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Stuhec M, Batinic B. Clinical pharmacist interventions in the transition of care in a mental health hospital: case reports focused on the medication reconciliation process. Front Psychiatry 2023; 14:1263464. [PMID: 38205081 PMCID: PMC10777203 DOI: 10.3389/fpsyt.2023.1263464] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/19/2023] [Accepted: 12/04/2023] [Indexed: 01/12/2024] Open
Abstract
The transition of care represents a key point in the hospital admission and discharge process. A comprehensive transition could lead to fewer medication-related problems. The hospital clinical pharmacist could help in the transition of care process with a comprehensive medication reconciliation process, which has been poorly described in mental health hospitals. This study presents two clinical cases in which hospital clinical pharmacists identified omitted medications and other medication-related issues, including medication errors, during the transition of care in a mental health hospital. These positive experiences may encourage other countries to establish similar collaborations with hospital clinical pharmacists in mental health hospitals.
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Affiliation(s)
- Matej Stuhec
- Faculty of Medicine, University of Maribor, Maribor, Slovenia
- Department of Clinical Pharmacy, Ormoz Psychiatric Hospital, Ormoz, Slovenia
| | - Borjanka Batinic
- Department of Psychology, Faculty of Philosophy, University of Belgrade, Belgrade, Serbia
- Clinic of Psychiatry, University Clinical Centre of Serbia, Belgrade, Serbia
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2
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Doucette L, Kiely BT, Gierisch JM, Marion E, Nadler L, Heflin MT, Upchurch G. Participatory research to improve medication reconciliation for older adults in the community. J Am Geriatr Soc 2023; 71:620-631. [PMID: 36420635 PMCID: PMC9957786 DOI: 10.1111/jgs.18132] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2022] [Revised: 10/22/2022] [Accepted: 10/26/2022] [Indexed: 11/25/2022]
Abstract
INTRODUCTION Medication reconciliation, a technique that assists in aligning a care team's understanding of an individual's true medication regimen, is vital to optimize medication use and prevent medication errors. Historically, most medication reconciliation research has focused on institutional settings and transitional care, with comparatively little attention given to medication reconciliation in community settings. To optimize medication reconciliation for community-dwelling older adults, healthcare professionals and older adults must be engaged in co-designing processes that create sustainable approaches. METHODS Academic researchers, older adults, and community- and health system-based healthcare professionals engaged in a participatory process to better understand medication reconciliation barriers and co-design solutions. The initiative consisted of two participatory research approaches: (1) Sparks Innovation Studios, which synthesized professional expertise and opinions, and (2) a Community Consultation Studio with older adults. Input from both groups informed a list of possible solutions and these were ranked based on evaluative criteria of feasibility, person-centeredness, equity, and sustainability. RESULTS Sparks Innovation Studios identified a lack of ownership, fragmented healthcare systems, and time constraints as the leading barriers to medication reconciliation. The Community Consultation Studio revealed that older adults often feel dismissed in medical encounters and perceive poor communication with and among providers. The Community Consultation Studio and Sparks Innovation Studios resulted in four highly-ranked solutions to improve medication reconciliation: (1) support for older adults to improve health literacy and ownership; (2) ensuring medication indications are included on prescription labels; (3) trainings and incentives for front-line staff in clinic settings to become champions for medication reconciliation; and (4) electronic health record improvements that simplify active medication lists. CONCLUSION Engaging community representatives with academic partners in the research process enhanced understanding of community priorities and provided a practical roadmap for innovations that have the potential to improve the well-being of community-dwelling older adults.
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Affiliation(s)
- Lorna Doucette
- Department of Maternal, Child and Family Health, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC
- Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, NC
| | | | - Jennifer M. Gierisch
- Department of Population Health Sciences, Duke University School of Medicine, Durham, NC
- Durham Center of Innovation to Accelerate Discovery and Practice Transformation, Durham Veterans Affairs Health Care Center, Durham, NC
- Division of General Internal Medicine, Department of Medicine, Duke University School of Medicine, Durham, NC
| | - Eve Marion
- Duke University School of Medicine, Durham, NC
- Duke Clinical and Translational Science Institute, Durham, NC
| | | | - Mitchell T Heflin
- Duke Health Center for Interprofessional Education and Care (IPEC), Duke University Schools of Nursing and Medicine, Durham, NC
- Department of Medicine, Division of Geriatrics, Duke University Medical Center, Durham, North Carolina
| | - Gina Upchurch
- Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, NC
- Senior PharmAssist, Durham, NC
- Department of Public Health Leadership, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC
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Petry NJ, Van Heukelom J, Baye JF, Massmann A. The effect of medication reconciliation on generating an accurate medication list in a pharmacogenomics practice. ANNALS OF TRANSLATIONAL MEDICINE 2022; 10:1259. [PMID: 36618791 PMCID: PMC9816821 DOI: 10.21037/atm-2022-63] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/11/2022] [Accepted: 10/31/2022] [Indexed: 11/18/2022]
Abstract
Background Medication reconciliation is recognized as a critically important medication safety element and a key initiative by multiple organizations. Within our precision medicine program, accurate medication lists are essential to our ability to make specific medication recommendations based on pharmacogenetic results. Our study aimed to identify discrepancies within the patient's medication list to improve medication management via genetic factors through a pharmacy team-based approach. Methods A dedicated team of pharmacists and trained student pharmacists conducted telephone interviews to complete medication reconciliation for individuals enrolled in our precision medicine preemptive screening program. Medication list discrepancies were tracked as well as if pharmacogenetic consults were altered by findings during the telephone interviews. Results Medication reconciliation was completed on 465 participants who had recently received or were awaiting pharmacogenetic testing. We found similar results to previously described rates of medication list discrepancies with an average of 4.9 medication discrepancies per patient as well as greater than 90% of individuals having at least one medication discrepancy. Pharmacogenetic recommendations for 20 individuals (4.3%) required adjustment following medication reconciliation. Conclusions This pilot program supports the value of a dedicated team for medication reconciliation and the importance of accurate medication lists to optimize precision medicine programs.
