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Trinh M, O K, La M, Ly A. Linking physiology and demographics, non-ocular pathology and pharmaceutical drug use to standard OCT measures of the inner retina: The PPP project. Ophthalmic Physiol Opt 2024; 44:1128-1137. [PMID: 38972015 DOI: 10.1111/opo.13362] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2023] [Revised: 06/23/2024] [Accepted: 06/24/2024] [Indexed: 07/08/2024]
Abstract
PURPOSE To assess the associations between physiology and demographics, non-ocular pathology and pharmaceutical drug use against peri-papillary retinal nerve fibre layer thickness (pRNFL T) and other optical coherence tomography (OCT) inner retinal measures in normal, healthy eyes. METHODS A retrospective, cross-sectional study of 705 consecutive participants with bilateral normal, healthy optic nerves and maculae. PRNFL Ts, vertical cup/disc ratio (CDR), cup volume and macular ganglion cell layer-inner plexiform layer (GCL-IPL) Ts were extracted from Cirrus OCT scans, then regressed against predictor variables of participants' physiology and demographics (eye laterality, refraction, intraocular pressure [IOP], age, sex, race/ethnicity, etc.) and non-ocular pathology and pharmaceutical drug use according to the World Health Organisation classifications. Associations were assessed for statistical significance (p < 0.05) and clinical significance (|β| > 95% limits of agreement for repeated measures). RESULTS A multitude of non-ocular pathology and pharmaceutical drug use were statistically and clinically significantly associated with deviations in standard OCT inner retinal measures, exceeding the magnitude of other factors such as age, IOP and race/ethnicity. Thinner inner retina and larger optic nerve cup measures were linked to use of systemic corticosteroids, sex hormones/modulators, presence of vasomotor/allergic rhinitis and other diseases and drugs (up to -29.3 [-49.88, -8.72] μm pRNFL T, 0.31 [0.07, 0.54] vertical CDR, 0.29 [0.03, 0.54] mm3 cup volume and -10.18 [-16.62, -3.74] μm macular GCL-IPL T; all p < 0.05). Thicker inner retina and smaller optic nerve cup measures were diffusely associated with use of antineoplastic agents, presence of liver or urinary diseases and other diseases and drugs (up to 67.12 [64.92, 69.31] μm pRNFL T, -0.31 [-0.53, -0.09] vertical CDR, -0.06 [-0.11, 0] mm3 cup volume and 28.84 [14.51, 43.17] μm macular GCL-IPL T; all p < 0.05). CONCLUSION There are a multitude of systemic diseases and drugs associated with altered OCT inner retinal measures, with magnitudes far exceeding those of other factors such as age, IOP and race/ethnicity. These systemic factors should at least be considered during OCT assessments to ensure precise interpretation of normal versus pathological inner retinal health.
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Affiliation(s)
- Matt Trinh
- School of Optometry and Vision Science, University of New South Wales, Sydney, New South Wales, Australia
| | - Kelly O
- School of Optometry and Vision Science, University of New South Wales, Sydney, New South Wales, Australia
| | - Melanie La
- School of Optometry and Vision Science, University of New South Wales, Sydney, New South Wales, Australia
| | - Angelica Ly
- School of Optometry and Vision Science, University of New South Wales, Sydney, New South Wales, Australia
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2
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Fink W, Kasper O, Kamenski G, Zehetmayer S, Kleinbichler D, Konitzer M. Frequency distribution of health disorders in primary care-its consistency and meaning for diagnostics and nomenclature. Wien Med Wochenschr 2024:10.1007/s10354-024-01049-5. [PMID: 39037633 DOI: 10.1007/s10354-024-01049-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2024] [Accepted: 06/13/2024] [Indexed: 07/23/2024]
Abstract
RN Braun observed that frequencies of health disorders in general practice are so consistent that he called his discovery "Case Distribution Law". Our study compares morbidity data from methodologically similar surveys in primary care practices over a period of fifty years. Frequency ranks were determined for each observation period and the first 150 ranks were compared with Spearman's correlation coefficients. All correlations were consistently positive. Frequency ranks were strikingly similar for surveys carried out at approximately the same time, especially when nomenclatural matching had been carried out before data collection. Ranks were also very similar where clear disease classifications were possible, but less so for non-specific symptoms.The consistency of the distribution of health disorders helps develop diagnostic strategies (diagnostic protocols) and appropriate labeling for non-specific, diagnostically open symptom classifications. According to Braun's considerations, the regularity of case distribution plays an important role in the professionalization of primary care.
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Affiliation(s)
- Waltraud Fink
- Karl Landsteiner Institute for Systematics in General Practice, Straning 153, 3722, Straning, Austria.
| | - Otto Kasper
- Karl Landsteiner Institute for Systematics in General Practice, Reinöd 26, 3242, Texing, Austria
| | - Gustav Kamenski
- Karl Landsteiner Institute for Systematics in General Practice, Ollersbachgasse 144, 2261, Angern/March, Austria
| | - Sonja Zehetmayer
- Institute of Medical Statistics-Center for Medical Data Science, Medical University of Vienna, Spitalgasse 23, 1090, Vienna, Austria
| | - Dietmar Kleinbichler
- Karl Landsteiner Institute for Systematics in General Practice, Reiterhofgasse 1, 3385, Markersdorf, Austria
| | - Martin Konitzer
- Academic Teaching Practice, Hannover Medical School MHH, Hannover, Germany
- Karl Landsteiner Institute for Systematics in General Practice, Bahnhofstr. 5, 29690, Schwarmstedt, Germany
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3
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Wallnöfer A, Burgstaller JM, Weiss K, Rosemann T, Senn O, Markun S. Developing and testing a framework for coding general practitioners' free-text diagnoses in electronic medical records - a reliability study for generating training data in natural language processing. BMC PRIMARY CARE 2024; 25:257. [PMID: 39014311 PMCID: PMC11251376 DOI: 10.1186/s12875-024-02514-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/19/2024] [Accepted: 07/08/2024] [Indexed: 07/18/2024]
Abstract
BACKGROUND Diagnoses entered by general practitioners into electronic medical records have great potential for research and practice, but unfortunately, diagnoses are often in uncoded format, making them of little use. Natural language processing (NLP) could assist in coding free-text diagnoses, but NLP models require local training data to unlock their potential. The aim of this study was to develop a framework of research-relevant diagnostic codes, to test the framework using free-text diagnoses from a Swiss primary care database and to generate training data for NLP modelling. METHODS The framework of diagnostic codes was developed based on input from local stakeholders and consideration of epidemiological data. After pre-testing, the framework contained 105 diagnostic codes, which were then applied by two raters who independently coded randomly drawn lines of free text (LoFT) from diagnosis lists extracted from the electronic medical records of 3000 patients of 27 general practitioners. Coding frequency and mean occurrence rates (n and %) and inter-rater reliability (IRR) of coding were calculated using Cohen's kappa (Κ). RESULTS The sample consisted of 26,980 LoFT and in 56.3% no code could be assigned because it was not a specific diagnosis. The most common diagnostic codes were, 'dorsopathies' (3.9%, a code covering all types of back problems, including non-specific lower back pain, scoliosis, and others) and 'other diseases of the circulatory system' (3.1%). Raters were in almost perfect agreement (Κ ≥ 0.81) for 69 of the 105 diagnostic codes, and 28 codes showed a substantial agreement (K between 0.61 and 0.80). Both high coding frequency and almost perfect agreement were found in 37 codes, including codes that are particularly difficult to identify from components of the electronic medical record, such as musculoskeletal conditions, cancer or tobacco use. CONCLUSION The coding framework was characterised by a subset of very frequent and highly reliable diagnostic codes, which will be the most valuable targets for training NLP models for automated disease classification based on free-text diagnoses from Swiss general practice.
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Affiliation(s)
- Audrey Wallnöfer
- Institute of primary care, University and University Hospital Zurich, Pestalozzistr. 24, Zürich, 8091, Switzerland
| | - Jakob M Burgstaller
- Institute of primary care, University and University Hospital Zurich, Pestalozzistr. 24, Zürich, 8091, Switzerland
| | - Katja Weiss
- Institute of primary care, University and University Hospital Zurich, Pestalozzistr. 24, Zürich, 8091, Switzerland
| | - Thomas Rosemann
- Institute of primary care, University and University Hospital Zurich, Pestalozzistr. 24, Zürich, 8091, Switzerland
| | - Oliver Senn
- Institute of primary care, University and University Hospital Zurich, Pestalozzistr. 24, Zürich, 8091, Switzerland
| | - Stefan Markun
- Institute of primary care, University and University Hospital Zurich, Pestalozzistr. 24, Zürich, 8091, Switzerland.
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Gräfe W, Liebig L, Deutsch T, Schübel J, Bergmann A, Bleckwenn M, Frese T, Brütting C, Riemenschneider H. Saxon Epidemiological Study in General Practice-6 (SESAM-6): protocol of a cross-sectional study. BMJ Open 2024; 14:e084716. [PMID: 38697762 PMCID: PMC11086448 DOI: 10.1136/bmjopen-2024-084716] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/26/2024] [Accepted: 04/12/2024] [Indexed: 05/05/2024] Open
Abstract
INTRODUCTION General practitioners (GPs) are mostly the first point of contact for patients with health problems in Germany. There is only a limited epidemiological overview data that describe the GP consultation hours based on other than billing data. Therefore, the aim of Saxon Epidemiological Study in General Practice-6 (SESAM-6) is to examine the frequency of reasons for encounter, prevalence of long-term diagnosed diseases and diagnostic and therapeutic decisions in general practice. This knowledge is fundamental to identify the healthcare needs and to develop strategies to improve the GP care. The results of the study will be incorporated into the undergraduate, postgraduate and continuing medical education for GP. METHODS AND ANALYSIS This cross-sectional study SESAM-6 is conducted in general practices in the state of Saxony, Germany. The study design is based on previous SESAM studies. Participating physicians are assigned to 1 week per quarter (over a survey period of 12 months) in which every fifth doctor-patient contact is recorded for one-half of the day (morning or afternoon). To facilitate valid statements, a minimum of 50 GP is required to document a total of at least 2500 doctor-patient contacts. Univariable, multivariable and subgroup analyses as well as comparisons to the previous SESAM data sets will be conducted. ETHICS AND DISSEMINATION The study was approved by the Ethics Committee of the Technical University of Dresden in March 2023 (SR-EK-7502023). Participation in the study is voluntary and will not be remunerated. The study results will be published in peer-reviewed scientific journals, preferably with open access. They will also be disseminated at scientific and public symposia, congresses and conferences. A final report will be published to summarise the central results and provided to all study participants and the public.
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Affiliation(s)
- Willy Gräfe
- Department of General Practice, Faculty of Medicine Carl Gustav Carus, Dresden University of Technology, Dresden, Germany
| | - Lukas Liebig
- Department of General Practice, Faculty of Medicine Carl Gustav Carus, Dresden University of Technology, Dresden, Germany
| | - Tobias Deutsch
- Institute of General Practice, Faculty of Medicine, University of Leipzig, Leipzig, Germany
| | - Jeannine Schübel
- Department of General Practice, Faculty of Medicine Carl Gustav Carus, Dresden University of Technology, Dresden, Germany
| | - Antje Bergmann
- Department of General Practice, Faculty of Medicine Carl Gustav Carus, Dresden University of Technology, Dresden, Germany
| | - Markus Bleckwenn
- Institute of General Practice, Faculty of Medicine, University of Leipzig, Leipzig, Germany
| | - Thomas Frese
- Institute of General Practice, Faculty of Medicine, University of Halle-Wittenberg, Halle/Saale, Germany
| | - Christine Brütting
- Institute of General Practice, Faculty of Medicine, University of Halle-Wittenberg, Halle/Saale, Germany
| | - Henna Riemenschneider
- Department of General Practice, Faculty of Medicine Carl Gustav Carus, Dresden University of Technology, Dresden, Germany
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Floyd SB, Walker JT, Smith JT, Jones PE, Boes N, Lindros S, Carroll M, Brooks JM, Thigpen CA, Pill SG, Kissenberth MJ. ICD-10 diagnosis codes in electronic health records do not adequately capture fracture complexity for proximal humerus fractures. J Shoulder Elbow Surg 2024; 33:417-424. [PMID: 37774829 DOI: 10.1016/j.jse.2023.08.022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/04/2023] [Revised: 08/15/2023] [Accepted: 08/27/2023] [Indexed: 10/01/2023]
Abstract
BACKGROUND The ability to do comparative effectiveness research (CER) for proximal humerus fractures (PHF) using data in electronic health record (EHR) systems and administrative claims databases was enhanced by the 10th revision of the International Classification of Diseases (ICD-10), which expanded the diagnosis codes for PHF to describe fracture complexity including displacement and the number of fracture parts. However, these expanded codes only enhance secondary use of data for research if the codes selected and recorded correctly reflect the fracture complexity. The objective of this project was to assess the accuracy of ICD-10 diagnosis codes documented during routine clinical practice for secondary use of EHR data. METHODS A sample of patients with PHFs treated by orthopedic providers across a large, regional health care system between January 1, 2016, and December 31, 2018, were retrospectively identified from the EHR. Four fellowship-trained orthopedic surgeons reviewed patient radiographs and recorded the Neer Classification characteristics of displacement, number of parts, and fracture location(s). The fracture characteristics were then reviewed by a trained coder, and the most clinically appropriate ICD-10 diagnosis code based on the number of fracture parts was assigned. We assessed congruence between ICD-10 codes documented in the EHR and radiograph-validated codes, and assessed sensitivity, specificity, positive predictive value (PPV), and negative predictive value (NPV) for EHR-documented ICD-10 codes. RESULTS There were 761 patients with unilateral, closed PHF who met study inclusion criteria. On average, patients were 67 years of age and 77% were female. Based on radiograph review, 37% were 1-part fractures, 42% were 2-part, 11% were 3-part, and 10% were 4-part fractures. Of the EHR diagnosis codes recorded during clinical practice, 59% were "unspecified" fracture diagnosis codes that did not identify the number of fracture parts. Examination of fracture codes revealed PPV was highest for 1-part (PPV = 0.66, 95% confidence interval [CI] 0.60-0.72) and 4-part fractures (PPV = 0.67, 95% CI 0.13-1.00). CONCLUSIONS Current diagnosis coding practices do not adequately capture the fracture complexity needed to conduct subgroup analysis for PHF. Conclusions drawn from population studies or large databases using ICD-10 codes for PHF classification should be interpreted within this limitation. Future studies are warranted to improve diagnostic coding to support large observational studies using EHR and administrative claims data.
