no recorded cardiovascular disease had a greater likelihood of being overweight or obese, a waist circumference indicative of risk, diabetes, and depression. Women were less likely to report being physically active. CONCLUSIONS The research concluded that gaps exist in the provision and recording of guideline-recommended primary preventive care regardless of sex. These are stark, given the evident burden.
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Affiliation(s)
- Katharine McBride
- Allied Health and Human Performance, University of South Australia, Adelaide, SA 5000, Australia; and Wardliparingga Aboriginal Health Equity Theme, South Australian Health and Medical Research Institute, Adelaide, SA 5000, Australia
| | - Natasha J Howard
- Wardliparingga Aboriginal Health Equity Theme, South Australian Health and Medical Research Institute, Adelaide, SA 5000, Australia; and Faculty of Health and Medical Sciences, The University of Adelaide, Adelaide, SA 5000, Australia
| | - Christine Franks
- Wardliparingga Aboriginal Health Equity Theme, South Australian Health and Medical Research Institute, Adelaide, SA 5000, Australia; and Aboriginal Women's Advisory Group, Adelaide, SA, Australia
| | - Veronica King
- Aboriginal Women's Advisory Group, Adelaide, SA, Australia; and Central Australian Aboriginal Congress, Alice Springs, NT 0870, Australia
| | - Vicki Wade
- Aboriginal Women's Advisory Group, Adelaide, SA, Australia; and Menzies School of Health Research, Casuarina, NT 0811, Australia
| | - Anna Dowling
- Aboriginal Women's Advisory Group, Adelaide, SA, Australia; and College of Medicine and Public Health, Flinders University, Bedford Park, SA 5042, Australia
| | - Janice Rigney
- Aboriginal Women's Advisory Group, Adelaide, SA, Australia
| | - Nyunmiti Burton
- Aboriginal Women's Advisory Group, Adelaide, SA, Australia; and Ngaanyatjarra, Pitjantjatjara, Yankunytjatjara Women's Council, Alice Springs, NT 0870, Australia
| | - Julie Anne Mitchell
- Aboriginal Women's Advisory Group, Adelaide, SA, Australia; and The Heart Foundation of Australia, Woolloomooloo, NSW 2011, Australia
| | - Susan Hillier
- Allied Health and Human Performance, University of South Australia, Adelaide, SA 5000, Australia
| | - Stephen J Nicholls
- Victorian Heart Institute, Monash University, Clayton, Vic. 3168, Australia
| | - Catherine Paquet
- Allied Health and Human Performance, University of South Australia, Adelaide, SA 5000, Australia; and Faculté des Sciences de l'Administration, Université Laval, Québec, QC G1V 0A6, Canada
| | - Alex Brown
- Wardliparingga Aboriginal Health Equity Theme, South Australian Health and Medical Research Institute, Adelaide, SA 5000, Australia; and Faculty of Health and Medical Sciences, The University of Adelaide, Adelaide, SA 5000, Australia
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Jones MA, George TS, Bullock GS, Sikora RR, Vesely BD, Sinacore DR. Biomarkers of chronic kidney disease-mineral bone disorder (CKD-MBD) in the diabetic foot: A medical record review. Diabetes Res Clin Pract 2022; 194:110160. [PMID: 36410557 DOI: 10.1016/j.diabres.2022.110160] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/04/2022] [Revised: 10/30/2022] [Accepted: 11/13/2022] [Indexed: 11/19/2022]
Abstract
AIMS Determine the prevalence and relative risk of having single and combinations of biomarkers of chronic kidney disease-mineral bone disorder (CKD-MBD) syndrome in the diabetic foot from an electronic medical record (EMR) review. METHODS Review of 152 patients with one foot radiograph and diagnoses of both diabetes mellitus (DM) and chronic kidney disease (CKD) stages 1-5. Presence/absence of peripheral neuropathy (PN), targeted serum markers, and both pedal vessel calcification (PVC) and buckling ratio (BR) of 2nd and 5th metatarsals from radiographs were recorded. Prevalence of single and combinations of foot biomarkers are reported as count and percentage. Risk ratios (RR) with 95% confidence intervals (95% CI) were calculated to assess risk of foot biomarkers in each stage of CKD-MBD. RESULTS Prevalence and RR of PVC, PN, and BR ≥ 3.5 biomarkers, both single and in combination, all increase with progression of CKD. The RR increases to 9.6 (95 % CI: 3, 26; p < 0.001) when all 3 biomarkers present in stage 5. CONCLUSIONS PVC, PN, and BR ≥ 3.5 are prognostic biomarkers of CKD-MBD syndrome in the diabetic foot. Recognition of these foot biomarkers may allow earlier interventions to help reduce nontraumatic lower extremity amputation in individuals with diabetic CKD-MBD.