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Affiliation(s)
- Natasha J. Petry
- Sanford Health Imagenetics, Sioux Falls, SD, USA;,Department of Pharmacy Practice, North Dakota State University, Fargo, ND, USA
| | - Joel Van Heukelom
- Sanford Health Imagenetics, Sioux Falls, SD, USA;,Sanford School of Medicine, University of South Dakota, Vermillion, SD, USA
| | - Jordan F. Baye
- Sanford Health Imagenetics, Sioux Falls, SD, USA;,Sanford School of Medicine, University of South Dakota, Vermillion, SD, USA;,College of Pharmacy and Allied Health Professions, South Dakota State University, Brookings, SD, USA
| | - Amanda Massmann
- Sanford Health Imagenetics, Sioux Falls, SD, USA;,Sanford School of Medicine, University of South Dakota, Vermillion, SD, USA
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Gionfriddo MR, Duboski V, Middernacht A, Kern MS, Graham J, Wright EA. A mixed methods evaluation of medication reconciliation in the primary care setting. PLoS One 2021; 16:e0260882. [PMID: 34855888 PMCID: PMC8638945 DOI: 10.1371/journal.pone.0260882] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2021] [Accepted: 11/18/2021] [Indexed: 11/19/2022] Open
Abstract
OBJECTIVES To understand the extent to which behaviors consistent with high quality medication reconciliation occurred in primary care settings and explore barriers to high quality medication reconciliation. DESIGN Fully mixed sequential equal status design including ethnographic observations, semi-structured interviews, and surveys. SETTING Primary care practices within an integrated healthcare delivery system in the United States. PARTICIPANTS We conducted 170 observations of patient encounters across 15 primary care clinics, 48 semi-structured interviews with staff, and 10 semi-structured interviews with patients. We also sent out surveys to 2,541 eligible staff with 616 responses (24% response rate) and to 5,132 eligible patients with 577 responses (11% response rate). RESULTS Inconsistency emerged as a major barrier to effective medication reconciliation. This inconsistency was present across a variety of factors such as the lack of standardized workflows for conducting medication reconciliation, a lack of knowledge about medication and the process of medication reconciliation, varying levels of importance ascribed to medication reconciliation, and inadequate integration of medication reconciliation into clinical workflows. Findings were generally consistent across all data collection methods. CONCLUSION We have identified several barriers which impact the process of medication reconciliation in primary care settings. Our key finding is that the process of medication reconciliation is plagued by inconsistencies which contribute to inaccurate medication lists. These inconsistencies can be broken down into several categories (standardization, knowledge, importance, and inadequate integration) which can be targets for future studies and interventions.
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Affiliation(s)
- Michael R. Gionfriddo
- Center for Pharmacy Innovation and Outcomes, Geisinger, Danville, PA, United States of America
- * E-mail:
| | - Vanessa Duboski
- Center for Pharmacy Innovation and Outcomes, Geisinger, Danville, PA, United States of America
| | - Allison Middernacht
- Wilkes University School of Pharmacy, Wilkes-Barre, PA, United States of America
| | - Melissa S. Kern
- Center for Pharmacy Innovation and Outcomes, Geisinger, Danville, PA, United States of America
| | - Jove Graham
- Center for Pharmacy Innovation and Outcomes, Geisinger, Danville, PA, United States of America
| | - Eric A. Wright
- Center for Pharmacy Innovation and Outcomes, Geisinger, Danville, PA, United States of America
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Goueth RC, Cohen AM, Weiskopf NG. An Analysis of Two Sources of Cardiology Patient Data to Measure Medication Agreement. AMIA JOINT SUMMITS ON TRANSLATIONAL SCIENCE PROCEEDINGS. AMIA JOINT SUMMITS ON TRANSLATIONAL SCIENCE 2021; 2021:267-275. [PMID: 34457141 PMCID: PMC8378639] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
Errors and incompleteness in electronic health record (EHR) medication lists can result in medical errors. To reduce errors in these medication lists, clinicians use patient self-reported data to reconcile EHR data. We assessed the agreement between patient self-reported medications and medications recorded in the EHR for six medication classes related to cardiovascular care and used logistic regression models to determine which patient-related factors were associated with the disagreement between these two information sources. From our 297 patients, we found self-reported medications had an overall above-average agreement with the EHR (? = .727). We observed the highest agreement level for statins (? = .831) and the lowest for other antihypertensives (? = .465). Agreement was less likely for Hispanic and male patients. We also performed an in-depth error analysis of different types of disagreement beyond medication names, which revealed that the most frequent type of disagreement was mismatched dosages.