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Affiliation(s)
- Sarah B Floyd
- Department of Public Health Sciences, Clemson University, Clemson, SC, USA; Center for Effectiveness Research in Orthopaedics, Greenville, SC, USA
| | - J Todd Walker
- Steadman Hawkins Clinic of the Carolinas, Prisma Health-Upstate, Greenville, SC, USA
| | - Justin T Smith
- Steadman Hawkins Clinic of the Carolinas, Prisma Health-Upstate, Greenville, SC, USA
| | - Patrick E Jones
- Steadman Hawkins Clinic of the Carolinas, Prisma Health-Upstate, Greenville, SC, USA
| | - Nathan Boes
- Steadman Hawkins Clinic of the Carolinas, Prisma Health-Upstate, Greenville, SC, USA
| | - Sydney Lindros
- Department of Public Health Sciences, Clemson University, Clemson, SC, USA
| | - Maile Carroll
- Department of Public Health Sciences, Clemson University, Clemson, SC, USA
| | - John M Brooks
- Center for Effectiveness Research in Orthopaedics, Greenville, SC, USA; Department of Health Services Policy & Management, University of South Carolina, Columbia, SC, USA
| | - Charles A Thigpen
- Center for Effectiveness Research in Orthopaedics, Greenville, SC, USA; ATI Physical Therapy, Greenville, SC, USA
| | - Stephan G Pill
- Steadman Hawkins Clinic of the Carolinas, Prisma Health-Upstate, Greenville, SC, USA
| | - Michael J Kissenberth
- Center for Effectiveness Research in Orthopaedics, Greenville, SC, USA; Steadman Hawkins Clinic of the Carolinas, Prisma Health-Upstate, Greenville, SC, USA.
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6
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Heltø ALK, Rosager EV, Aasbrenn M, Maule CF, Petersen J, Nielsen FE, Suetta C, Gregersen R. Predicting Short-Term Mortality in Older Patients Discharged from Acute Hospitalizations Lasting Less Than 24 Hours. Clin Epidemiol 2023; 15:707-719. [PMID: 37324726 PMCID: PMC10264096 DOI: 10.2147/clep.s405485] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2023] [Accepted: 04/03/2023] [Indexed: 06/17/2023] Open
Abstract
Purpose Over coming decades, a rise in the number of short, acute hospitalizations of older people is to be expected. To help physicians identify high-risk patients prior to discharge, we aimed to develop a model capable of predicting the risk of 30-day mortality for older patients discharged from short, acute hospitalizations and to examine how model performance changed with an increasing amount of information. Methods This registry-based study included acute hospitalizations in Denmark for 2016-2018 lasting ≤24 hours where patients were permanent residents, ≥65 years old, and discharged alive. Utilizing many different predictor variables, we developed random forest models with an increasing amount of information, compared their performance, and examined important variables. Results We included 107,132 patients with a median age of 75 years. Of these, 3.3% (n=3575) died within 30 days of discharge. Model performance improved especially with the addition of laboratory results and information on prior acute admissions (AUROC 0.835), and again with comorbidities and number of prescription drugs (AUROC 0.860). Model performance did not improve with the addition of sociodemographic variables (AUROC 0.861), apart from age and sex. Important variables included age, dementia, number of prescription drugs, C-reactive protein, and eGFR. Conclusion The best model accurately estimated the risk of short-term mortality for older patients following short, acute hospitalizations. Trained on a large and heterogeneous dataset, the model is applicable to most acute clinical settings and could be a useful tool for physicians prior to discharge.
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Affiliation(s)
- Amalia Lærke Kjær Heltø
- Department of Emergency Medicine, Bispebjerg and Frederiksberg Hospital, Copenhagen, Denmark
- Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Emilie Vangsgaard Rosager
- Department of Emergency Medicine, Bispebjerg and Frederiksberg Hospital, Copenhagen, Denmark
- Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Martin Aasbrenn
- Department of Geriatrics and Palliative Medicine, Bispebjerg and Frederiksberg Hospital, Copenhagen, Denmark
| | - Cathrine Fox Maule
- Center of Clinical Research and Prevention, Bispebjerg and Frederiksberg Hospital, Copenhagen, Denmark
| | - Janne Petersen
- Center of Clinical Research and Prevention, Bispebjerg and Frederiksberg Hospital, Copenhagen, Denmark
- Section of Biostatistics, Department of Public Health, University of Copenhagen, Copenhagen, Denmark
| | - Finn Erland Nielsen
- Department of Emergency Medicine, Bispebjerg and Frederiksberg Hospital, Copenhagen, Denmark
| | - Charlotte Suetta
- Department of Geriatrics and Palliative Medicine, Bispebjerg and Frederiksberg Hospital, Copenhagen, Denmark
| | - Rasmus Gregersen
- Department of Emergency Medicine, Bispebjerg and Frederiksberg Hospital, Copenhagen, Denmark
- Center of Clinical Research and Prevention, Bispebjerg and Frederiksberg Hospital, Copenhagen, Denmark
- Section of Biostatistics, Department of Public Health, University of Copenhagen, Copenhagen, Denmark
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7
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Rosenthal E, Qureshi SA. Adult Congenital Heart Disease: A Specialty With Ever-Expanding Challenges. Circulation 2023; 147:939-941. [PMID: 36944037 DOI: 10.1161/circulationaha.122.063189] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/23/2023]
Affiliation(s)
- Eric Rosenthal
- Department of Paediatric and Adult Congenital Heart Disease, Evelina London Children's Hospital, Guy's and St. Thomas' NHS Foundation Trust, London, UK
| | - Shakeel A Qureshi
- Department of Paediatric and Adult Congenital Heart Disease, Evelina London Children's Hospital, Guy's and St. Thomas' NHS Foundation Trust, London, UK
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8
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Nolan MB, Piasecki TM, Smith SS, Baker TB, Fiore MC, Adsit RT, Bolt DM, Conner KL, Bernstein SL, Eng OD, Lazuk D, Gonzalez A, Hayes-Birchler T, Jorenby DE, D'Angelo H, Kirsch JA, Williams BS, Kent S, Kim H, Lubanski SA, Yu M, Suk Y, Cai Y, Kashyap N, Mathew J, McMahan G, Rolland B, Tindle HA, Warren GW, Abu-el-rub N, An LC, Boyd AD, Brunzell DH, Carrillo VA, Chen LS, Davis JM, Deshmukh VG, Dilip D, Goldstein AO, Ha PK, Iturrate E, Jose T, Khanna N, King A, Klass E, Lui M, Mermelstein RJ, Poon C, Tong E, Wilson KM, Theobald WE, Slutske WS. Relations of Current and Past Cancer with Severe Outcomes among 104,590 Hospitalized COVID-19 Patients: The COVID EHR Cohort at the University of Wisconsin. Cancer Epidemiol Biomarkers Prev 2023; 32:12-21. [PMID: 35965473 PMCID: PMC9827105 DOI: 10.1158/1055-9965.epi-22-0500] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2022] [Revised: 06/29/2022] [Accepted: 08/08/2022] [Indexed: 01/12/2023] Open
Abstract
BACKGROUND There is mixed evidence about the relations of current versus past cancer with severe COVID-19 outcomes and how they vary by patient and cancer characteristics. METHODS Electronic health record data of 104,590 adult hospitalized patients with COVID-19 were obtained from 21 United States health systems from February 2020 through September 2021. In-hospital mortality and ICU admission were predicted from current and past cancer diagnoses. Moderation by patient characteristics, vaccination status, cancer type, and year of the pandemic was examined. RESULTS 6.8% of the patients had current (n = 7,141) and 6.5% had past (n = 6,749) cancer diagnoses. Current cancer predicted both severe outcomes but past cancer did not; adjusted odds ratios (aOR) for mortality were 1.58 [95% confidence interval (CI), 1.46-1.70] and 1.04 (95% CI, 0.96-1.13), respectively. Mortality rates decreased over the pandemic but the incremental risk of current cancer persisted, with the increment being larger among younger vs. older patients. Prior COVID-19 vaccination reduced mortality generally and among those with current cancer (aOR, 0.69; 95% CI, 0.53-0.90). CONCLUSIONS Current cancer, especially among younger patients, posed a substantially increased risk for death and ICU admission among patients with COVID-19; prior COVID-19 vaccination mitigated the risk associated with current cancer. Past history of cancer was not associated with higher risks for severe COVID-19 outcomes for most cancer types. IMPACT This study clarifies the characteristics that modify the risk associated with cancer on severe COVID-19 outcomes across the first 20 months of the COVID-19 pandemic. See related commentary by Egan et al., p. 3.
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Affiliation(s)
- Margaret B. Nolan
- Center for Tobacco Research and Intervention, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, Wisconsin
| | - Thomas M. Piasecki
- Center for Tobacco Research and Intervention, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, Wisconsin
- Department of Medicine, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, Wisconsin
| | - Stevens S. Smith
- Center for Tobacco Research and Intervention, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, Wisconsin
- Department of Medicine, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, Wisconsin
| | - Timothy B. Baker
- Center for Tobacco Research and Intervention, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, Wisconsin
- Department of Medicine, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, Wisconsin
| | - Michael C. Fiore
- Center for Tobacco Research and Intervention, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, Wisconsin
- Department of Medicine, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, Wisconsin
| | - Robert T. Adsit
- Center for Tobacco Research and Intervention, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, Wisconsin
| | - Daniel M. Bolt
- Center for Tobacco Research and Intervention, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, Wisconsin
- Department of Educational Psychology, University of Wisconsin-Madison, Madison, Wisconsin
| | - Karen L. Conner
- Center for Tobacco Research and Intervention, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, Wisconsin
| | - Steven L. Bernstein
- Department of Emergency Medicine, Geisel School of Medicine at Dartmouth, Lebanon, New Hampshire
| | - Oliver D. Eng
- Institute for Clinical and Translational Research, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, Wisconsin
| | - David Lazuk
- Yale-New Haven Health System, New Haven, Connecticut
| | - Alec Gonzalez
- BlueTree Network, a Tegria Company, Madison, Wisconsin
| | - Todd Hayes-Birchler
- Center for Tobacco Research and Intervention, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, Wisconsin
| | - Douglas E. Jorenby
- Center for Tobacco Research and Intervention, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, Wisconsin
- Department of Medicine, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, Wisconsin
| | - Heather D'Angelo
- Carbone Cancer Center, University of Wisconsin-Madison, Madison, Wisconsin
| | - Julie A. Kirsch
- Center for Tobacco Research and Intervention, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, Wisconsin
- Department of Family Medicine and Community Health, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, Wisconsin
| | - Brian S. Williams
- Center for Tobacco Research and Intervention, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, Wisconsin
- Department of Medicine, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, Wisconsin
- Department of Pediatrics, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, Wisconsin
| | - Sean Kent
- Department of Statistics, University of Wisconsin-Madison, Madison, Wisconsin
| | - Hanna Kim
- Department of Educational Psychology, University of Wisconsin-Madison, Madison, Wisconsin
| | | | - Menggang Yu
- Department of Biostatistics and Medical Informatics, University of Wisconsin-Madison, Madison, Wisconsin
| | - Youmi Suk
- School of Data Science, University of Virginia, Charlottesville, Virginia
| | - Yuxin Cai
- Center for Tobacco Research and Intervention, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, Wisconsin
| | - Nitu Kashyap
- Yale-New Haven Health System, New Haven, Connecticut
- Yale School of Medicine, New Haven, Connecticut
| | - Jomol Mathew
- Department of Population Health Sciences, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, Wisconsin
| | - Gabriel McMahan
- Department of Statistics, University of Wisconsin-Madison, Madison, Wisconsin
| | - Betsy Rolland
- Institute for Clinical and Translational Research, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, Wisconsin
- Carbone Cancer Center, University of Wisconsin-Madison, Madison, Wisconsin
| | - Hilary A. Tindle
- Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Graham W. Warren
- Department of Radiation Oncology, Medical University of South Carolina, Charleston, South Carolina
| | - Noor Abu-el-rub
- Center for Medical Informatics and Enterprise Analytics, University of Kansas Medical Center, Kansas City, Kansas
| | - Lawrence C. An
- Division of General Medicine, Rogel Cancer Center, University of Michigan, Ann Arbor, Michigan
| | - Andrew D. Boyd
- Department of Biomedical and Health Information Sciences, College of Applied Health Sciences, University of Illinois at Chicago, Chicago, Illinois
| | | | - Victor A. Carrillo