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Affiliation(s)
- Michael A Jones
- Atrium Health Wake Forest Baptist Department of Orthopaedic Surgery & Rehabilitation, Winston-Salem, NC 27157, United States.
| | - Tyler S George
- Atrium Health Wake Forest Baptist Department of Orthopaedic Surgery & Rehabilitation, Winston-Salem, NC 27157, United States.
| | - Garrett S Bullock
- Atrium Health Wake Forest Baptist Department of Orthopaedic Surgery & Rehabilitation, Winston-Salem, NC 27157, United States.
| | - Rebecca R Sikora
- Atrium Health Wake Forest Baptist Department of Orthopaedic Surgery & Rehabilitation, Winston-Salem, NC 27157, United States.
| | - Bryanna D Vesely
- Atrium Health Wake Forest Baptist Department of Orthopaedic Surgery & Rehabilitation, Winston-Salem, NC 27157, United States.
| | - David R Sinacore
- Department of Physical Therapy, Congdon School of Health Sciences, High Point University, High Point, NC 27268, United States.
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Aitken SC, Lalla-Edward ST, Kummerow M, Tenzer S, Harris BN, Venter WDF, Vos AG. A Retrospective Medical Record Review to Describe Health Status and Cardiovascular Disease Risk Factors of Bus Drivers in South Africa. Int J Environ Res Public Health 2022; 19:15890. [PMID: 36497962 PMCID: PMC9738262 DOI: 10.3390/ijerph192315890] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/07/2022] [Revised: 11/24/2022] [Accepted: 11/25/2022] [Indexed: 06/17/2023]
Abstract
Cardiovascular disease (CVD) is the leading cause of death globally. The occupational challenges of bus drivers may increase their risk of CVD, including developing obesity, hypertension, and diabetes. We evaluated the medical records of 266 bus drivers visiting an occupational medical practice between 2007 and 2017 in Johannesburg, South Africa, to determine the health status of bus drivers and investigate risk factors for CVD, and their impact on the ability to work. The participants were in majority male (99.3%) with a median age of 41.2 years (IQR 35.2); 23.7% were smokers, and 27.1% consumed alcohol. The median body mass index (BMI) was 26.8 m/kg2 (IQR 7.1), with 63.1% of participants having above normal BMI. Smoking, BMI, and hypertension findings were in line with national South African data, but diabetes prevalence was far lower. Undiagnosed hypertension was found in 9.4% of participants, uncontrolled hypertension in 5.6%, and diabetes in 3.0%. Analysis by BMI category found that obesity was significantly associated with increased odds of hypertension. Uncontrolled hypertension was the main reason for being deemed 'unfit to work' (35.3%). Our research highlights the need for more regular screening for hypertension and interventions to address high BMI.