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Affiliation(s)
- Rose C Goueth
- Department of Medical Informatics and Clinical Epidemiology, Oregon Health & Science University, Portland, OR, USA
| | - Aaron M Cohen
- Department of Medical Informatics and Clinical Epidemiology, Oregon Health & Science University, Portland, OR, USA
| | - Nicole G Weiskopf
- Department of Medical Informatics and Clinical Epidemiology, Oregon Health & Science University, Portland, OR, USA
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Harper A, Kukielka E, Jones R. Patient Harm Resulting From Medication Reconciliation Process Failures: A Study of Serious Events Reported by Pennsylvania Hospitals. PATIENT SAFETY 2021. [DOI: 10.33940/data/2021.3.1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Medication reconciliation broadly defined includes both formal and informal processes that involve the comprehensive evaluation of a patient’s medications during each transition of care and change in therapy. The medication reconciliation process is complex, and studies have shown that up to 91% of medication reconciliation errors are clinically significant and 1–2% are serious or potentially life-threatening. We queried the Pennsylvania Patient Safety Reporting System (PA-PSRS) and identified 93 serious events related to the medication reconciliation process reported between January 2015 and August 2020. Serious events related to medication reconciliation were most common among patients 65 years or older (55.9%; 52 of 93). The majority of events (58.1%; 54 of 93) contributed to or resulted in temporary harm and required treatment or intervention. Permanent harm or death occurred as a result of 3.3% (3 of 93) of the events. Admission/triage was the most frequent transition of care associated with events (69.9%; 65 of 93). The most common stage of the medication reconciliation process at which failures most directly contributed to patient harm was order entry/transcription (41.9%; 39 of 93) and resulted most frequently in wrong dose (n=21) or dose omission (n=13). Most events were discovered after the patient had a change in condition (76.3%; 71 of 93), and patients most often required readmission, hospitalization, emergency care, intensive care, or transfer to a higher level of care (58.0%; 54 of 93). Among 128 medications identified across all events, neurologic or psychiatric medications were the most common (39.1%; 50 of 128), and anticonvulsants were the most common pharmacologic class among neurologic or psychiatric medications (42.0%; 21 of 50). Based on our findings, risk reduction strategies that may improve patient safety related to the medication reconciliation process include defined clinician roles for medication reconciliation, listing the indication for each medication prescribed, and for facilities to consider adding anticonvulsants to their processes for medications with a high risk for harm.
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Dietrich FM, Hersberger KE, Arnet I. Benefits of medication charts provided at transitions of care: a narrative systematic review. BMJ Open 2020; 10:e037668. [PMID: 33093031 PMCID: PMC7583078 DOI: 10.1136/bmjopen-2020-037668] [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: 02/11/2020] [Revised: 09/28/2020] [Accepted: 09/29/2020] [Indexed: 11/24/2022] Open
Abstract
OBJECTIVES Particularly at transitions of care points information concerning current medication tends to be incomplete. A medication chart that contains all essential information on current therapy is likely to be a helpful tool for patients and healthcare providers. We aimed to investigate any type of benefits associated with medication charts provided at transition points. METHODS A systematic review according to Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines was performed. Two databases, two online journals and two association websites dedicated to biomedicine and pharmacy issues were consulted to identify studies for the review using the search term 'medication chart' and synonyms. We run our search from database inception up to March 2019. Studies of any study design, intervention and population which examined the effect of paper-based medication charts were included. We extracted study results narratively and coded and classified them by themes and categories inductively by using the 'framework method' with content analysis. The methodological quality of the studies was assessed using the Effective Public Health Practice Project (EPHPP) tool. RESULTS From the 846 retrieved articles, 30 studies met the inclusion criteria, mostly from Germany (18 studies) and the USA (5 studies). Thirteen studies reported a statistically significant result. In the 'patient theme', the most obvious benefits were an increase in medication knowledge, a reduction of medication errors and higher medication adherence. In the 'interdisciplinary theme', a medication chart represented a helpful tool to increase communication and inter-sectoral cooperation between healthcare providers. In the 'theme of terms and conditions', accuracy and currency of data are prerequisites for any positive effect. The quality of the studies was classified predominantly weak mainly due to unmet good quality criteria (no randomised controlled trials study design, no reported dropouts). CONCLUSION Overall, the reviewed studies suggested some benefits when using medication charts. Healthcare providers could consider using medication charts in their counselling practice. However, it is unknown whether the reported benefits lead to measurable improvement in clinical outcomes. PROSPERO REGISTRATION NUMBER.
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Affiliation(s)
- Fine Michèle Dietrich
- Pharmaceutical Science, Pharmaceutical Care Research Group, University of Basel, Basel, Switzerland
| | - Kurt E Hersberger
- Pharmaceutical Science, Pharmaceutical Care Research Group, University of Basel, Basel, Switzerland
| | - Isabelle Arnet
- Pharmaceutical Science, Pharmaceutical Care Research Group, University of Basel, Basel, Switzerland
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Herges JR, Garrison GM, Mara KC, Angstman KB. Using medication containers during pharmacist transitional care visits and impact on medication discrepancies identified and hospital readmission risk. J Am Pharm Assoc (2003) 2020; 61:68-73. [PMID: 33032948 DOI: 10.1016/j.japh.2020.09.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2020] [Revised: 08/07/2020] [Accepted: 09/01/2020] [Indexed: 11/18/2022]
Abstract
OBJECTIVE To evaluate the impact of having patients present to a pharmacist-clinician collaborative (PCC) visit after hospital discharge with their medication containers on risk of 30-day readmission. METHODS This is a retrospective cohort study from July 1, 2013 to June 18, 2018 at 5 primary care clinic sites. We included adult patients on at least 10 total medications at hospital discharge who did and did not present to the PCC visit with medication containers. Patients in both groups met with a pharmacist for 30 minutes, immediately followed by a clinician visit. Thirty-day risk of readmission was assessed using Cox proportional hazards regression. RESULTS A total of 724 qualifying patients presented for a PCC visit with their medication containers within 30 days of hospital discharge, whereas 636 did not. After adjusting for significant differences in baseline characteristics, there was no statistically significant difference in hospital readmission risk between the groups at 30 days after the visit (hazard ratio 0.94 [95% CI 0.68-1.29], P = 0.69). When patients brought their medication containers, pharmacists identified more medication discrepancies (mean ± SD, 2.2 ± 2.1 vs. 1.5 ± 1.7, P < 0.001) and made more medication therapy recommendations (1.8 ± 1.3 vs. 1.5 ± 1.2, P < 0.001) to the clinician. CONCLUSION The presence of medication containers did not affect the risk of hospital readmission, although, it did allow pharmacists to identify more medication discrepancies and medication problems. These findings support instructing patients to bring their medication containers to transitional care visits to resolve medication-related issues.