- Hackensack Meridian Health, Hackensack University Medical Center, Hackensack, New Jersey
| | - Li-Shiun Chen
- Washington University in St. Louis School of Medicine, St. Louis, Missouri
| | - James M. Davis
- Duke Cancer Institute and Duke University Department of Medicine, Durham, North Carolina
| | | | - Deepika Dilip
- Memorial Sloan Kettering Cancer Center, New York, New York
| | - Adam O. Goldstein
- Department of Family Medicine and Lineberger Comprehensive Cancer Center, University of North Carolina School of Medicine, Chapel Hill, North Carolina
| | - Patrick K. Ha
- Division of Head and Neck Surgical Oncology, University of California San Francisco, San Francisco, California
| | | | - Thulasee Jose
- Department of Anesthesiology and Perioperative Medicine, Mayo Clinic, Rochester, Minnesota
| | - Niharika Khanna
- University of Maryland School of Medicine, Baltimore, Maryland
| | - Andrea King
- Department of Psychiatry and Behavioral Neuroscience, University of Chicago Comprehensive Cancer Center, Chicago, Illinois
| | - Elizabeth Klass
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Michelle Lui
- Memorial Sloan Kettering Cancer Center, New York, New York
| | - Robin J. Mermelstein
- Department of Psychology and Institute for Health Research and Policy, University of Illinois at Chicago, Chicago, Illinois
| | - Chester Poon
- Memorial Sloan Kettering Cancer Center, New York, New York
| | - Elisa Tong
- Department of Internal Medicine, University of California Davis, Davis, California
| | - Karen M. Wilson
- Department of Pediatrics, University of Rochester School of Medicine and Dentistry, Rochester, New York
| | - Wendy E. Theobald
- Center for Tobacco Research and Intervention, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, Wisconsin
- Department of Medicine, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, Wisconsin
- Corresponding Author: Wendy S. Slutske, UW Center for Tobacco Research and Intervention, 1930 Monroe Street #200, Madison, WI 53711. Phone: 608-262-8673; E-mail:
| | - Wendy S. Slutske
- Center for Tobacco Research and Intervention, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, Wisconsin
- Department of Family Medicine and Community Health, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, Wisconsin
- Corresponding Author: Wendy S. Slutske, UW Center for Tobacco Research and Intervention, 1930 Monroe Street #200, Madison, WI 53711. Phone: 608-262-8673; E-mail:
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Katzenberger B, Koller D, Strobl R, Kisch R, Sanftenberg L, Voigt K, Grill E. Exposure to anticholinergic and sedative medication is associated with impaired functioning in older people with vertigo, dizziness and balance disorders-Results from the longitudinal multicenter study MobilE-TRA. Front Pharmacol 2023; 14:1136757. [PMID: 36937862 PMCID: PMC10020174 DOI: 10.3389/fphar.2023.1136757] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2023] [Accepted: 02/20/2023] [Indexed: 03/06/2023] Open
Abstract
Introduction: Anticholinergic and sedative medication is prescribed for various conditions in older patients. While the general association between anticholinergic and sedative medication and impaired functioning is well established, its specific role in older individuals with vertigo, dizziness, and balance disorders (VDB) is still incompletely understood. The objective of this study was to investigate, whether an exposure to anticholinergic and sedative medication is associated with lower generic and lower vertigo-specific functioning in older patients with VDB. Methods: Data originates from the longitudinal multicenter study MobilE-TRA with two follow-ups, conducted from 2017 to 2019 in two German federal states. Exposure to anticholinergic and sedative medication was quantified using the drug burden index (DBI). Generic functioning was assessed by the Health Assessment Questionnaire Disability Index, appraising the amount of difficulties in performing activities of daily living (ADL). Vertigo-specific functioning was measured using the Vestibular Activities and Participation (VAP) questionnaire, assessing patient-reported functioning regarding activities of daily living that are difficult to perform because of their propensity to provoke VDB (Scale 1) as well as immediate consequences of VDB on activities and participation related to mobility (Scale 2). Longitudinal linear mixed models were applied to assess the association of exposure to anticholinergic and sedative medication at baseline and the level of generic and vertigo-specific functioning status over time. Results: An overall of 19 (7 from Bavaria) primary care physicians (mean age = 54 years, 29% female) recruited 158 (59% from Bavaria) patients with VDB (median age = 78 years, 70% female). Anticholinergic and sedative medication at baseline was present in 56 (35%) patients. An exposure to anticholinergic and sedative medication at baseline was significantly associated with lower generic functioning [Beta = 0.40, 95%-CI (0.18; 0.61)] and lower vertigo-specific functioning [VAP Scale 1: Beta = 2.47, 95%-CI (0.92; 4.02)], and VAP Scale 2: Beta = 3.74, 95%-CI [2.23; 5.24]). Conclusion: Our results highlight the importance of a close monitoring of anticholinergic and sedative medication use in older patients with VDB. When feasible, anticholinergic and sedative medication should be replaced by equivalent alternative therapies in order to potentially reduce the burden of VDB.
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Affiliation(s)
- Benedict Katzenberger
- Institute for Medical Information Processing, Biometry, and Epidemiology, Faculty of Medicine, Ludwig Maximilian University of Munich, Munich, Germany
- Pettenkofer School of Public Health, Munich, Germany
- Munich Center of Health Sciences, Ludwig Maximilian University of Munich, Munich, Germany
- *Correspondence: Benedict Katzenberger,
| | - Daniela Koller
- Institute for Medical Information Processing, Biometry, and Epidemiology, Faculty of Medicine, Ludwig Maximilian University of Munich, Munich, Germany
- Munich Center of Health Sciences, Ludwig Maximilian University of Munich, Munich, Germany
| | - Ralf Strobl
- Institute for Medical Information Processing, Biometry, and Epidemiology, Faculty of Medicine, Ludwig Maximilian University of Munich, Munich, Germany
- German Center for Vertigo and Balance Disorders, University Hospital Munich, Munich, Germany
| | - Rebecca Kisch
- Institute for Medical Information Processing, Biometry, and Epidemiology, Faculty of Medicine, Ludwig Maximilian University of Munich, Munich, Germany
| | - Linda Sanftenberg
- Institute of General Practice and Family Medicine, University Hospital Munich, Munich, Germany
| | - Karen Voigt
- Department of General Practice/Medical Clinic III, Faculty of Medicine, University Hospital Carl Gustav Carus, Dresden, Germany
| | - Eva Grill
- Institute for Medical Information Processing, Biometry, and Epidemiology, Faculty of Medicine, Ludwig Maximilian University of Munich, Munich, Germany
- German Center for Vertigo and Balance Disorders, University Hospital Munich, Munich, Germany
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10
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Teusen C, Hapfelmeier A, von Schrottenberg V, Gökce F, Pitschel-Walz G, Henningsen P, Gensichen J, Schneider A. Combining the GP's assessment and the PHQ-9 questionnaire leads to more reliable and clinically relevant diagnoses in primary care. PLoS One 2022; 17:e0276534. [PMID: 36269712 PMCID: PMC9586376 DOI: 10.1371/journal.pone.0276534] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2021] [Accepted: 10/08/2022] [Indexed: 11/07/2022] Open
Abstract
Background Screening questionnaires are not sufficient to improve diagnostic quality of depression in primary care. The additional consideration of the general practitioner’s (GP’s) assessment could improve the accuracy of depression diagnosis. The aim of this study was to examine whether the GP rating supports a reliable depression diagnosis indicated by the PHQ-9 over a period of three months. Methods We performed a secondary data analysis from a previous study. PHQ-9 scores of primary care patients were collected at the time of recruitment (t1) and during a follow-up 3 months later (t2). At t1 GPs independently made a subjective assessment whether they considered the patient depressive (yes/no). Two corresponding groups with concordant and discordant PHQ-9 and GP ratings at t1 were defined. Reliability of the PHQ-9 results at t1 and t2 was assessed within these groups and within the entire sample by Cohen’s Kappa, Pearson’s correlation coefficient and Bland-Altman plots. Results 364 consecutive patients from 12 practices in the region of Upper Bavaria/Germany participated in this longitudinal study. 279 patients (76.6%) sent back the questionnaire at t2. Concordance of GP rating and PHQ-9 at t1 led to higher replicability of PHQ-9 results between t1 and t2. The reliability of PHQ-9 was higher in the concordant subgroup (κ = 0.507) compared to the discordant subgroup (κ = 0.211) (p = 0.064). The Bland-Altman Plot showed that the deviation of PHQ-9 scores at t1 and t2 decreased by about 15% in the concordant subgroup. Pearson’s correlation coefficient between PHQ-9 scores at t1 and t2 increased significantly if the GP rating was concordant with the PHQ-9 at t1 (r = 0.671) compared to the discordant subgroup (r = 0.462) (p = 0.044). Conclusions The combination of PHQ-9 and GP rating might improve diagnostic decision making regarding depression in general practices. PHQ-9 positive results might be more reliable and accurate, when a concordant GP rating is considered.
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Affiliation(s)
- Clara Teusen
- Institute of General Practice and Health Services Research, TUM School of Medicine, Technical University of Munich, Munich, Bavaria, Germany
- * E-mail:
| | - Alexander Hapfelmeier
- Institute of General Practice and Health Services Research, TUM School of Medicine, Technical University of Munich, Munich, Bavaria, Germany
- Institute for AI and Informatics in Medicine, TUM School of Medicine, Technical University of Munich, Munich, Bavaria, Germany
| | - Victoria von Schrottenberg
- Institute of General Practice and Health Services Research, TUM School of Medicine, Technical University of Munich, Munich, Bavaria, Germany
| | - Feyza Gökce
- Institute of General Practice and Health Services Research, TUM School of Medicine, Technical University of Munich, Munich, Bavaria, Germany
| | - Gabriele Pitschel-Walz
- Institute of General Practice and Health Services Research, TUM School of Medicine, Technical University of Munich, Munich, Bavaria, Germany
| | - Peter Henningsen
- Dept. of Psychosomatic Medicine and Psychotherapy, University Hospital TU Munich, Munich, Bavaria, Germany
| | - Jochen Gensichen
- Institute of General Practice and Family Medicine, University Hospital of the Ludwig-Maximilians-University of Munich, Munich, Bavaria, Germany
| | - Antonius Schneider
- Institute of General Practice and Health Services Research, TUM School of Medicine, Technical University of Munich, Munich, Bavaria, Germany
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Van Bulck L, Goossens E, Morin L, Luyckx K, Ombelet F, Willems R, Budts W, De Groote K, De Backer J, Annemans L, Moniotte S, de Hosson M, Marelli A, Moons P. Last year of life of adults with congenital heart diseases: causes of death and patterns of care. Eur Heart J 2022; 43:4483-4492. [PMID: 36030410 PMCID: PMC9637423 DOI: 10.1093/eurheartj/ehac484] [Citation(s) in RCA: 17] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/11/2022] [Revised: 08/19/2022] [Accepted: 08/23/2022] [Indexed: 12/14/2022] Open
Abstract
AIMS Although life expectancy in adults with congenital heart diseases (CHD) has increased dramatically over the past five decades, still a substantial number of patients dies prematurely. To gain understanding in the trajectories of dying in adults with CHD, the last year of life warrants further investigation. Therefore, our study aimed to (i) define the causes of death and (ii) describe the patterns of healthcare utilization in the last year of life of adults with CHD. METHODS AND RESULTS This retrospective mortality follow-back study used healthcare claims and clinical data from BELCODAC, which includes patients with CHD from Belgium. Healthcare utilization comprises cardiovascular procedures, CHD physician contacts, general practitioner visits, hospitalizations, emergency department (ED) visits, intensive care unit (ICU) admissions, and specialist palliative care, and was identified using nomenclature codes. Of the 390 included patients, almost half of the study population (45%) died from a cardiovascular cause. In the last year of life, 87% of patients were hospitalized, 78% of patients had an ED visit, and 19% of patients had an ICU admission. Specialist palliative care was provided to 17% of patients, and to only 4% when looking at the patients with cardiovascular causes of death. CONCLUSIONS There is a high use of intensive and potentially avoidable care at the end of life. This may imply that end-of-life care provision can be improved. Future studies should further examine end-of-life care provision in the light of patient's needs and preferences, and how the healthcare system can adequately respond.