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Affiliation(s)
- Susan C. Aitken
- Genesis Analytics, Johannesburg 2196, South Africa
- School of Health Systems and Public Health, University of Pretoria, Pretoria 0002, South Africa
| | - Samanta T. Lalla-Edward
- Ezintsha, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg 2000, South Africa
| | - Maren Kummerow
- Julius Global Health, Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, 3584 CX Utrecht, The Netherlands
| | - Stan Tenzer
- Farraday Medical Centre, Johannesburg 2001, South Africa
| | - Bernice N. Harris
- School of Health Systems and Public Health, University of Pretoria, Pretoria 0002, South Africa
| | - W. D. Francois Venter
- Ezintsha, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg 2000, South Africa
| | - Alinda G. Vos
- Ezintsha, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg 2000, South Africa
- Julius Global Health, Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, 3584 CX Utrecht, The Netherlands
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141
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Mahase E. English LMCs: Core hours, patient records, and other key motions. BMJ 2022; 379:o2871. [PMID: 36427872 DOI: 10.1136/bmj.o2871] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
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142
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Hoffman S. Privacy and Security - Protecting Patients' Health Information. N Engl J Med 2022; 387:1913-1916. [PMID: 36409487 DOI: 10.1056/nejmp2201676] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Affiliation(s)
- Sharona Hoffman
- From Case Western Reserve University School of Law, Cleveland
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143
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Zhang Y, Chen C, Huang L, Liu G, Lian T, Yin M, Zhao Z, Xu J, Chen R, Fu Y, Liang D, Zeng J, Ni J. Associations Among Multimorbid Conditions in Hospitalized Middle-aged and Older Adults in China: Statistical Analysis of Medical Records. JMIR Public Health Surveill 2022; 8:e38182. [PMID: 36422885 PMCID: PMC9732753 DOI: 10.2196/38182] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2022] [Revised: 07/13/2022] [Accepted: 09/10/2022] [Indexed: 11/25/2022] Open
Abstract
BACKGROUND Multimorbidity has become a new challenge for medical systems and public health policy. Understanding the patterns of and associations among multimorbid conditions should be given priority. It may assist with the early detection of multimorbidity and thus improve quality of life in older adults. OBJECTIVE This study aims to comprehensively analyze and compare associations among multimorbid conditions by age and sex in a large number of middle-aged and older Chinese adults. METHODS Data from the home pages of inpatient medical records in the Shenzhen National Health Information Platform were evaluated. From January 1, 2017, to December 31, 2018, inpatients aged 50 years and older who had been diagnosed with at least one of 40 conditions were included in this study. Their demographic characteristics (age and sex) and inpatient diagnoses were extracted. Association rule mining, Chi-square tests, and decision tree analyses were combined to identify associations between multiple chronic conditions. RESULTS In total, 306,264 hospitalized cases with available information on related chronic conditions were included in this study. The prevalence of multimorbidity in the overall population was 76.46%. The combined results of the 3 analyses showed that, in patients aged 50 years to 64 years, lipoprotein metabolism disorder tended to be comorbid with multiple chronic conditions. Gout and lipoprotein metabolism disorder had the strongest association. Among patients aged 65 years or older, there were strong associations between cerebrovascular disease, heart disease, lipoprotein metabolism disorder, and peripheral vascular disease. The strongest associations were observed between senile cataract and glaucoma in men and women. In particular, the association between osteoporosis and malignant tumor was only observed in middle-aged and older men, while the association between anemia and chronic kidney disease was only observed in older women. CONCLUSIONS Multimorbidity was prevalent among middle-aged and older Chinese individuals. The results of this comprehensive analysis of 4 age-sex subgroups suggested that associations between particular conditions within the sex and age groups occurred more frequently than expected by random chance. This provides evidence for further research on disease clusters and for health care providers to develop different strategies based on age and sex to improve the early identification and treatment of multimorbidity.