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Harper PG, Schafer KM, Van Riper K, Justesen K, Ramer T, Wicks C, Oyenuga A, Budd J. Team-based approach to improving medication reconciliation rates in family medicine residency clinics. J Am Pharm Assoc (2003) 2020; 61:e46-e52. [PMID: 32919924 DOI: 10.1016/j.japh.2020.08.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2020] [Revised: 07/30/2020] [Accepted: 08/03/2020] [Indexed: 11/24/2022]
Abstract
OBJECTIVE The objective of this quality improvement project was to design and implement a systematic team-based care approach to medication reconciliation, with a goal of physician-documented medication reconciliation at 70% of all patient office visits. SETTING Ambulatory clinics located in urban, underserved communities in Minneapolis and St. Paul, MN. PRACTICE DESCRIPTION Four family medicine residency clinics, with pharmacists integrated at each site. All clinics use the Epic electronic medical record (Epic Systems Corporation). PRACTICE INNOVATION A team-based care approach to medication reconciliation was designed and implemented involving medical assistants (MAs), physicians, and pharmacists. The MAs did an initial review with patients, the physicians addressed discrepancies, and difficult situations were escalated to the pharmacist for a detailed assessment. EVALUATION The percentage of visits with physician-documented medication reconciliation was measured preintervention and then for 18 months postintervention in 6-month intervals involving more than 118,000 patient visits. Satisfaction surveys of team members were done pre- and postintervention. RESULTS The percentage of visits with physician-documented medication reconciliation improved significantly from 6.5% preintervention to 58.7% (P < 0.001) postintervention, and was sustained and further improved to 70.3% (P < 0.001) 1 year later. The team members had a statistically significant improvement in their ability to articulate the medication reconciliation process. Satisfaction improved significantly for physicians, but MAs did not experience a statistically significant change. CONCLUSION A team-based care approach to medication reconciliation was successfully implemented and sustained at 4 family medicine clinics. There was significant improvement in physician-documented medication reconciliation. Future studies need to address whether this process improves medication-list discrepancies, completeness, and accuracy.
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Dei Tos M, Canova C, Dalla Zuanna T. Evaluation of the medication reconciliation process and classification of discrepancies at hospital admission and discharge in Italy. Int J Clin Pharm 2020; 42:1061-1072. [PMID: 32556895 DOI: 10.1007/s11096-020-01077-2] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2019] [Accepted: 06/02/2020] [Indexed: 11/26/2022]
Abstract
Background Medication errors at different transitions of care are common and potentially harmful. Medication reconciliation process should be evaluated to reduce the unintentional discrepancies. Objective This study aims to identify and classify unintentional medication discrepancies at hospital admission and discharge and associated risk factors. Setting Two general internal medicine and a pulmonology wards of an Italian non-academic hospital. Method A retrospective observational study was conducted among adult patients admitted to the wards. In order to evaluate the current medication reconciliation process of these wards, the frequency and type of unintentional chronic medication discrepancies between the physician assessment of home medication and hospital admission and discharge prescriptions were studied. Patients' characteristic associated with the presence of at least one unintentional discrepancy were evaluated. Main outcome measure Frequencies of unintentional medication discrepancies upon admission and discharge and associated patients' characteristics. Results Among the 144 patients enrolled in the study, 53 and 64 unintentional medication discrepancies were identified at hospital admission and at discharge, respectively. Both at admission and discharge a quarter of patients had at least one unintentional discrepancy. 'Medication omission' was the most frequent type of discrepancy identified and respiratory system and nervous system were the classes of medication with the highest rate of unintentional discrepancies. Unintentional discrepancies were more likely to occur in patients receiving more medicine pre-admission, longer hospitalization stays and coming from or discharged to a nursing home. Conclusion Transitions of care are critical moments for patient safety in terms of unintentional medication discrepancies and a more structured medication reconciliation process is needed. The medication reconciliation process should be considered in terms of a multidisciplinary approach involving all health professionals as well as patients and caregivers directly.
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Affiliation(s)
- Mattia Dei Tos
- Emergency Department, AULSS 2, Via C. Forlanini 71, 31029, Vittorio Veneto, Treviso, Italy
- Department of Cardiac, Thoracic and Vascular Sciences, University of Padova, Via Loredan 18, Padova, Italy
| | - Cristina Canova
- Department of Cardiac, Thoracic and Vascular Sciences, University of Padova, Via Loredan 18, Padova, Italy
| | - Teresa Dalla Zuanna
- Department of Cardiac, Thoracic and Vascular Sciences, University of Padova, Via Loredan 18, Padova, Italy.