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Affiliation(s)
- Liesbet Van Bulck
- Department of Public Health and Primary Care, KU Leuven – University of Leuven, Kapucijnenvoer 35 (box 7001), 3000, Leuven, Belgium,Research Foundation Flanders (FWO), 1000, Brussels, Belgium
| | - Eva Goossens
- Department of Public Health and Primary Care, KU Leuven – University of Leuven, Kapucijnenvoer 35 (box 7001), 3000, Leuven, Belgium,Faculty of Medicine and Health Sciences, Centre for Research and Innovation in Care, University of Antwerp, 2000, Antwerp, Belgium
| | - Lucas Morin
- Inserm CIC 1431, University Hospital of Besançon, 25000, Besançon, France,Inserm U1018, High-Dimensional Biostatistics for Drug Safety and Genomics, CESP, 94800, Villejuif, France
| | - Koen Luyckx
- Department of Psychology and Educational Sciences, KU Leuven – University of Leuven, 3000, Leuven, Belgium,Unit for Professional Training and Service in the Behavioural Sciences (UNIBS), University of the Free State, 9300, Bloemfontein, South Africa
| | - Fouke Ombelet
- Department of Public Health and Primary Care, KU Leuven – University of Leuven, Kapucijnenvoer 35 (box 7001), 3000, Leuven, Belgium,Division of Neurology, University Hospitals Leuven, 3000, Leuven, Belgium,Lab of Neurology, VIB – KU Leuven Centre for Brain and Disease Research, 3000, Leuven, Belgium
| | - Ruben Willems
- Department of Public Health and Primary Care, Ghent University, 9000, Ghent, Belgium
| | - Werner Budts
- Division of Congenital and Structural Cardiology, University Hospitals Leuven, 3000, Leuven, Belgium,Department of Cardiovascular Sciences, KU Leuven – University of Leuven, 3000, Leuven, Belgium
| | - Katya De Groote
- Department of Pediatric Cardiology, Ghent University Hospital, 9000, Ghent, Belgium
| | - Julie De Backer
- Department of Adult Congenital Cardiology, Ghent University Hospital, 9000, Ghent, Belgium
| | - Lieven Annemans
- Department of Public Health and Primary Care, Ghent University, 9000, Ghent, Belgium
| | - Stéphane Moniotte
- Division of Pediatric and Congenital Cardiology, Department of Paediatrics, Cliniques universitaires Saint-Luc, 1000, Brussels, Belgium
| | - Michèle de Hosson
- Department of Adult Congenital Cardiology, Ghent University Hospital, 9000, Ghent, Belgium
| | - Arianne Marelli
- McGill Adult Unit for Congenital Heart Disease Excellence (MAUDE Unit), McGill University Health Center, H3A 0G4, Montréal (Quebec), Canada
| | - Philip Moons
- Corresponding author. Tel: +32 16 37 33 15, Fax: +32 16 33 69 70,
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12
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Domhoff D, Seibert K, Stiefler S, Wolf-Ostermann K, Peschke D. Data linkage of German statutory health insurance claims data and care needs assessments preceding a population-based cohort study on nursing home admission. BMJ Open 2022; 12:e063475. [PMID: 35772817 PMCID: PMC9247689 DOI: 10.1136/bmjopen-2022-063475] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/01/2022] [Accepted: 06/16/2022] [Indexed: 11/03/2022] Open
Abstract
OBJECTIVES We perform and evaluate record linkage of German Care Needs Assessment (CNA) data to Statutory Health Insurance (SHI) claims data. The resulting dataset should enable the identification of factors in healthcare predicting the time between the onset of long-term care dependency and the admission to a nursing home in Germany in subsequent analyses. DESIGN A deterministic record linkage was conducted using the key variables region, sex, date of birth and care level. In further steps, the underlying cause of care dependency (International Statistical Classification of Diseases and Related Health Problems, 10th revision (ICD-10)) was added for a higher level of distinction. Before linkage, the suitability of the two datasets for these procedures was assessed. After linkage, the results of each stage were analysed and the resulting dataset was evaluated cross-sectionally with respect to bias generated through this process. SETTING The study comprises data from the German SHI and Statutory Long-Term Care Insurance. PARTICIPANTS The study cohort comprised 158 069 individuals who became care dependent in 2006. We obtained CNA data for the year 2006 including 188 935 individuals. RESULTS We could link CNAs to 66 310 individuals of the original study cohort, corresponding to 42.0%. Records from two federal states could not be matched due to missing data. Linkage rates were lower where more people shared the same attributes. The resulting dataset showed minor differences regarding age, sex and care level compared to the original cohort. CONCLUSIONS Data linkage between German SHI claims data and CNA data is feasible. Failure to link was mostly attributable to a lack of distinction between individuals using available identifiers. The resulting dataset contains relevant information from both health services provision and functional status of care dependent people and is suitable for further analyses with critical reflection of representativity.
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Affiliation(s)
- Dominik Domhoff
- Institute of Public Health and Nursing Research, University of Bremen, Bremen, Germany
- High Profile Area Health Sciences, University of Bremen, Bremen, Germany
| | - Kathrin Seibert
- Institute of Public Health and Nursing Research, University of Bremen, Bremen, Germany
- High Profile Area Health Sciences, University of Bremen, Bremen, Germany
| | - Susanne Stiefler
- Institute of Public Health and Nursing Research, University of Bremen, Bremen, Germany
- High Profile Area Health Sciences, University of Bremen, Bremen, Germany
| | - Karin Wolf-Ostermann
- Institute of Public Health and Nursing Research, University of Bremen, Bremen, Germany
- High Profile Area Health Sciences, University of Bremen, Bremen, Germany
| | - Dirk Peschke
- Department of Applied Health Sciences, Hochschule für Gesundheit Bochum, Bochum, Germany
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13
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Assigning diagnosis codes using medication history. Artif Intell Med 2022; 128:102307. [DOI: 10.1016/j.artmed.2022.102307] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2021] [Revised: 03/31/2022] [Accepted: 04/16/2022] [Indexed: 11/17/2022]
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Abstract
OBJECTIVES We aim to extract a subset of social factors from clinical notes using common text classification methods. DESIGN Retrospective chart review. SETTING We collaborated with a local level I trauma hospital located in an underserved area that has a housing unstable patient population of about 6.5% and extracted text notes related to various social determinants for acute care patients. PARTICIPANTS Notes were retrospectively extracted from 43 798 acute care patients. METHODS We solely use open source Python packages to test simple text classification methods that can potentially be easily generalisable and implemented. We extracted social history text from various sources, such as admission and emergency department notes, over a 5-year timeframe and performed manual chart reviews to ensure data quality. We manually labelled the sentiment of the notes, treating each text entry independently. Four different models with two different feature selection methods (bag of words and bigrams) were used to classify and predict housing stability, tobacco use and alcohol use status for the extracted clinical text. RESULTS From our analysis, we found overall positive results and metrics in applying open-source classification techniques; the accuracy scores were 91.2%, 84.7%, 82.8% for housing stability, tobacco use and alcohol use, respectively. There were many limitations in our analysis including social factors not present due to patient condition, multiple copy-forward entries and shorthand. Additionally, it was difficult to translate usage degrees for tobacco and alcohol use. However, when compared with structured data sources, our classification approach on unstructured notes yielded more results for housing and alcohol use; tobacco use proved less fruitful for unstructured notes.
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Affiliation(s)
- Andrew Teng
- Biomedical Informatics and Medical Education, University of Washington, Seattle, Washington, USA
| | - Adam Wilcox
- Biomedical Informatics and Medical Education, University of Washington, Seattle, Washington, USA
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Moe J, Wang EY, McGregor MJ, Schull MJ, Dong K, Holroyd BR, Hohl CM, Grafstein E, O'Sullivan F, Trimble J, McGrail KM. People who make frequent emergency department visits based on persistence of frequent use in Ontario and Alberta: a retrospective cohort study. CMAJ Open 2022; 10:E220-E231. [PMID: 35292480 PMCID: PMC8929439 DOI: 10.9778/cmajo.20210131] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
BACKGROUND The factors that underlie persistent frequent visits to the emergency department are poorly understood. This study aimed to characterize people who visit emergency departments frequently in Ontario and Alberta, by number of years of frequent use. METHODS This was a retrospective cohort study aimed at capturing information about patients visiting emergency departments in Ontario and Alberta, Canada, from Apr. 1, 2011, to Mar. 31, 2016. We identified people 18 years or older with frequent emergency department use (top 10% of emergency department use) in fiscal year 2015/16, using the Dynamic Cohort from the Canadian Institute of Health Information. We then organized them into subgroups based on the number of years (1 to 5) in which they met the threshold for frequent use over the study period. We characterized subgroups using linked emergency department, hospitalization and mental health-related hospitalization data. RESULTS We identified 252 737 people in Ontario and 63 238 people in Alberta who made frequent visits to the emergency department. In Ontario and Alberta, 44.3% and 44.7%, respectively, met the threshold for frequent use in only 1 year and made 37.9% and 38.5% of visits; 6.8% and 8.2% met the threshold for frequent use over 5 years and made 11.9% and 13.2% of visits. Many characteristics followed gradients based on persistence of frequent use: as years of frequent visits increased (1 to 5 years), people had more comorbidities, homelessness, rural residence, annual emergency department visits, alcohol- and substance use-related presentations, mental health hospitalizations and instances of leaving hospital against medical advice. INTERPRETATION Higher levels of comorbidities, mental health issues, substance use and rural residence were seen with increasing years of frequent emergency department use. Interventions upstream and in the emergency department must address unmet needs, including services for substance use and social supports.
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Affiliation(s)
- Jessica Moe
- Department of Emergency Medicine (Moe, Wang, Hohl, O'Sullivan), University of British Columbia; Department of Emergency Medicine (Moe, Hohl), Vancouver General Hospital; Department of Family Practice (McGregor), Department of Emergency Medicine (Grafstein), University of British Columbia, Vancouver, BC; ICES Central (Schull); Department of Medicine (Schull), University of Toronto, Toronto, Ont.; Department of Emergency Medicine (Dong, Holroyd), University of Alberta; Emergency Strategic Clinical Network (Holroyd), Alberta Health Services, Edmonton, Alta.; Vancouver Coastal Health (Grafstein), Vancouver, BC; Providence Health Care (Grafstein), Vancouver, BC; Patients for Patient Safety Canada (Trimble), Ottawa, Ont.; School of Population and Public Health and Centre for Health Services and Policy Research (McGrail), University of British Columbia, Vancouver, BC
| | - Elle Yuequiao Wang
- Department of Emergency Medicine (Moe, Wang, Hohl, O'Sullivan), University of British Columbia; Department of Emergency Medicine (Moe, Hohl), Vancouver General Hospital; Department of Family Practice (McGregor), Department of Emergency Medicine (Grafstein), University of British Columbia, Vancouver, BC; ICES Central (Schull); Department of Medicine (Schull), University of Toronto, Toronto, Ont.; Department of Emergency Medicine (Dong, Holroyd), University of Alberta; Emergency Strategic Clinical Network (Holroyd), Alberta Health Services, Edmonton, Alta.; Vancouver Coastal Health (Grafstein), Vancouver, BC; Providence Health Care (Grafstein), Vancouver, BC; Patients for Patient Safety Canada (Trimble), Ottawa, Ont.; School of Population and Public Health and Centre for Health Services and Policy Research (McGrail), University of British Columbia, Vancouver, BC
| | - Margaret J McGregor
- Department of Emergency Medicine (Moe, Wang, Hohl, O'Sullivan), University of British Columbia; Department of Emergency Medicine (Moe, Hohl), Vancouver General Hospital; Department of Family Practice (McGregor), Department of Emergency Medicine (Grafstein), University of British Columbia, Vancouver, BC; ICES Central (Schull); Department of Medicine (Schull), University of Toronto, Toronto, Ont.; Department of Emergency Medicine (Dong, Holroyd), University of Alberta; Emergency Strategic Clinical Network (Holroyd), Alberta Health Services, Edmonton, Alta.; Vancouver Coastal Health (Grafstein), Vancouver, BC; Providence Health Care (Grafstein), Vancouver, BC; Patients for Patient Safety Canada (Trimble), Ottawa, Ont.; School of Population and Public Health and Centre for Health Services and Policy Research (McGrail), University of British Columbia, Vancouver, BC
| | - Michael J Schull
- Department of Emergency Medicine (Moe, Wang, Hohl, O'Sullivan), University of British Columbia; Department of Emergency Medicine (Moe, Hohl), Vancouver General Hospital; Department of Family Practice (McGregor), Department of Emergency Medicine (Grafstein), University of British Columbia, Vancouver, BC; ICES Central (Schull); Department of Medicine (Schull), University of Toronto, Toronto, Ont.; Department of Emergency Medicine (Dong, Holroyd), University of Alberta; Emergency Strategic Clinical Network (Holroyd), Alberta Health Services, Edmonton, Alta.; Vancouver Coastal Health (Grafstein), Vancouver, BC; Providence Health Care (Grafstein), Vancouver, BC; Patients for Patient Safety Canada (Trimble), Ottawa, Ont.; School of Population and Public Health and Centre for Health Services and Policy Research (McGrail), University of British Columbia, Vancouver, BC
| | - Kathryn Dong
- Department of Emergency Medicine (Moe, Wang, Hohl, O'Sullivan), University of British Columbia; Department of Emergency Medicine (Moe, Hohl), Vancouver General Hospital; Department of Family Practice (McGregor), Department of Emergency Medicine (Grafstein), University of British Columbia, Vancouver, BC; ICES Central (Schull); Department of Medicine (Schull), University of Toronto, Toronto, Ont.; Department of Emergency Medicine (Dong, Holroyd), University of Alberta; Emergency Strategic Clinical Network (Holroyd), Alberta Health Services, Edmonton, Alta.; Vancouver Coastal Health (Grafstein), Vancouver, BC; Providence Health Care (Grafstein), Vancouver, BC; Patients for Patient Safety Canada (Trimble), Ottawa, Ont.; School of Population and Public Health and Centre for Health Services and Policy Research (McGrail), University of British Columbia, Vancouver, BC
| | - Brian R Holroyd
- Department of Emergency Medicine (Moe, Wang, Hohl, O'Sullivan), University of British Columbia; Department of Emergency Medicine (Moe, Hohl), Vancouver General Hospital; Department of Family Practice (McGregor), Department of Emergency Medicine (Grafstein), University of British Columbia, Vancouver, BC; ICES Central (Schull); Department of Medicine (Schull), University of Toronto, Toronto, Ont.; Department of Emergency Medicine (Dong, Holroyd), University of Alberta; Emergency Strategic Clinical Network (Holroyd), Alberta Health Services, Edmonton, Alta.; Vancouver Coastal Health (Grafstein), Vancouver, BC; Providence Health Care (Grafstein), Vancouver, BC; Patients for Patient Safety Canada (Trimble), Ottawa, Ont.; School of Population and Public Health and Centre for Health Services and Policy Research (McGrail), University of British Columbia, Vancouver, BC