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Affiliation(s)
- Yan Zhang
- Precision Key Laboratory of Public Health, School of Public Health, Guangdong Medical University, Dongguan, China
- Department of Elderly Health Management, Shenzhen Center for Chronic Disease Control, Shenzhen, China
| | - Chao Chen
- Precision Key Laboratory of Public Health, School of Public Health, Guangdong Medical University, Dongguan, China
- Institute of Public Health and Wellness, Guangdong Medical University, Dongguan, China
| | - Lingfeng Huang
- Precision Key Laboratory of Public Health, School of Public Health, Guangdong Medical University, Dongguan, China
- Institute of Public Health and Wellness, Guangdong Medical University, Dongguan, China
| | - Gang Liu
- Department of Primary Public Health Promotion, Shenzhen Center for Disease Control and Prevention, Shenzhen, China
| | - Tingyu Lian
- Precision Key Laboratory of Public Health, School of Public Health, Guangdong Medical University, Dongguan, China
- Institute of Public Health and Wellness, Guangdong Medical University, Dongguan, China
| | - Mingjuan Yin
- Precision Key Laboratory of Public Health, School of Public Health, Guangdong Medical University, Dongguan, China
- Institute of Public Health and Wellness, Guangdong Medical University, Dongguan, China
| | - Zhiguang Zhao
- Administration Office, Shenzhen Center for Chronic Disease Control, Shenzhen, China
| | - Jian Xu
- Department of Elderly Health Management, Shenzhen Center for Chronic Disease Control, Shenzhen, China
| | - Ruoling Chen
- Faculty of Education, Health and Wellbeing, University of Wolverhampton, Wolverhampton, United Kingdom
| | - Yingbin Fu
- Department of Primary Public Health Promotion, Shenzhen Center for Disease Control and Prevention, Shenzhen, China
| | - Dongmei Liang
- Precision Key Laboratory of Public Health, School of Public Health, Guangdong Medical University, Dongguan, China
- Institute of Public Health and Wellness, Guangdong Medical University, Dongguan, China
| | - Jinmei Zeng
- Precision Key Laboratory of Public Health, School of Public Health, Guangdong Medical University, Dongguan, China
- Institute of Public Health and Wellness, Guangdong Medical University, Dongguan, China
| | - Jindong Ni
- Precision Key Laboratory of Public Health, School of Public Health, Guangdong Medical University, Dongguan, China
- Institute of Public Health and Wellness, Guangdong Medical University, Dongguan, China
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144
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Affiliation(s)
- Charlotte Blease
- Division of General Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts, USA
| | - Brian McMillan
- Centre for Primary Care and Health Services Research, University of Manchester, UK
| | - Liz Salmi
- Division of General Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts, USA
| | - Gail Davidge
- Centre for Primary Care and Health Services Research, University of Manchester, UK
| | - Tom Delbanco
- Division of General Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts, USA
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145
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Henriksen BT, Krogseth M, Nguyen CT, Mathiesen L, Davies MN, Andersen RD, Andersson Y. Medication management for patients with hip fracture at a regional hospital and associated primary care units in Norway: a descriptive study based on a survey of clinicians' experience and a review of patient records. BMJ Open 2022; 12:e064868. [PMID: 36379642 PMCID: PMC9668037 DOI: 10.1136/bmjopen-2022-064868] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
OBJECTIVE Patients with hip fracture are at high risk of medication errors due to a combination of high age, comorbidities, polypharmacy and several care transitions after fracture. The aim was to study medication management tasks concerning patient safety: medication reconciliation, medication review and communication of key medication information in care transitions. DESIGN Descriptive study comprising a self-administered clinician survey (MedHipPro-Q) and a retrospective review of hospital medical records of patients with hip fracture. SETTING Regional hospital and the associated primary care units (South-Eastern Norway). PARTICIPANTS The survey received responses from 253 clinicians, 61 medical doctors and 192 nurses, involved in the medication management of patients with hip fracture, from acute admittance to the regional hospital, through an in-hospital fast track, primary care rehabilitation and back to permanent residence. Respondents' representativeness was unknown, introducing a risk of selection and non-response bias, and extrapolating findings should be done with caution. The patient records review included a random sample of records of patients with hip fracture (n=50). OUTCOME MEASURES Medication reconciliation, medication review and communication of medication information from two perspectives: the clinicians' (ie, experiences with medication management) and the practice (ie, documentation of completed medication management). RESULTS In the survey, most clinicians stated they performed medication reconciliation (79%) and experienced that patients often arrived without a medication list after care transition (37%). Doctors agreed that more patients would benefit from medication reviews (86%). In the hospital patient records, completed medication reconciliation was documented in most patients (76%). Medication review was documented in 2 of 50 patients (4%). Discharge summary guidelines were followed fully for 3 of 50 patients (6%). CONCLUSION Our study revealed a need for improved medication management for patients with hip fracture. Patients were at risk of medication information not being transferred correctly between care settings, and medication reviews seemed to be underused in clinical practice.