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Litchfield I, Spencer R, Bell BG, Avery A, Perryman K, Marsden K, Greenfield S, Campbell S. Development of the prototype concise safe systems checklist tool for general practice. BMC Health Serv Res 2020; 20:544. [PMID: 32546167 PMCID: PMC7296969 DOI: 10.1186/s12913-020-05396-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2019] [Accepted: 06/03/2020] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND In the course of producing a patient safety toolkit for primary care, we identified the need for a concise safe-systems checklist designed to address areas of patient safety which are under-represented in mandatory requirements and existing tools. This paper describes the development of a prototype checklist designed to be used in busy general practice environments to provide an overview of key patient safety related processes and prompt practice wide-discussion. METHODS An extensive narrative review and a survey of world-wide general practice organisations were used to identify existing primary care patient safety issues and tools. A RAND panel of international experts rated the results, summarising the findings for importance and relevance. The checklist was created to include areas that are not part of established patient safety tools or mandatory and legal requirements. Four main themes were identified: information flow, practice safety information, prescribing, and use of IT systems from which a 13 item checklist was trialled in 16 practices resulting in a nine item prototype checklist, which was tested in eight practices. Qualitative data on the utility and usability of the prototype was collected through a series of semi-structured interviews. RESULTS In testing the prototype four of nine items on the checklist were achieved by all eight practices. Three items were achieved by seven of eight practices and two items by six of eight practices. Participants welcomed the brevity and ease of use of the prototype, that it might be used within time scales at their discretion and its ability to engage a range of practice staff in relevant discussions on the safety of existing processes. The items relating to prescribing safety were considered particularly useful. CONCLUSIONS As a result of this work the concise patient safety checklist tool, specifically designed for general practice, has now been made available as part of an online Patient Safety Toolkit hosted by the Royal College of General Practitioners. Senior practice staff such as practice managers and GP partners should find it a useful tool to understand the safety of less explored yet important safety processes within the practice.
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Affiliation(s)
- Ian Litchfield
- Institute of Applied Health Research, College of Medical and Dental Sciences, University of Birmingham, Birmingham, UK.
| | - Rachel Spencer
- Unit of academic primary care, Warwick Medical School, University of Warwick, Coventry, UK
| | - Brian G Bell
- Division of Primary Care, School of Medicine, University of Nottingham, Nottingham, UK
| | - Anthony Avery
- Division of Primary Care, School of Medicine, University of Nottingham, Nottingham, UK
| | - Katherine Perryman
- Division of Population Health, Health Services Research and Primary Care, hester Patient Safety Translational Research Centre, School for Health Sciences, University of Manchester, Manchester, UK
| | - Kate Marsden
- Division of Primary Care, School of Medicine, University of Nottingham, Nottingham, UK
| | - Sheila Greenfield
- Institute of Applied Health Research, College of Medical and Dental Sciences, University of Birmingham, Birmingham, UK
| | - Stephen Campbell
- Division of Population Health, Health Services Research and Primary Care, hester Patient Safety Translational Research Centre, School for Health Sciences, University of Manchester, Manchester, UK
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MedManage: The development of a tool to assist medication reconciliation in a rural primary care clinic. J Am Assoc Nurse Pract 2020; 31:760-765. [PMID: 30829980 DOI: 10.1097/jxx.0000000000000197] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
BACKGROUND Medication reconciliation is a critical step in the health care process to prevent hospital readmission, adverse drug events, and fall prevention. The purpose of the study was to pilot test a medication reconciliation process, MedManage, informed by the Medications at Transitions and Clinical Handoffs (MATCH) toolkit with nursing staff in a rural primary care clinic. METHODS The research team conducted 38 chart audits of high-risk patients, and preintervention and postintervention were conducted to assess changes in medications reported by patients. The intervention included a chart audit tool and medication reconciliation tool created by the interdisciplinary team, MedManage, were pilot tested in the clinic. CONCLUSIONS The Use of MedManage resulted in improvements in patient reporting of over-the-counter (82% of patients reported previously unrecorded OTCs), PRN medications (3% unreported), and herbal supplements/vitamins (28% reported previously unrecorded vitamins). IMPLICATIONS FOR PRACTICE MedManage may be an effective tool to assist clinical nursing staff to attain a more complete and accurate medication list from patients and should be assessed more broadly across rural primary care clinics.
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Persell SD, Karmali KN, Lee JY, Lazar D, Brown T, Friesema EM, Wolf MS. Associations Between Health Literacy and Medication Self-Management Among Community Health Center Patients with Uncontrolled Hypertension. Patient Prefer Adherence 2020; 14:87-95. [PMID: 32021120 PMCID: PMC6970267 DOI: 10.2147/ppa.s226619] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/09/2019] [Accepted: 12/13/2019] [Indexed: 01/20/2023] Open
Abstract
PURPOSE Examine associations between health literacy and several medication self-management constructs among a population of adults with uncontrolled hypertension. PATIENTS AND METHODS Cross-sectional study of health center patients from the Chicago area with uncontrolled hypertension enrolled between April 2012 and February 2015. Medication self-management constructs-applied to hypertension medications, chronic condition medications and all medications-included: 1) medication reconciliation, 2) knowledge of drug indications, 3) understanding instructions and dosing, and 4) self-reported adherence over 4 days (no missed doses). We determined associations between health literacy and self-management outcomes using multivariable generalized linear regression. RESULTS There were 1460 patients who completed screening interviews; 62.9% enrolled and had complete baseline data collected, and were included in the analysis. Of 919 participants, 47.4% had likely limited (low), 33.2% possibly limited, and 19.4% likely adequate health literacy. Compared to participants with likely adequate health literacy, participants with low health literacy were less likely to have chronic medications reconciled (18.0% versus 29.6%, p=0.007), know indications for chronic medications (64.1% versus 83.1%, p<0.001), and demonstrate understanding of instructions and dosing (68.1% versus 82.9%, p=0.001). Self-reported adherence to hypertension medications was higher among the low health literacy group (65.6% versus 56.0%, p=0.010). In multivariable models, health literacy was strongly associated with knowledge of drug indications, and understanding of instructions and dosing. CONCLUSION Low health literacy was associated with worse medication self-management in several domains. However, non-adherence was greatest in the most health literate in unadjusted analysis. Among a population of patients with uncontrolled hypertension, the drivers of poor control may vary by health literacy.