| | - Corinne M Hohl
- Department of Emergency Medicine (Moe, Wang, Hohl, O'Sullivan), University of British Columbia; Department of Emergency Medicine (Moe, Hohl), Vancouver General Hospital; Department of Family Practice (McGregor), Department of Emergency Medicine (Grafstein), University of British Columbia, Vancouver, BC; ICES Central (Schull); Department of Medicine (Schull), University of Toronto, Toronto, Ont.; Department of Emergency Medicine (Dong, Holroyd), University of Alberta; Emergency Strategic Clinical Network (Holroyd), Alberta Health Services, Edmonton, Alta.; Vancouver Coastal Health (Grafstein), Vancouver, BC; Providence Health Care (Grafstein), Vancouver, BC; Patients for Patient Safety Canada (Trimble), Ottawa, Ont.; School of Population and Public Health and Centre for Health Services and Policy Research (McGrail), University of British Columbia, Vancouver, BC
| | - Eric Grafstein
- Department of Emergency Medicine (Moe, Wang, Hohl, O'Sullivan), University of British Columbia; Department of Emergency Medicine (Moe, Hohl), Vancouver General Hospital; Department of Family Practice (McGregor), Department of Emergency Medicine (Grafstein), University of British Columbia, Vancouver, BC; ICES Central (Schull); Department of Medicine (Schull), University of Toronto, Toronto, Ont.; Department of Emergency Medicine (Dong, Holroyd), University of Alberta; Emergency Strategic Clinical Network (Holroyd), Alberta Health Services, Edmonton, Alta.; Vancouver Coastal Health (Grafstein), Vancouver, BC; Providence Health Care (Grafstein), Vancouver, BC; Patients for Patient Safety Canada (Trimble), Ottawa, Ont.; School of Population and Public Health and Centre for Health Services and Policy Research (McGrail), University of British Columbia, Vancouver, BC
| | - Fiona O'Sullivan
- Department of Emergency Medicine (Moe, Wang, Hohl, O'Sullivan), University of British Columbia; Department of Emergency Medicine (Moe, Hohl), Vancouver General Hospital; Department of Family Practice (McGregor), Department of Emergency Medicine (Grafstein), University of British Columbia, Vancouver, BC; ICES Central (Schull); Department of Medicine (Schull), University of Toronto, Toronto, Ont.; Department of Emergency Medicine (Dong, Holroyd), University of Alberta; Emergency Strategic Clinical Network (Holroyd), Alberta Health Services, Edmonton, Alta.; Vancouver Coastal Health (Grafstein), Vancouver, BC; Providence Health Care (Grafstein), Vancouver, BC; Patients for Patient Safety Canada (Trimble), Ottawa, Ont.; School of Population and Public Health and Centre for Health Services and Policy Research (McGrail), University of British Columbia, Vancouver, BC
| | - Johanna Trimble
- Department of Emergency Medicine (Moe, Wang, Hohl, O'Sullivan), University of British Columbia; Department of Emergency Medicine (Moe, Hohl), Vancouver General Hospital; Department of Family Practice (McGregor), Department of Emergency Medicine (Grafstein), University of British Columbia, Vancouver, BC; ICES Central (Schull); Department of Medicine (Schull), University of Toronto, Toronto, Ont.; Department of Emergency Medicine (Dong, Holroyd), University of Alberta; Emergency Strategic Clinical Network (Holroyd), Alberta Health Services, Edmonton, Alta.; Vancouver Coastal Health (Grafstein), Vancouver, BC; Providence Health Care (Grafstein), Vancouver, BC; Patients for Patient Safety Canada (Trimble), Ottawa, Ont.; School of Population and Public Health and Centre for Health Services and Policy Research (McGrail), University of British Columbia, Vancouver, BC
| | - Kimberlyn M McGrail
- Department of Emergency Medicine (Moe, Wang, Hohl, O'Sullivan), University of British Columbia; Department of Emergency Medicine (Moe, Hohl), Vancouver General Hospital; Department of Family Practice (McGregor), Department of Emergency Medicine (Grafstein), University of British Columbia, Vancouver, BC; ICES Central (Schull); Department of Medicine (Schull), University of Toronto, Toronto, Ont.; Department of Emergency Medicine (Dong, Holroyd), University of Alberta; Emergency Strategic Clinical Network (Holroyd), Alberta Health Services, Edmonton, Alta.; Vancouver Coastal Health (Grafstein), Vancouver, BC; Providence Health Care (Grafstein), Vancouver, BC; Patients for Patient Safety Canada (Trimble), Ottawa, Ont.; School of Population and Public Health and Centre for Health Services and Policy Research (McGrail), University of British Columbia, Vancouver, BC
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Loeb GE. A new approach to medical diagnostic decision support. J Biomed Inform 2021; 116:103723. [PMID: 33711542 DOI: 10.1016/j.jbi.2021.103723] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2020] [Revised: 01/27/2021] [Accepted: 02/19/2021] [Indexed: 10/21/2022]
Abstract
Data mining is a powerful tool to reduce costs and mitigate errors in the diagnostic analysis and repair of complex engineered system, but it has yet to be applied systematically to the most complex and socially expensive system - the human body. The currently available approaches of knowledge-based and pattern-based artificial intelligence are unsuited to the iterative and often subjective nature of clinician-patient interactions. Furthermore, current electronic health records generally have poor design and low quality for such data mining. Bayesian methods have been developed to suggest multiple possible diagnoses given a set of clinical findings, but the larger problem is advising the physician on useful next steps. A new approach based on inverting Bayesian inference allows identification of the diagnostic actions that are most likely to disambiguate a differential diagnosis at each point in a patient's work-up. This can be combined with personalized cost information to suggest a cost-effective path to the clinician. Because the software is tracking the clinician's decision-making process, it can provide salient suggestions for both diagnoses and diagnostic tests in standard, coded formats that need only to be selected. This would reduce the need to type in free text, which is prone to ambiguities, omissions and errors. As the database of high-quality records grows, the scope, utility and acceptance of the system should also grow automatically, without requiring expert updating or correction.
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Affiliation(s)
- Gerald E Loeb
- University of Southern California - MC 1111, 1042 Downey Way, Los Angeles, CA 90089, United States.
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Moe J, O'Sullivan F, McGregor MJ, Schull MJ, Dong K, Holroyd BR, Grafstein E, Hohl CM, Trimble J, McGrail KM. Identifying subgroups and risk among frequent emergency department users in British Columbia. J Am Coll Emerg Physicians Open 2021; 2:e12346. [PMID: 33532752 PMCID: PMC7823092 DOI: 10.1002/emp2.12346] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2020] [Revised: 12/01/2020] [Accepted: 12/11/2020] [Indexed: 01/25/2023] Open
Abstract
Objective: Frequent emergency department (ED) users are heterogeneous. We aimed to identify subgroups and assess their mortality. Methods: We identified patients ≥18 years with ≥1 ED visit in British Columbia from April 1, 2012 to March 31, 2015, and linked to hospitalization, physician billing, prescription, and mortality data. Frequent users were the top 10% of patients by ED visits. We employed cluster analysis to identify frequent user subgroups. We assessed 365-day mortality using Kaplan-Meier curves and conducted Cox regressions to assess mortality risk factors within subgroups. Results: We identified 4 subgroups. Subgroup 1 ("Elderly") had median age 77 years (interquartile range [IQR]: 66-85), 5 visits/year (IQR: 4-6), median 8 prescription medications (IQR: 5-11), and 24.7% mortality. Subgroup 2 ("Mental Health and Alcohol Use") had median age 48 years (IQR: 34-61), 13 visits/year (IQR: 10-16), and 12.3% mortality. They made a median 31 general practitioner visits (IQR: 19-51); however, only 23.7% received a majority of services from 1 primary care physician. Subgroup 3 ("Young Mental Health") had median age 39 years (IQR: 28-51), 5 visits/year (IQR: 4-6), and 2.2% mortality. Subgroup 4 ("Short-term") had median age 50 years (IQR: 34-65), 4 visits/year (IQR: 4-5) regularly spaced over a short term, and 1.4% mortality. Male sex (all subgroups), long-term care ("Mental Health and Alcohol Use;" "Young Mental Health"), and rural residence ("Elderly" in long-term care; "Young Mental Health") were associated with increased mortality. Conclusions: Our results identify frequent user subgroups with varying mortality. Future research should explore subgroups' unmet needs and tailor interventions toward them.
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Affiliation(s)
- Jessica Moe
- Department of Emergency Medicine, University of British ColumbiaDepartment of Emergency Medicine, Vancouver General HospitalVancouverBritish ColumbiaCanada
| | - Fiona O'Sullivan
- Department of Emergency MedicineUniversity of British ColumbiaVancouverBritish ColumbiaCanada
| | - Margaret J. McGregor
- Department of Family PracticeUniversity of British ColumbiaVancouverBritish ColumbiaCanada
| | - Michael J. Schull
- Institute for Clinical Evaluative SciencesDepartment of MedicineUniversity of TorontoTorontoOntarioCanada
| | - Kathryn Dong
- Department of Emergency MedicineUniversity of AlbertaEdmontonAlbertaCanada
| | - Brian R. Holroyd
- Department of Emergency MedicineEmergency Strategic Clinical Networ, Alberta Health ServicesUniversity of AlbertaEdmontonAlbertaCanada
| | - Eric Grafstein
- Department of Emergency MedicineUniversity of British ColumbiaVancouverBritish ColumbiaCanada
| | - Corinne M. Hohl
- Department of Emergency Medicine, University of British ColumbiaDepartment of Emergency Medicine, Vancouver General HospitalVancouverBritish ColumbiaCanada
| | - Johanna Trimble
- Patients for Patient Safety CanadaRoberts CreekVancouverBritish ColumbiaCanada
| | - Kimberlyn M. McGrail
- Population Data BCSchool of Population and Public Health, University of British ColumbiaVancouverBritish ColumbiaCanada
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18
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Lee D, Jiang X, Yu H. Harmonized representation learning on dynamic EHR graphs. J Biomed Inform 2020; 106:103426. [DOI: 10.1016/j.jbi.2020.103426] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2019] [Revised: 02/18/2020] [Accepted: 04/19/2020] [Indexed: 11/29/2022]
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19
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Sagi T, Hansen ER, Hose K, Lip GYH, Bjerregaard Larsen T, Skjøth F. Towards Assigning Diagnosis Codes Using Medication History. Artif Intell Med 2020. [DOI: 10.1007/978-3-030-59137-3_19] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
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20
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Kühlein T, Virtanen M, Claus C, Popert U, van Boven K. [Coding in general practice-Will the ICD-11 be a step forward?]. Bundesgesundheitsblatt Gesundheitsforschung Gesundheitsschutz 2019; 61:828-835. [PMID: 29797015 DOI: 10.1007/s00103-018-2750-y] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/16/2022]
Abstract
Primary care physicians in Germany don't benefit from coding diagnoses-they are coding for the needs of others. For coding, they mostly are using either the thesaurus of the German Institute of Medical Documentation and Information (DIMDI) or self-made cheat-sheets. Coding quality is low but seems to be sufficient for the main use case of the resulting data, which is the morbidity adjusted risk compensation scheme that distributes financial resources between the many German health insurance companies.Neither the International Classification of Diseases and Health Related Problems (ICD-10) nor the German thesaurus as an interface terminology are adequate for coding in primary care. The ICD-11 itself will not recognizably be a step forward from the perspective of primary care. At least the browser database format will be advantageous. An implementation into the 182 different electronic health records (EHR) on the German market would probably standardize the coding process and make code finding easier. This method of coding would still be more cumbersome than the current coding with self-made cheat-sheets.The first steps towards a useful official cheat-sheet for primary care have been taken, awaiting implementation and evaluation. The International Classification of Primary Care (ICPC-2) already provides an adequate classification standard for primary care that can also be used in combination with ICD-10. A new version of ICPC (ICPC-3) is under development. As the ICPC-2 has already been integrated into the foundation layer of ICD-11 it might easily become the future standard for coding in primary care. Improving communication between the different EHR would make taking over codes from other healthcare providers possible. Another opportunity to improve the coding quality might be creating use cases for the resulting data for the primary care physicians themselves.
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Affiliation(s)
- Thomas Kühlein
- Allgemeinmedizinisches Institut, Universitätsklinikum Erlangen, Universitätsstraße 29, 91054, Erlangen, Deutschland.
| | - Martti Virtanen
- Nordic Casemix Centre, Helsinki, Finnland.,WHO Collaborating Centre for the Family of International Classifications in the Nordic Countries, Uppsala, Schweden
| | | | - Uwe Popert
- , Kassel, Deutschland.,Abteilung Allgemeinmedizin, Universität Göttingen, Göttingen, Deutschland
| | - Kees van Boven
- Wonca International Classification Committee, Wonca, Bangkok, Thailand.,TransHIS-Netzwerk, Nijmegen, Niederlande.,Abteilung Allgemeinmedizin, Radboud Universität Nijmegen, Nijmegen, Niederlande
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21
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Agudelo-Londoño S, Gorbanev I, Delgadillo V, Muñoz Ó, Cortes A, González RA, Pomares-Quimbaya A. Development and Evaluation of a Serious Game for Teaching ICD-10 Diagnosis Coding to Medical Students. Games Health J 2019; 8:349-356. [PMID: 31166817 DOI: 10.1089/g4h.2018.0101] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Objective: Assessment of the pedagogical effect and technological acceptance of the serious game, CODIFICO, which has been designed to train medical students in ICD-10 diagnosis coding. Materials and Methods: We designed the serious game, CODIFICO, as an alternative way to teach ICD-10 diagnosis coding to undergraduate medical students. To assess the pedagogical effect of the game, we used the quasiexperimental pretest-posttest design. The participants began by completing a knowledge pretest on Blackboard. After the pretest, the teacher presented the game to the students and invited them to play it for 1 week. Then, the students completed the posttest on Blackboard. We applied the Wilcoxon test to establish the difference between the pretest and posttest. We designed a questionnaire to evaluate the participants' technology acceptance toward the game. Results: Sixty-one undergraduate medical students from a large Colombian private university took part. There was no statistically significant difference between the pretest and the posttest. However, the game had some positive effects on knowledge. The game was well accepted among the participants. Conclusion: The game, CODIFICO, was useful to teach diagnosis determination, not diagnostic coding. Some of the reasons that caused this situation were insufficient attention to the pedagogical theory, excessive reliance on clinical aspects of the medical training, limited resources, and lack of experience at the medical school to design gamification strategies.