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Affiliation(s)
- Ben Tore Henriksen
- Tonsberg Hospital Pharmacy, Hospital Pharmacies Enterprise, South Eastern Norway, Tonsberg, Norway
- Division of Surgery, Vestfold Hospital Trust, Tonsberg, Norway
- Department of Pharmacy, Faculty of Mathematics and Natural Sciences, University of Oslo, Oslo, Norway
| | - Maria Krogseth
- Old Age Psychiatry Research Network, Telemark Vestfold, Vestfold Hospital Trust, Tonsberg, Norway
- Department of Nursing and Health Science, Faculty of Health and Social Sciences, University of South-Eastern Norway, Drammen, Norway
- Department of Internal Medicine, Telemark Hospital Trust, Skien, Norway
| | - Caroline Thy Nguyen
- Tonsberg Hospital Pharmacy, Hospital Pharmacies Enterprise, South Eastern Norway, Tonsberg, Norway
- Department of Pharmacy, Faculty of Health Sciences, UiT The Arctic University of Norway, Tromso, Norway
| | - Liv Mathiesen
- Department of Pharmacy, Faculty of Mathematics and Natural Sciences, University of Oslo, Oslo, Norway
| | - Maren Nordsveen Davies
- Tonsberg Hospital Pharmacy, Hospital Pharmacies Enterprise, South Eastern Norway, Tonsberg, Norway
| | - Randi Dovland Andersen
- Department of Research, Telemark Hospital Trust, Skien, Norway
- Research Centre for Habilitation and Rehabilitation Models & Services (CHARM), Faculty of Medicine, University of Oslo, Oslo, Norway
| | - Yvonne Andersson
- Department of Research, Hospital Pharmacies Enterprise, South Eastern Norway, Oslo, Norway
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146
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Hou XS, Yuan F, Sun JQ, Wang SS, Ji X, Tian HF, Tan C. [Constructing of clinical thinking of acupuncture and moxibustion, improving the medical record writing ability of standardized training physicians: teaching experience of the standardized training textbook Acupuncture and Moxibustion for national TCM resident physicians]. Zhongguo Zhen Jiu 2022; 42:1306-1310. [PMID: 36397231 DOI: 10.13703/j.0255-2930.20211106-0003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 06/16/2023]
Abstract
To explore the methods of cultivating the clinical thinking ability of acupuncture and moxibustion in the standardized training of resident physicians, so as to improve the medical record writing ability of the regular training physicians. The clinical diagnosis and treatment of acupuncture and moxibustion has its own characteristics and can't copy the syndrome differentiation and treatment mode of TCM internal medicine. In the treatment section, Acupuncture and Moxibustion, a standardized training textbook for national TCM resident physicians, takes clinical cases as the breakthrough point and uses the problem as the guide, guides the training physicians to cultivate acupuncture and moxibustion clinical diagnosis and treatment from three aspects: disease diagnosis, syndrome diagnosis, and treatment ideas, forms a complete understanding of the disease, and improves the standardization, logicality and systematicness of medical record writing through repeated practical training.