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Affiliation(s)
- Stephen D Persell
- Division of General Internal Medicine and Geriatrics, Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
- Center for Primary Care Innovation, Institute for Public Health and Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
- Correspondence: Stephen D Persell Division of General Internal Medicine and Geriatrics, Department of MedicineFeinberg School of Medicine, Northwestern University, 750 North Lake Shore Drive, 10th Floor, Chicago, IL60611, USATel +1 312 503 6464Fax +1 312 503 2755 Email
| | - Kunal N Karmali
- Division of Cardiology, Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Ji Young Lee
- Division of General Internal Medicine and Geriatrics, Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Danielle Lazar
- Access Community Health Network and the ACCESS Center for Discovery and Learning, Chicago, IL, USA
| | - Tiffany Brown
- Division of General Internal Medicine and Geriatrics, Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Elisha M Friesema
- Division of General Internal Medicine and Geriatrics, Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
- Center for Primary Care Innovation, Institute for Public Health and Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
- Carlson School of Management, University of Minnesota, Minneapolis, MN, USA
| | - Michael S Wolf
- Division of General Internal Medicine and Geriatrics, Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
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De Waal S, Lucas L, Ball S, Pankhurst T. Dietitians can improve accuracy of prescribing by interacting with electronic prescribing systems. BMJ Health Care Inform 2019; 26:bmjhci-2019-000019. [PMID: 31201200 PMCID: PMC7062321 DOI: 10.1136/bmjhci-2019-000019] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2018] [Revised: 03/05/2019] [Accepted: 03/18/2019] [Indexed: 11/23/2022] Open
Abstract
Background Dietitians increasingly interact with electronic health records (EHRs) and use them to alert prescribers to medication inaccuracies. Objective To understand renal dietitians’ use of electronic prescribing systems and influence on medication accuracy in inpatients. In outpatients to determine whether renal dietitians’ use of the electronic medication recording might improve accuracy. Methods In inpatients we studied the impact of dietetic advice on medical prescribing before and after moving from paper recommendations to ePrescribing. In outpatients, when dietitians recommended changes in dialysis units, we assessed the time to patients receiving the new medications. We trained dietitians to use the ePrescribing system and assessed accuracy of medication lists at the start and end of the study period. Results Inpatients: before the use of EHRs, 25% of proposals were carried out and took an average of 20 days. This rose to 38% using an EHR and took an average of 4 days. Outpatients: in dialysis units dietitians recommend initiating and stopping medications and advise on repeat medications. Most recommendations were during multidisciplinary team (MDT) meetings; the average time to receive medications was 10 days. Drug histories updated by dietitians increased after the start of the study and accuracy of medication lists improved from 2.4 discrepancies/patient to 0.4. Conclusion Dietitians can make medication suggestions directly using EHR, delivering more timely change to patient care and improving accuracy of patients’ medication lists. Allowing the whole of the MDT to contribute to the EHR improves data completeness and therefore patient care is likely to be enhanced.
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Affiliation(s)
- Susan De Waal
- Department of Nutrition and Dietetics, University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK
| | - Laurie Lucas
- Clinical Systems and Development/EPR, University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK
| | - Simon Ball
- Department of Renal Medicine, University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK
| | - Tanya Pankhurst
- Department of Renal Medicine, University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK
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Guo M, Tam A, Dey A, Fraser B, Podalak M, Bayley M, Soong C, Lo A. Increasing the use of home medication lists in an outpatient neurorehabilitation clinic. BMJ Open Qual 2019; 8:e000358. [PMID: 31259268 PMCID: PMC6567944 DOI: 10.1136/bmjoq-2018-000358] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2018] [Revised: 07/22/2018] [Accepted: 01/29/2019] [Indexed: 11/03/2022] Open
Abstract
Medication reconciliation in ambulatory care settings helps prevent adverse drug events. Patient involvement in the process is crucial, as clinicians must verify the reported medication history with other sources such as home medication lists or brown-bagged home medications provided by patients. However, only 47.8% of brain injury and stroke adult outpatients at Toronto Rehabilitation Institute, an academic rehabilitation hospital, bring their medications/medication lists to clinic visits. In turn, missing medication information impacts the clinic by causing delays in treatment and interrupted clinic flow. This project aimed to increase the percentage of patients who bring their medications/medication lists to 80% and decrease the impact on clinic visits caused by missing medication information to 10%. This was a controlled before-after study, with the outpatient rehabilitation assessment (OPRA) clinic as the intervention and the spasticity clinic as the control. The model for improvement was used as the project framework. Process mapping, Ishikawa diagrams, driver diagrams and patient surveys generated the change ideas. Verbal reminders during confirmation phone calls, written reminders and medication list templates were implemented. Data were collected on a biweekly basis and analysed using statistical control charts. After six Plan-Do-Study-Act cycles conducted over 49 weeks, both project aims were achieved. The percentage of OPRA clinic patients who brought medications/medication lists was 81.8% and the impact on clinic visits caused by missing medication information was 9.1% of clinic visits. Special cause variation was detected on the statistical control charts. Conversely, there was no special cause variation for the spasticity clinic (the control) for either aim. Lessons learnt include the importance of prolonged data collection when implementing interventions with long lag time, and that verbal reminders may not be effective for patients with cognitive impairments. Future efforts may focus on implementing the bundle of project interventions for the spasticity clinic.