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Affiliation(s)
| | - Iouri Gorbanev
- Economics and Management School, Pontificia Universidad Javeriana, Bogotá D.C., Colombia
| | - Vivian Delgadillo
- Medicine School, Pontificia Universidad Javeriana; and Hospital Universitario San Ignacio, Bogotá D.C., Colombia
| | - Óscar Muñoz
- Medicine School, Pontificia Universidad Javeriana; and Hospital Universitario San Ignacio, Bogotá D.C., Colombia
| | - Ariel Cortes
- Economics and Management School, Pontificia Universidad Javeriana, Bogotá D.C., Colombia
| | - Rafael A González
- Engineering School, Pontificia Universidad Javeriana, Bogotá D.C., Colombia
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22
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Redding LE, Lavigne S, Aceto H, Nolen-Walston R. Characterization of antimicrobial prescription frequency and diversity in a large animal veterinary medical teaching hospital. Prev Vet Med 2019; 168:66-74. [PMID: 31097125 DOI: 10.1016/j.prevetmed.2019.04.012] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2018] [Revised: 03/22/2019] [Accepted: 04/24/2019] [Indexed: 01/16/2023]
Abstract
Antimicrobials are commonly used in veterinary medicine for therapeutic and prophylactic purposes, but little is known about the frequency with which they are prescribed or the quantity administered, especially in large animals. Furthermore, there are no standardized metrics for characterizing antimicrobial use, which can lead to confusion when comparing antimicrobial use among different units (institution, clinical service, clinician). Because there is no gold standard metric, the most comprehensive characterization of antimicrobial use will be achieved using a variety of metrics. The goal of this study was to characterize antimicrobial use from 2013 to 2018 at a tertiary care teaching hospital for large animals using different metrics, including novel ones. We found that at least one antimicrobial was prescribed in 42% of visits and that antimicrobials were prescribed at a rate of 919 animal-defined daily doses (ADDs) per 1000 animal days. A median of 3.6 ADDs and a mean of 2 different classes of antimicrobial were prescribed per patient, and penicillin was the most commonly used antimicrobial. The prescription diversity, a metric accounting for richness and evenness (similarity of frequencies) of different types of antimicrobials, was 0.82, with 1.0 representing maximal richness and diversity. Antimicrobial use differed significantly by species and by organ system affected for all metrics, though in general antimicrobials were prescribed most frequently and with the largest amounts in animals presenting with integumentary or respiratory signs. Many of our findings were consistent with those of other studies examining antimicrobial use in the species represented in our patient population, but more research is needed to determine how to best characterize antimicrobial use and assess appropriateness of prescribing.
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Affiliation(s)
- Laurel E Redding
- University of Pennsylvania, School of Veterinary Medicine, Kennett Square, PA, USA.
| | - Sondra Lavigne
- University of Pennsylvania, School of Veterinary Medicine, Kennett Square, PA, USA
| | - Helen Aceto
- University of Pennsylvania, School of Veterinary Medicine, Kennett Square, PA, USA
| | - Rose Nolen-Walston
- University of Pennsylvania, School of Veterinary Medicine, Kennett Square, PA, USA
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23
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Barke A, Korwisi B, Casser HR, Fors EA, Geber C, Schug SA, Stubhaug A, Ushida T, Wetterling T, Rief W, Treede RD. Pilot field testing of the chronic pain classification for ICD-11: the results of ecological coding. BMC Public Health 2018; 18:1239. [PMID: 30404594 PMCID: PMC6223095 DOI: 10.1186/s12889-018-6135-9] [Citation(s) in RCA: 32] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2018] [Accepted: 10/19/2018] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND A task force of the International Association for the Study of Pain (IASP) has developed a classification of chronic pain for the ICD-11 consisting of seven major categories. The objective was to test whether the proposed categories were exhaustive and mutually exclusive. In addition, the perceived utility of the diagnoses and the raters' subjective diagnostic certainty were to be assessed. METHODS Five independent pain centers in three continents coded 507 consecutive patients. The raters received the definitions for the main diagnostic categories of the proposed classification and were asked to allocate diagnostic categories to each patient. In addition, they were asked to indicate how useful they judged the diagnosis to be from 0 (not at all) to 3 (completely) and how confident they were in their category allocation. RESULTS The two largest groups of patients were coded as either chronic primary pain or chronic secondary musculoskeletal pain. Of the 507 patients coded, 3.0% had chronic pain not fitting any of the proposed categories (97% exhaustiveness), 20.1% received more than one diagnosis. After adjusting for double coding due to technical reasons, 2.0% of cases remained (98% uniqueness). The mean perceived utility was 1.9 ± 1.0, the mean diagnostic confidence was 2.0 ± 1.0. CONCLUSIONS The categories proved exhaustive with few cases being classified as unspecified chronic pain, and they showed themselves to be mutually exclusive. The categories were regarded as useful with particularly high ratings for the newly introduced categories (chronic cancer-related pain among others). The confidence in allocating the diagnoses was good although no training regarding the ICD-11 categories had been possible at this stage of the development.
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Affiliation(s)
- Antonia Barke
- Department of Psychology, Division of Clinical Psychology and Psychotherapy, Philipps University Marburg, Gutenbergstr. 18, 35032 Marburg, Germany
| | - Beatrice Korwisi
- Department of Psychology, Division of Clinical Psychology and Psychotherapy, Philipps University Marburg, Gutenbergstr. 18, 35032 Marburg, Germany
| | | | - Egil A. Fors
- General Practice Research Unit, Norwegian University of Science and Technology, NO-7491 Trondheim, Norway
| | | | - Stephan A. Schug
- University of Western Australia & Royal Perth Hospital, Perth, WA 6847 Australia
| | - Audun Stubhaug
- Oslo University Hospital, University of Oslo, Kirkeveien 166, None, 0450 Oslo, Norway
| | | | | | - Winfried Rief
- Department of Psychology, Division of Clinical Psychology and Psychotherapy, Philipps University Marburg, Gutenbergstr. 18, 35032 Marburg, Germany
| | - Rolf-Detlef Treede
- Department of Neurophysiology, Centre for Biomedicine and Medical Technology Mannheim, Medical Faculty Mannheim, Heidelberg University, Ludolf-Krehl-Str. 13–17, 68167 Mannheim, Germany
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24
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Pohontsch NJ, Zimmermann T, Jonas C, Lehmann M, Löwe B, Scherer M. Coding of medically unexplained symptoms and somatoform disorders by general practitioners - an exploratory focus group study. BMC FAMILY PRACTICE 2018; 19:129. [PMID: 30053834 PMCID: PMC6064152 DOI: 10.1186/s12875-018-0812-8] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 03/08/2017] [Accepted: 06/28/2018] [Indexed: 11/20/2022]
Abstract
BACKGROUND Medically unexplained symptoms (MUS) and somatoform disorders are common in general practices, but there is evidence that general practitioners (GPs) rarely use these codes. Assuming that correct classification and coding of symptoms and diseases are important for adequate management and treatment, insights into these processes could reveal problematic areas and possible solutions. Our study aims at exploring general practitioners' views on coding and reasons for not coding MUS/somatoform disorders. METHODS We invited GPs to participate in six focus groups (N = 42). Patient vignettes and a semi-structured guideline were used by two moderators to facilitate the discussions. Recordings were transcribed verbatim. Two researchers analyzed the data using structuring content analysis with deductive and inductive category building. RESULTS Three main categories turned out to be most relevant. For category a) "benefits of coding" GPs described that coding is seen as being done for reimbursement purposes and is not necessarily linked to the content of their reference files for a specific patient. Others reported to code specific diagnoses only if longer consultations to explore psychosomatic symptoms or psychotherapy are intended to be billed. Reasons for b) "restrained coding" were attempting to protect the patient from stigma through certain diagnoses and the preference for tentative diagnoses and functional coding. Some GPs admitted to c) "code inaccurately" attributing this to insufficient knowledge of ICD-10-criteria, time constraints or using "rules of thumb" for coding. CONCLUSIONS There seem to be challenges in the process of coding of MUS and somatoform disorders, but GPs appear not to contest the patients' suffering and accept uncertainty (about diagnoses) as an elementary part of their work. From GPs' points of view ICD-10-coding does not appear to be a necessary requirement for treating patients and coding might be avoided to protect the patients from stigma and other negative consequences. Our findings supply a possible explanation for the commonly seen difference between routine and epidemiological data. The recent developments in the DSM-5 and the upcoming ICD-11 will supposedly change acceptance and handling of these diagnoses for GPs and patients. Either way, consequences for GPs' diagnosing and coding behavior are not yet foreseeable.
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Affiliation(s)
- N. J. Pohontsch
- Department of General Practice / Primary Care, University Medical Center Hamburg-Eppendorf, Martinistr. 52, 20246 Hamburg, Germany
| | - T. Zimmermann
- Department of General Practice / Primary Care, University Medical Center Hamburg-Eppendorf, Martinistr. 52, 20246 Hamburg, Germany
| | - C. Jonas
- Department of Psychosomatic Medicine and Psychotherapy, University Medical Center Hamburg-Eppendorf and Schön Clinic Hamburg Eilbek, Martinistr. 52, 20246 Hamburg, Germany
| | - M. Lehmann
- Department of Psychosomatic Medicine and Psychotherapy, University Medical Center Hamburg-Eppendorf and Schön Clinic Hamburg Eilbek, Martinistr. 52, 20246 Hamburg, Germany
| | - B. Löwe
- Department of Psychosomatic Medicine and Psychotherapy, University Medical Center Hamburg-Eppendorf and Schön Clinic Hamburg Eilbek, Martinistr. 52, 20246 Hamburg, Germany
| | - M. Scherer
- Department of General Practice / Primary Care, University Medical Center Hamburg-Eppendorf, Martinistr. 52, 20246 Hamburg, Germany
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25
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Reber KC, König HH, Becker C, Rapp K, Büchele G, Mächler S, Lindlbauer I. Development of a risk assessment tool for osteoporotic fracture prevention: A claims data approach. Bone 2018; 110:170-176. [PMID: 29421456 DOI: 10.1016/j.bone.2018.02.002] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/03/2017] [Revised: 01/30/2018] [Accepted: 02/03/2018] [Indexed: 11/21/2022]
Abstract
BACKGROUND In aging societies osteoporotic fractures are a major health problem with high economic costs. Targeting prevention at individuals at high risk is important to reduce the future burden of fractures. Available risk assessment tools (e.g., FRAX®, QFracture, the algorithm provided by the German Osteology Society (DVO-Tool)) rely on self-reported patient information to predict fracture risk. Time and resource constraints, limited access to clinical data, and (un)willingness to participate may hamper the use of these tools. To overcome such obstacles, the aim is to develop a fracture risk assessment tool based on claims data that may be directly used on an institutional level. METHODS Administrative claims data of an elderly (≥65years) population (N=298,530) for the period from 2006 through 2014 was used. Major osteoporotic fractures (MOF) were identified based on hospital diagnoses. We applied Cox proportional hazard regression to determine the association of individual risk factors and fracture risk. Hazard ratios were used to construct a risk score. The discriminative ability of the score was evaluated using C-statistics. RESULTS We identified 7864 MOF during follow-up. The median time to first fracture during follow-up was 371.5days. Individuals with a MOF during follow-up had a higher mean and median risk score (mean: 4.53; median: 4) than individuals without MOF (mean: 3.07; median: 3). Adding drug-related risk factors slightly improved discrimination compared to a simple model with age, gender, and prior fracture. CONCLUSION We developed a fracture risk score model based on in-hospital treated subjects to predict MOF that can be used on an institutional level. The score included age, sex and prior fracture as risk factors. Adding other risk factors involved very small improvement in discrimination.
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Affiliation(s)
- Katrin C Reber
- Department of Health Economics and Health Services Research, Hamburg Center for Health Economics, University Medical Center Hamburg-Eppendorf, Germany.
| | - Hans-Helmut König
- Department of Health Economics and Health Services Research, Hamburg Center for Health Economics, University Medical Center Hamburg-Eppendorf, Germany
| | - Clemens Becker
- Department of Clinical Gerontology, Robert-Bosch-Hospital Stuttgart, Germany
| | - Kilian Rapp
- Department of Clinical Gerontology, Robert-Bosch-Hospital Stuttgart, Germany
| | - Gisela Büchele
- Institute of Epidemiology and Medical Biometry, Ulm University, Germany
| | - Sarah Mächler
- Department of Clinical Pharmacology and Pharmacoepidemiology, University of Heidelberg, Germany
| | - Ivonne Lindlbauer
- Department of Health Economics and Health Services Research, Hamburg Center for Health Economics, University Medical Center Hamburg-Eppendorf, Germany
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Fink W, Kasper O, Kamenski G. [Health disorders and their prevalence in two primary care practices from the perspective of different coding]. Wien Med Wochenschr 2017; 167:320-332. [PMID: 28493140 DOI: 10.1007/s10354-017-0567-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2016] [Accepted: 04/18/2017] [Indexed: 11/30/2022]
Abstract
Family practices provide medical care for the majority of health problems. This already highlights the importance of primary health care with respect to quantity. A detailed five-year survey of cases in two rural practices gives insight into everyday practice. During the whole period of this year's prevalence survey, 24,541 or 32,605 episodes of care were recorded in a mean practice population of 1500 or 1700 persons, respectively. The frequency rates of more than 500 different health problems show a typical Pareto distribution. This distribution of the cases characterizes the subject of general practice/family medicine and essentially determines handling illness in practice. Lack of a common technical language, with regard to the classification of health disorders, becomes evident when comparing the practices. An issue whose impact on medical care, education and research should be further investigated.