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Affiliation(s)
- Xue-Si Hou
- Department of Acupuncture and Moxibustion, Beijing Hospital of TCM Affiliated to Capital Medical University, Beijing 100010, China
| | - Fang Yuan
- Department of Acupuncture and Moxibustion, Beijing Hospital of TCM Affiliated to Capital Medical University, Beijing 100010, China
| | - Jing-Qing Sun
- Department of Acupuncture and Moxibustion, Beijing Hospital of TCM Affiliated to Capital Medical University, Beijing 100010, China
| | - Shao-Song Wang
- Department of Acupuncture and Moxibustion, Beijing Hospital of TCM Affiliated to Capital Medical University, Beijing 100010, China
| | - Xu Ji
- Department of Acupuncture and Moxibustion, Beijing Hospital of TCM Affiliated to Capital Medical University, Beijing 100010, China
| | - Hong-Fang Tian
- Third Affiliated Hospital of Zhejiang Chinese Medical University
| | - Cheng Tan
- Department of Acupuncture and Moxibustion, Dongzhimen Hospital, Beijing University of CM, Beijing 100700
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147
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Limb M. Patient access to medical records: What is happening with the rollout in England? BMJ 2022; 379:o2677. [PMID: 36332911 DOI: 10.1136/bmj.o2677] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
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148
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Gundtoft PH, Danielsson FB, Houlind M, Mortensen SO, Corap Y, Bonde N, Brix M, Barckman J, Terndrup M, Viberg B. The positive predictive value of ankle fracture diagnosis in the Danish National Patient Registry. Dan Med J 2022; 69:A01220032. [PMID: 36458605] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 06/17/2023]
Abstract
INTRODUCTION Information on data validity is essential for understanding the precision of studies based on data from the Danish National Patient Registry (DNPR). Thus, the aim of this study was to validate the quality of ankle fracture data in the DNPR. METHODS We identified all patients from four hospitals with a surgically treated ankle fracture between 1 January 2018 and 31 December 2018. The positive predictive value (PPV) was estimated for a random sample of 10% of patients with both a relevant ankle fracture diagnosis code and a relevant procedure code, as well as for patients with only a relevant ankle fracture diagnosis code or a relevant ankle fracture procedure code. We collected data from medical records and X-rays. Two consultants independently validated the ankle fracture diagnosis and procedure codes reported to the DNPR. RESULTS Among the four centres, 651 patients were identified with both an ankle fracture diagnosis and a procedure code. Among these, data from 65 (10%) patients were extracted for validation. For these patients, the PPV for an ankle fracture was 0.95 (95% confidence interval (CI): 0.88-0.99). The PPV for the diagnosis code was 0.89 (95% CI: 0.79-0.95), and for the procedure code, the PPV was 0.82 (95% CI: 0.70-0.90). For patients with only an ankle fracture diagnosis code or only a surgical procedure code, the PPV for an ankle fracture was 0.77 (95% CI: 0.64-0.87). CONCLUSION This study showed that ankle fracture diagnosis and procedure codes registered in the DNPR are of a high quality and thus constitute a valuable data source for research on ankle fractures. FUNDING none. TRIAL REGISTRATION The Danish Data Protection Agency approved the study (journal number 2015-18/62866).
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Affiliation(s)
- Per Hviid Gundtoft
- Orthopaedic Department, Aarhus University Hospital
- Orthopaedic Department, Kolding Hospital
| | | | | | | | | | - Nicholas Bonde
- Orthopaedic Department, Copenhagen University Hospital - Hvidovre Hospital, Denmark
| | - Michael Brix
- Orthopaedic Department, Odense University Hospital
| | | | - Mads Terndrup
- Orthopaedic Department, Copenhagen University Hospital - Hvidovre Hospital, Denmark
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149
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Glover L, Bertelli L, Dumit S, Poudel D, Smith L, Waters T, Klumpp J. Side Effects and Complications Associated with Treating Plutonium Intakes: A Retrospective Review of the Medical Records of LANL Employees Treated for Plutonium Intakes, with Supplementary Interviews. Health Phys 2022; 123:348-359. [PMID: 35951340 DOI: 10.1097/hp.0000000000001603] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
ABSTRACT Anecdotal evidence indicates there may be unpublished physical and psychological events associated with the medical treatment of plutonium intakes. A thorough review was conducted of the medical and bioassay records of current and previous Los Alamos National Laboratory (LANL) employees who had experienced plutonium intakes via wound or inhalation. After finding relatively incomplete information in the medical records, the research team interviewed current LANL employees who had undergone chelation therapy and/or surgical excision. Although the dataset is not large enough to reach statistically significant conclusions, it was observed that adverse events associated with treatment appear to be more frequent and more severe than previously reported.
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150
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Wang CY. The 'body mind map' medical record. Med Educ 2022; 56:1122-1123. [PMID: 36000568 DOI: 10.1111/medu.14924] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
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