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Affiliation(s)
- Meiqi Guo
- Division of Physical Medicine and Rehabilitation, Department of Medicine, University of Toronto, Toronto, Ontario, Canada
- University Health Network, Toronto, Ontario, Canada
| | - Alan Tam
- Division of Physical Medicine and Rehabilitation, Department of Medicine, University of Toronto, Toronto, Ontario, Canada
- University Health Network, Toronto Rehabilitation Institute, Toronto, Ontario, Canada
| | - Ayan Dey
- Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada
- Rotman Research Institute, Baycrest Hospital, Toronto, Ontario, Canada
| | - Beth Fraser
- University Health Network, Toronto Rehabilitation Institute, Toronto, Ontario, Canada
| | - Margaret Podalak
- University Health Network, Toronto Rehabilitation Institute, Toronto, Ontario, Canada
| | - Mark Bayley
- University Health Network, Toronto Rehabilitation Institute, Toronto, Ontario, Canada
- Division of Physical Medicine and Rehabilitation, Department of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Christine Soong
- Division of General Internal Medicine, Sinai Health System, Toronto, Ontario, Canada
- University of Toronto Institute of Health Policy, Management and Evaluation, Toronto, Ontario, Canada
| | - Alexander Lo
- University Health Network, Toronto, Ontario, Canada
- Division of Physical Medicine and Rehabilitation, Department of Medicine, University of Toronto, Toronto, Ontario, Canada
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Liu VC, Mohammad I, Deol BB, Balarezo A, Deng L, Garwood CL. Post-discharge Medication Reconciliation: Reduction in Readmissions in a Geriatric Primary Care Clinic. J Aging Health 2018; 31:1790-1805. [DOI: 10.1177/0898264318795571] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
Objectives: This study aimed to evaluate hospital utilization and characterize interventions of pharmacist-led telephonic post-discharge medication reconciliation. Method: A retrospective analysis was conducted, including 833 index events in 586 geriatric patients receiving the intervention. Medicare claims were used to capture 30-day hospital utilization (admission to the emergency department, observation unit, or inpatient hospitalization) following discharge from any of these locations. Medication-related interventions were described. Results: Hospital utilization within 30 days after discharge from any location was greater for patients receiving usual care compared with the intervention (32.5% vs. 22.2%; odds ratio [OR] = 1.69, 95% confidence interval [CI] = [1.06, 2.68]). Inpatient admission within 30 days after discharge from any location was greater for those receiving usual care (14.7% vs. 6.4%; OR = 2.54, 95% CI = [1.18, 5.44]). At least one medication-related problem was identified and addressed in 89.8% of patients receiving the intervention. Discussion: A telephonic post-discharge medication reconciliation program can lead to reduction in hospital utilization in a geriatric population.
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Affiliation(s)
- Victoria C. Liu
- Cambridge Health Alliance, MA, USA
- Detroit Medical Center, MI, USA
| | - Insaf Mohammad
- Detroit Medical Center, MI, USA
- Wayne State University, Detroit, MI, USA
| | - Bibban B. Deol
- Detroit Medical Center, MI, USA
- Wayne State University, Detroit, MI, USA
| | | | - Lili Deng
- MPRO Michigan’s Healthcare Quality Improvement Organization, Farmington Hills, USA
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Persell SD, Karmali KN, Lazar D, Friesema EM, Lee JY, Rademaker A, Kaiser D, Eder M, French DD, Brown T, Wolf MS. Effect of Electronic Health Record-Based Medication Support and Nurse-Led Medication Therapy Management on Hypertension and Medication Self-management: A Randomized Clinical Trial. JAMA Intern Med 2018; 178:1069-1077. [PMID: 29987324 PMCID: PMC6143105 DOI: 10.1001/jamainternmed.2018.2372] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/19/2018] [Accepted: 04/14/2018] [Indexed: 01/14/2023]
Abstract
Importance Complex medication regimens pose self-management challenges, particularly among populations with low levels of health literacy. Objective To test medication management tools delivered through a commercial electronic health record (EHR) with and without a nurse-led education intervention. Design, Setting, and Participants This 3-group cluster randomized clinical trial was performed in community health centers in Chicago, Illinois. Participants included 794 patients with hypertension who self-reported using 3 or more medications concurrently (for any purpose). Data were collected from April 30, 2012, through February 29, 2016, and analyzed by intention to treat. Interventions Clinics were randomly assigned to to groups: electronic health record-based medication management tools (medication review sheets at visit check-in, lay medication information sheets printed after visits; EHR-alone group), EHR-based tools plus nurse-led medication management support (EHR plus education group), or usual care. Main Outcomes and Measures Outcomes at 12 months included systolic blood pressure (primary outcome), medication reconciliation, knowledge of drug indications, understanding of medication instructions and dosing, and self-reported medication adherence. Medication outcomes were assessed for all hypertension prescriptions, all prescriptions to treat chronic disease, and all medications. Results Among the 794 participants (68.6% women; mean [SD] age, 52.7 [9.6] years), systolic blood pressure at 12 months was greater in the EHR-alone group compared with the usual care group by 3.6 mm Hg (95% CI, 0.3 to 6.9 mm Hg). Systolic blood pressure in the EHR plus education group was not significantly lower compared with the usual care group (difference, -2.0 mm Hg; 95% CI, -5.2 to 1.3 mm Hg) but was lower compared with the EHR-alone group (-5.6 mm Hg; 95% CI, -8.8 to -2.4 mm Hg). At 12 months, hypertension medication reconciliation was improved in the EHR-alone group (adjusted odds ratio [OR], 1.8; 95% CI, 1.1 to 2.9) and the EHR plus education group (adjusted odds ratio [OR], 2.0; 95% CI, 1.3 to 3.3) compared with usual care. Understanding of medication instructions and dosing was greater in the EHR plus education group than the usual care group for hypertension medications (OR, 2.3; 95% CI, 1.1 to 4.8) and all medications combined (OR, 1.7; 95% CI, 1.0 to 2.8). Compared with usual care, the EHR tools alone and EHR plus education interventions did not improve hypertension medication adherence (OR, 0.9; 95% CI, 0.6-1.4 for both) or knowledge of chronic drug indications (OR for EHR tools alone, 1.0 [95% CI, 0.6 to 1.5] and OR for EHR plus education, 1.1 [95% CI, 0.7-1.7]). Conclusions and Relevance The study found that EHR tools in isolation improved medication reconciliation but worsened blood pressure. Combining these tools with nurse-led support suggested improved understanding of medication instructions and dosing but did not lower blood pressure compared with usual care. Trial Registration ClinicalTrials.gov identifier: NCT01578577.