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Affiliation(s)
- Waltraud Fink
- Karl Landsteiner Institut für Systematik in der Allgemeinmedizin, Straning 153, 3722, Straning, Österreich.
| | | | - Gustav Kamenski
- Karl Landsteiner Institut für Systematik in der Allgemeinmedizin, Ollersbachgasse 144, 2261, Angern, Österreich
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Czwikla J, Domhoff D, Giersiepen K. ICD-Codierqualität ambulanter Krebsdiagnosen in GKV-Routinedaten. ZEITSCHRIFT FUR EVIDENZ FORTBILDUNG UND QUALITAET IM GESUNDHEITSWESEN 2016; 118-119:48-55. [DOI: 10.1016/j.zefq.2016.10.004] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/05/2016] [Revised: 10/09/2016] [Accepted: 10/12/2016] [Indexed: 10/20/2022]
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Münch C, Gottschall M, Hübsch G, Köberlein-Neu J, Schübel J, Bergmann A, Voigt K. [Quality of documented diagnosis in primary care - An analysis using the example of thyroid disorders]. ZEITSCHRIFT FUR EVIDENZ, FORTBILDUNG UND QUALITAT IM GESUNDHEITSWESEN 2016; 115-116:56-62. [PMID: 27837960 DOI: 10.1016/j.zefq.2016.03.016] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/23/2015] [Revised: 03/07/2016] [Accepted: 03/14/2016] [Indexed: 06/06/2023]
Abstract
BACKGROUND Routine data of statutory health insurance (SHI) provide a great potential for evaluating the healthcare situation in Germany by providing, e. g., morbidity estimates. In the context of secondary data, analyses based on insurance data were conducted using the outpatient medical billing diagnosis. If, however, medical billing data, which are collected for this primary purpose, are the only source of these morbidity estimates, a limited validity of outpatient medical diagnostic data will have to be assumed or validity will have to be assured. This investigation aimed to analyse the quality of family practitioners' documentation regarding diagnostic data in patients with thyroid disease based on medical records for billing purposes. METHODS As part of the pilot study General practitioners' Views on Polypharmacy and its Consequences for Patient Health Care, the medical records of 548 multi-morbid patients with thyroid disease from six general practices in Dresden, Saxony, were analysed with respect to the congruence of prescriptions of thyroid medication and associated thyroid diagnosis. Logistic regression was used to investigate predictors of limited diagnostic data of thyroid disease. RESULTS There was insufficient documentation of thyroid diagnoses in 26.8% (n=147) of the included patients diagnosed with or treated for thyroid disease. The proportion of undocumented (1.1 to 35.8%), imprecise (4.6 to 22.3%) and non-specific documented (14.9 to 73.8%) thyroid diagnoses varied in all general practices. Due to undocumented thyroid disease, the corrected prevalence of thyroid diseases summarised for all practices was 5.5 percentage points higher than the originally documented prevalence (29.7 instead of 24.2%). An increasing number of prescribed drugs was a significant predictor for inadequate documentation of thyroid disease (for 5 to 8 routinely taken medications: OR=2.4/p<0.001; for 9 to 12: OR=4.0/p<0.001; for 13 to 20: OR=7.4/p<0.001). CONCLUSIONS Due to the limited data quality of outpatient medical billing diagnoses as a basis for morbidity estimates, GPs' diagnostic data should be subjected to regular internal and external diagnostic validation in SHI routine data. Additional case-related interviews with documenting GPs would significantly increase data validity. Also, intelligent e-tools supporting electronic patient documentation could be helpful to improve the quality of primary care documentation.
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Affiliation(s)
- Carola Münch
- Bereich Allgemeinmedizin, Medizinische Klinik und Poliklinik III des Universitätsklinikums Carl Gustav Carus an der Technischen Universität Dresden, Dresden, Deutschland.
| | - Mandy Gottschall
- Bereich Allgemeinmedizin, Medizinische Klinik und Poliklinik III des Universitätsklinikums Carl Gustav Carus an der Technischen Universität Dresden, Dresden, Deutschland
| | - Grit Hübsch
- Bereich Allgemeinmedizin, Medizinische Klinik und Poliklinik III des Universitätsklinikums Carl Gustav Carus an der Technischen Universität Dresden, Dresden, Deutschland
| | - Juliane Köberlein-Neu
- Bergisches Kompetenzzentrum für Gesundheitsmanagement und Public Health, Bergische Universität Wuppertal, Wuppertal, Deutschland
| | - Jeannine Schübel
- Bereich Allgemeinmedizin, Medizinische Klinik und Poliklinik III des Universitätsklinikums Carl Gustav Carus an der Technischen Universität Dresden, Dresden, Deutschland
| | - Antje Bergmann
- Bereich Allgemeinmedizin, Medizinische Klinik und Poliklinik III des Universitätsklinikums Carl Gustav Carus an der Technischen Universität Dresden, Dresden, Deutschland
| | - Karen Voigt
- Bereich Allgemeinmedizin, Medizinische Klinik und Poliklinik III des Universitätsklinikums Carl Gustav Carus an der Technischen Universität Dresden, Dresden, Deutschland
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Frese T, Mahlmeister J, Heitzer M, Sandholzer H. Chest pain in general practice: Frequency, management, and results of encounter. J Family Med Prim Care 2016; 5:61-6. [PMID: 27453845 PMCID: PMC4943151 DOI: 10.4103/2249-4863.184625] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Objective: Chest pain is a common reason for an encounter in general practice. The present investigation was set out to characterize the consultation rate of chest pain, accompanying symptoms, frequency of diagnostic and therapeutic interventions, and results of the encounter. Materials and Methods: Cross-sectional data were collected from randomly selected patients in the German Sächsische Epidemiologische Studie in der Allgemeinmedizin 2 (SESAM 2) and analyzed from the Dutch Transition Project. Results: Overall, 270 patients from the SESAM 2 study consulted a general practitioner due to chest pain (3% of all consultations). Chest pain was more frequent in people aged over 45 years. The most common diagnostic interventions were physical examination, electrocardiogram at rest and analysis of blood parameters. For the majority of cases, the physicians arranged a follow-up consultation or prescribed drugs. The transition project documented 8117 patients reporting chest pain with a frequency of 44.5/1000 patient years (1.7% of all consultations). Physical examination was also the most common diagnostic intervention, and physician's advice the most relevant therapeutic one. Conclusion: The most common causes for chest pain were musculoskeletal problems followed by cardiovascular diseases. Ischemic heart disease, psychogenic problems, and respiratory diseases each account for about 10% of the cases. However, acutely dangerous causes are rare in general practice.
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Affiliation(s)
- Thomas Frese
- Department of General Practice, Faculty of Medicine, University of Leipzig, Leipzig, Germany
| | - Jarmila Mahlmeister
- Department of General Practice, Faculty of Medicine, University of Leipzig, Leipzig, Germany
| | - Maximilian Heitzer
- Department of General Practice, Faculty of Medicine, University of Leipzig, Leipzig, Germany
| | - Hagen Sandholzer
- Department of General Practice, Faculty of Medicine, University of Leipzig, Leipzig, Germany
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Frese T, Mahlmeister J, Deutsch T, Sandholzer H. Reasons for elderly patients GP visits: results of a cross-sectional study. Clin Interv Aging 2016; 11:127-32. [PMID: 26893549 PMCID: PMC4745849 DOI: 10.2147/cia.s88354] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
OBJECTIVE The aim of this study is to describe the frequency of reasons for elderly patients visits to a general practice (GP) setting. SUBJECTS AND METHODS Cross-sectional data from 8,877 randomly selected patients were assessed during a 1-year period by 209 GPs in the German federal state of Saxony. The reasons for visits, performed procedures, and results of visits were documented. In this study, the data of patients aged 65 years and older are analyzed and the procedural and nonprocedural reasons for visits are described. RESULTS In all, 2,866 patients aged 65 years and older were included. The majority of patients (1,807) were female. A total of 4,426 reasons for visits were found, distributed on 363 International Classification of Primary Care-2 codes. In the mean, there were 1.5 reasons for a GP visit from each patient. The top five nonprocedural reasons for visiting the GP were: cough (1.8%), back complaints (1.6%), shoulder complaints (1.3%), knee complaints (1.1%), and dyspnea (1.0% of all reasons for visit). The top five procedural reasons for visiting the GP included follow-up investigations of cardiovascular or endocrine disorders and immunizations. The top 30 nonprocedural reasons for visits covered 21.9% of all reasons for visiting. The top 30 procedural reasons covered 54.3% of all reasons for visits. CONCLUSION The current work indicates that people aged 65 years and older consult the GP more frequently for procedural than for nonprocedural reasons. The top 30 procedural and nonprocedural reasons for visits cover ~75% of all reasons for visits in these patients.
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Affiliation(s)
- Thomas Frese
- Department of General Practice, Medical Faculty, University of Leipzig, Leipzig, Germany
| | - Jarmila Mahlmeister
- Department of General Practice, Medical Faculty, University of Leipzig, Leipzig, Germany
| | - Tobias Deutsch
- Department of General Practice, Medical Faculty, University of Leipzig, Leipzig, Germany
| | - Hagen Sandholzer
- Department of General Practice, Medical Faculty, University of Leipzig, Leipzig, Germany
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Bjerre LM, Paterson NR, McGowan J, Hogg W, Campbell C, Viner G, Archibald D. Do Continuing Medical Education (CME) events cover the content physicians want to know? A content analysis of CME offerings. THE JOURNAL OF CONTINUING EDUCATION IN THE HEALTH PROFESSIONS 2015; 35:27-37. [PMID: 25799970 DOI: 10.1002/chp.21268] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
Abstract
INTRODUCTION The purpose of this study is to assess whether annual refresher session offerings match the needs of physicians by coding and comparing session syllabi to physician questions collected electronically at the point of care. METHODS Thirteen syllabi from annual refresher continuing medical education (CME) events offered to family physicians in Canada were collected and their session titles and descriptions entered into a database. Titles and descriptions were coded using the International Classification for Primary Care version 2 (ICPC-2). Titles and descriptions were further coded depending on whether the sessions involved a drug treatment/medication component. Syllabi content was compared to previously determined questions asked by physicians at the point of care. RESULTS Of the original 701 session titles, 625 (89.2%) were suitable for analysis. CME sessions focused on musculoskeletal, digestive, skin, urologic, and general categories were underrepresented in comparison to point-of-care questions. The reverse was true for the psychological/mental health category. DISCUSSION Differences between questions asked by physicians at the point of care and the content of contemporaneous CME refresher courses can be analyzed to identify gaps in CME offerings. This knowledge could be used to develop CME curricula and highlight areas of need for inclusion in refresher courses.
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Frese T, Druckrey H, Sandholzer H. Headache in General Practice: Frequency, Management, and Results of Encounter. INTERNATIONAL SCHOLARLY RESEARCH NOTICES 2014; 2014:169428. [PMID: 27350982 PMCID: PMC4897548 DOI: 10.1155/2014/169428] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 04/21/2014] [Revised: 08/04/2014] [Accepted: 08/05/2014] [Indexed: 11/17/2022]
Abstract
Objective. Headache is a common reason for consulting the general practitioner. The goal of the investigation was to characterize the headache consultation rates, the associated symptoms, the frequency of diagnostic and therapeutic procedures, and the results of the encounter of patients with headache. Methods. Cross-sectional data were collected from randomly selected patients during the German SESAM 2 study and compared with unpublished but publicly available data from the Dutch Transition Project. Results. Headache accounts for up to five percent of all general practice consultations. Women consult the general practitioner for headache twice as often as men. Physical examination and drug prescription are the most frequent procedures. Most of the patients suffer from primary headache; secondary headache is due to upper respiratory tract infections or problems of the spinal column. Dangerous courses occur in very rare cases. Conclusion. This work confirms the findings of earlier studies regarding the management of patients that consult the general practitioner for headache. It broadens the preexisting database since cross-sectional data regarding headache in general practice was rarely published.
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Affiliation(s)
- Thomas Frese
- Department of Primary Care, Leipzig Medical School, Philipp-Rosenthal-Straße 55, 04103 Leipzig, Germany
| | - Henriette Druckrey
- Department of Primary Care, Leipzig Medical School, Philipp-Rosenthal-Straße 55, 04103 Leipzig, Germany
| | - Hagen Sandholzer
- Department of Primary Care, Leipzig Medical School, Philipp-Rosenthal-Straße 55, 04103 Leipzig, Germany
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Unbiased identification of patients with disorders of sex development. PLoS One 2014; 9:e108702. [PMID: 25268640 PMCID: PMC4182545 DOI: 10.1371/journal.pone.0108702] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2014] [Accepted: 08/29/2014] [Indexed: 01/01/2023] Open
Abstract
Disorders of sex development (DSD) represent a collection of rare diseases that generate substantial controversy regarding best practices for diagnosis and treatment. A significant barrier preventing a better understanding of how patients with these conditions should be evaluated and treated, especially from a psychological standpoint, is the lack of systematic and standardized approaches to identify cases for study inclusion. Common approaches include "hand-picked" subjects already known to the practice, which could introduce bias. We implemented an informatics-based approach to identify patients with DSD from electronic health records (EHRs) at three large, academic children's hospitals. The informatics approach involved comprehensively searching EHRs at each hospital using a combination of structured billing codes as an initial filtering strategy followed by keywords applied to the free text clinical documentation. The informatics approach was implemented to replicate the functionality of an EHR search engine (EMERSE) available at one of the hospitals. At the two hospitals that did not have EMERSE, we compared case ascertainment using the informatics method to traditional approaches employed for identifying subjects. Potential cases identified using all approaches were manually reviewed by experts in DSD to verify eligibility criteria. At the two institutions where both the informatics and traditional approaches were applied, the informatics approach identified substantially higher numbers of potential study subjects. The traditional approaches yielded 14 and 28 patients with DSD, respectively; the informatics approach yielded 226 and 77 patients, respectively. The informatics approach missed only a few cases that the traditional approaches identified, largely because those cases were known to the study team, but patient data were not in the particular children's hospital EHR. The use of informatics approaches to search electronic documentation can result in substantially larger numbers of subjects identified for studies of rare diseases such as DSD, and these approaches can be applied across hospitals.
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Voigt K, Taché S, Klement A, Fankhaenel T, Bojanowski S, Bergmann A. Gaining information about home visits in primary care: methodological issues from a feasibility study. BMC FAMILY PRACTICE 2014; 15:87. [PMID: 24884460 PMCID: PMC4018962 DOI: 10.1186/1471-2296-15-87] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/03/2013] [Accepted: 04/22/2014] [Indexed: 11/23/2022]
Abstract
Background Home visits are part of general practice work in Germany. Within the context of an expanding elderly population and a decreasing number of general practitioner (GPs), open questions regarding the organisation and adequacy of GPs’ care in immobile patients remain. To answer these questions, we will conduct a representative primary data collection concerning contents and organisation of GPs’ home visits in 2014. Because this study will require considerable efforts for documentation and thus substantial involvement by participating GPs, we conducted a pilot study to see whether such a study design was feasible. Methods We used a mixed methods design with two study arms in a sample of teaching GPs of the University Halle. The quantitative arm evaluates participating GPs and documentation of home visits. The qualitative arm focuses on reasons for non-participation for GPs who declined to take part in the pilot study. Results Our study confirms previously observed reasons for non-response of GPs in the particular setting of home visits including lack of time and/or interest. In contrast to previous findings, monetary incentives were not crucial for GPs participation. Several factors influenced the documentation rate of home visits and resulted in a discrepancy between the numbers of home visits documented versus those actually conducted. The most frequently reported problem was related to obtaining patient consent, especially when patients were unable to provide informed consent due to cognitive deficits. Conclusions The results of our feasibility study provide evidence for improvement of the study design and study instruments to effectively conduct a documentation-intensive study of GPs doing home visits. Improvement of instructions and questionnaire regarding time variables and assessment of the need for home visits will be carried out to increase the reliability of future data. One particularly important methodological issue yet to be resolved is how to increase the representativeness of home visit care by including the homebound patient population that is unable to provide informed consent.
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Affiliation(s)
- Karen Voigt
- Department of General Practice/Medical Clinic III, University Hospital Carl Gustav Carus of the Technische Universität Dresden, Fetscherstraße 74, 01307 Dresden, Germany.
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Frese T, Peyton L, Mahlmeister J, Sandholzer H. Knee pain as the reason for encounter in general practice. ISRN FAMILY MEDICINE 2013; 2013:930825. [PMID: 24959577 PMCID: PMC4041260 DOI: 10.5402/2013/930825] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 09/18/2013] [Accepted: 10/09/2013] [Indexed: 11/23/2022]
Abstract
Objective. Currently, an overview of the management of knee pain in general practitioner's offices is not available. The main concern of this study was to evaluate the consultation prevalence of knee pain, accompanying symptoms, the frequency of diagnostic and therapeutic procedures, and results of encounters of patients suffering from knee pain. Methods. For the SESAM 2 study cross-sectional data was collected from randomly selected patients during one year and compared with publicly available data from the Dutch Transition Project. Results. Overall, 127 out of 8,877 (1.4%) patients of the SESAM 2 study and 6,754 out of 149,238 (4.5%) patients of the Dutch Transition Project consulted for knee pain. Drug prescription, follow-up consultation, giving doctor's advice, and referral to a specialist or physiotherapist were the most frequent procedures. Osteoarthritis of the knee and other musculoskeletal diseases were the most frequent results of encounter. Overweight, age, gender, and other musculoskeletal diseases were found to be significantly associated with knee pain. Conclusion. Knee pain in general practice settings is mainly associated with chronic problems. Dangerous outcomes (as suspected fracture or thrombosis) are rare. Further research is needed in order to reduce the influence knee pain has on daily living.
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Affiliation(s)
- Thomas Frese
- Department of Primary Care, Leipzig Medical School, Philipp-Rosenthal-Straße 55, 04103 Leipzig, Germany
| | - Linda Peyton
- Department of Primary Care, Leipzig Medical School, Philipp-Rosenthal-Straße 55, 04103 Leipzig, Germany
| | - Jarmila Mahlmeister
- Department of Primary Care, Leipzig Medical School, Philipp-Rosenthal-Straße 55, 04103 Leipzig, Germany
| | - Hagen Sandholzer
- Department of Primary Care, Leipzig Medical School, Philipp-Rosenthal-Straße 55, 04103 Leipzig, Germany
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Frese T, Klauss S, Herrmann K, Sandholzer H. Nausea and vomiting as the reasons for encounter in general practice. J Clin Med Res 2011; 3:23-9. [PMID: 22043268 PMCID: PMC3194022 DOI: 10.4021/jocmr410w] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/01/2011] [Indexed: 11/09/2022] Open
Abstract
Background The present study aimed to explore the consultation prevalence, differential diagnoses, and management of patients presenting with nausea or vomiting to their family doctors. Methods Cross-sectional data were collected from randomly selected patients during the SESAM 2 study (October 1, 1999 to September 30, 2000). We contacted 2510 doctors; 270 (10.8%) of them participated in the study. Data were collected from randomly selected patients previously known to the general practitioner. Unpublished but publicly available data from the Dutch Transition Project were also analysed. Results One hundred and sixty-nine of the total 8874 patients consulted their general practitioner for nausea/vomiting; 97 (57.4%) were female and 72 (42.6%) were male. Most patients suffering from nausea or vomiting in general practice were aged between 15 and 64 years. Nearly all patients were given a physical examination. Most diagnoses were made without further investigation, additional diagnostic procedures were found to be necessary in only 7 patients. Drugs were prescribed as the most frequent form of medical treatment, in 76.3% of cases. Non-infectious gastroenteritis or colitis was the most frequent diagnosis. Nausea or vomiting was associated with diarrhoea, fever, and abdominal pain. Headache, general weakness, and epigastric pain were also statistically significantly associated with nausea or vomiting. Conclusions Many disorders cause nausea or vomiting. Although most of the patients were diagnosed with non-infectious gastroenteritis or colitis, the general practitioner also has to bear in mind that nausea and vomiting may be alarm symptoms. Medication was prescribed in most of the cases and there were only a few referrals to a specialist or hospital. Life-threatening disorders (appendicitis, bowel obstruction/ileus) were found in a few cases presenting with nausea or vomiting. Keywords Nausea; Vomiting; General practice; Primary care
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Affiliation(s)
- Thomas Frese
- Department of Primary Care, Leipzig Medical School, Leipzig, Germany
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Frese T, Sobeck C, Herrmann K, Sandholzer H. Dyspnea as the reason for encounter in general practice. J Clin Med Res 2011; 3:239-46. [PMID: 22383911 PMCID: PMC3279485 DOI: 10.4021/jocmr642w] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/21/2011] [Indexed: 11/08/2022] Open
Abstract
Background Dyspnea is a common reason for consulting a physician. Data from the primary care setting on the epidemiology, management, and underlying causes of dyspnea have seldomly been published. The present study is aimed to explore the consultation prevalence of dyspnea, frequency of diagnostic and therapeutic procedures, accompanying symptoms and results of encounter or diagnoses of patients with dyspnea in a day-to-day primary care setting. Methods Cross-sectional data were collected from randomly selected patients during the SESAM 2 study (October 1, 1999 to September 30, 2000). Unpublished but publicly available data from the Dutch Transition Project were also analysed. Results One (n = 93; SESAM 2) and 3.9% (n = 7,855; Transition Project) of the patients consulted the practioner for dyspnea. The male to female ratio was almost 1 : 1. Half of the patients sought medical advice for not previously known dyspnea (Transition Project). Dyspnea occurs more frequently among small children (0 to 4 years) and elderly adults (> 64 years of age). Nearly all patients received a physical examination. Many causes were examined with the help of electrocardiograms but spirometry and laboratory tests were also used. Drug prescription was the most frequent (79.6%) therapeutic procedure. Acute bronchitis was the most common diagnosis. Dyspnea was significantly associated to cough, dysphagia, abnormal sputum, airway pain, sweating, and thoracic pain. There was also a significant association to chronic obstructive pulmonary disease. Conclusions Dyspnea is a common reason for seeking medical advice. Emergency cases (e.g. myocardial infarction) are rarely present in the general practitioner’s consultation. The majority of underlying causes are respiratory tract infections and exacerbated, previously known chronic diseases. Keywords Dyspnea; General practice; Primary care; Reason for encounter
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Affiliation(s)
- Thomas Frese
- Department of Primary Care, Leipzig Medical School, Leipzig, Germany
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Frese T, Herrmann K, Sandholzer H. Pruritus as reason for encounter in general practice. J Clin Med Res 2011; 3:223-9. [PMID: 22383909 PMCID: PMC3279483 DOI: 10.4021/jocmr632w] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/12/2011] [Indexed: 11/10/2022] Open
Abstract
Background Pruritus is a common reason for consulting the general practitioner. Data from a primary care setting have seldom been published. The goal of the recent investigation was to characterize the consultation prevalence of pruritus, frequency of diagnostic and therapeutic procedures, accompanying symptoms and results of encounter or diagnoses of patients with pruritus. Methods Cross-sectional data were collected from randomly selected patients during the SESAM 2 study and compared with unpublished but publicly available data from the Dutch Transition Project and the published Australian BEACH study data. Results Overall 64 of the 8,877 patients from the SESAM 2 study consulted a physician for pruritus. The male to female ratio was 1.0 : 1.3. Pruritus was more frequent in children and people aged over 75 years. Physical examination was performed in all patients. Further diagnostic measures were seldom necessary. Drugs were prescribed in 84% of the cases. Allergic contact eczema and infectious diseases of the skin were the most frequent results of encounter or diagnoses. Medical adverse effects and allergic reactions should be considered as causes of pruritus. We found no significant association to systemic diseases. Conclusions In a primary care setting, pruritus occurs regularly. It is associated to (infectious) skin diseases. Acute dangerous courses are rare. Keywords Pruritus; Itch; General practice; Primary care; Reason for encounter
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Affiliation(s)
- Thomas Frese
- Department of Primary Care, Leipzig Medical School, Leipzig, Germany
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Ochsmann EB, Escobar Pinzón CL, Letzel S, Kraus T, Michaelis M, Muenster E. Prevalence of diagnosis and direct treatment costs of back disorders in 644,773 children and youths in Germany. BMC Musculoskelet Disord 2010; 11:193. [PMID: 20799982 PMCID: PMC2936886 DOI: 10.1186/1471-2474-11-193] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/27/2010] [Accepted: 08/28/2010] [Indexed: 11/19/2022] Open
Abstract
Background Many authors have reported about the high prevalence rates of self-reported back pain in children. Nevertheless, little is known about the diagnosis of back disorders - regardless of whether the diagnosis is associated with back pain or not. Therefore, the aim of this study was to analyse the prevalence rates and costs of diagnosis of back disorders in childhood and youth. Methods We conducted a secondary data analysis of a large, population based German data set (2,300,980 insurants of statutory health insurance funds) which allowed for identification of prevalence rates of diagnoses of back disorders in children (age group 0-14 years) and youths (age group 15-24 years) using three digit ICD-10 codes for dorsopathies (M40 - M54: kyphosis and lordosis; scoliosis; spinal osteochondrosis; other deforming dorsopathies; ankylosing spondylitis; other inflammatory spondylopathies; spondylosis; other spondylopathies; spondylopathies in diseases classified elsewhere; cervical disc disorders; other intervertebral disc disorders; other dorsopathies, not elsewhere classified; dorsalgia). Direct treatment costs were calculated based on the real incurred costs for cases with a singular diagnosis of a back disorder. Wherever possible, the results of the random sample were extrapolated to all insurants of statutory health insurance funds (i. e., about 90% of the German population). Results We found prevalence rates for the diagnosis of back disorders to range between 0.01 - 12.5%. "Scoliosis" (M41) and "dorsalgia" (M54) were the most frequent diagnoses in both age groups. Based on these results, it was calculated that in 2002 alone, approximately 1.4 million children/youths in Germany were diagnosed with "dorsalgia" (M54), and that the direct costs for back disorders in childhood and youth accounted for at least 100 million Euros. Conclusions Instead of focusing on the individual, and self-reported disorder or disability, this analysis allowed for the detailed evaluation of medical experts' opinion on back disorders in childhood and youth and for a more objective or public health oriented insight in the topic of diagnosis of back pain and other back disorders. However, due to the methodological limitations by using ICD-10 coding, standardized random validity checks of population based data sets should be mandatory.
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Affiliation(s)
- Elke B Ochsmann
- Institute for Occupational and Social Medicine, Medical Faculty, RWTH Aachen University, Aachen, Germany.
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