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Affiliation(s)
- Stephen D. Persell
- Division of General Internal Medicine and Geriatrics, Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, Illinois
- Center for Primary Care Innovation, Institute for Public Health and Medicine, Feinberg School of Medicine, Northwestern University, Chicago, Illinois
| | - Kunal N. Karmali
- Division of Cardiology, Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, Illinois
| | - Danielle Lazar
- Access Community Health Network and the Access Center for Discovery and Learning, Chicago, Illinois
| | - Elisha M. Friesema
- Division of General Internal Medicine and Geriatrics, Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, Illinois
- Center for Primary Care Innovation, Institute for Public Health and Medicine, Feinberg School of Medicine, Northwestern University, Chicago, Illinois
- Carlson School of Management, University of Minnesota, Minneapolis
| | - Ji Young Lee
- Division of General Internal Medicine and Geriatrics, Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, Illinois
| | - Alfred Rademaker
- Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University, Chicago, Illinois
| | - Darren Kaiser
- Information Services, Northwestern Memorial Healthcare, Chicago, Illinois
| | - Milton Eder
- Access Community Health Network and the Access Center for Discovery and Learning, Chicago, Illinois
- Center for Excellence in Primary Care, Department of Family Medicine and Community Health, Medical School, University of Minnesota, Minneapolis
| | - Dustin D. French
- Department of Ophthalmology and Center for Healthcare Studies, Feinberg School of Medicine, Northwestern University, Chicago, Illinois
| | - Tiffany Brown
- Division of General Internal Medicine and Geriatrics, Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, Illinois
| | - Michael S. Wolf
- Division of General Internal Medicine and Geriatrics, Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, Illinois
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Johnson KL, Franco J, Harris-Vieyra LE. A Survey of Dental Patient Attitudes on the Likelihood and Perceived Importance of Disclosing Daily Medications. J Dent Educ 2018; 82:839-847. [DOI: 10.21815/jde.018.078] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2017] [Accepted: 12/31/2017] [Indexed: 12/31/2022]
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Turchin A, Sosina O, Zhang H, Shubina M, Desai SP, Simonson DC, Testa MA. Ambulatory Medication Reconciliation and Frequency of Hospitalizations and Emergency Department Visits in Patients With Diabetes. Diabetes Care 2018; 41:1639-1645. [PMID: 29891639 DOI: 10.2337/dc17-1260] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/23/2017] [Accepted: 05/01/2018] [Indexed: 02/03/2023]
Abstract
OBJECTIVE To investigate the association between ambulatory medication reconciliation and health care utilization in patients with diabetes. RESEARCH DESIGN AND METHODS In this retrospective cohort analysis, we studied adults taking at least one diabetes medication treated in primary care practices affiliated with two academic medical centers between 2000 and 2014. We assessed the relationship between the fraction of outpatient diabetes medications reconciled over a 6-month period and the composite primary outcome of combined frequency of emergency department (ED) visits and hospitalizations over the subsequent 6 months. RESULTS Among 261,765 reconciliation assessment periods contributed by 31,689 patients, 176,274 (67.3%), 27,775 (10.6%), and 57,716 (22.1%) had all, some, or none of the diabetes medications reconciled, respectively. Patients with all, some, or no diabetes medications reconciled had 0.354, 0.377, and 0.384 primary outcome events per 6 months, respectively (P < 0.0001). In a multivariable analysis adjusted for demographics and comorbidities, having some or all versus no diabetes medications reconciled was associated with a lower risk of the primary outcome (rate ratio 0.94 [95% CI 0.90-0.98; P = 0.0046] vs. 0.92 [0.89-0.95; P < 0.0001], respectively). Introduction of feedback to individual providers was associated with a significant increase in the odds of all diabetes medications being reconciled (2.634 [2.524-2.749]; P < 0.0001). CONCLUSIONS A higher fraction of reconciled outpatient diabetes medications was associated with a lower frequency of ED visits and hospitalizations. Individual performance feedback could help to achieve more comprehensive medication reconciliation.
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Affiliation(s)
- Alexander Turchin
- Brigham and Women's Hospital, Boston, MA .,Baim Institute for Clinical Research, Boston, MA.,Harvard Medical School, Boston, MA
| | | | - Huabing Zhang
- Department of Endocrinology, Key Laboratory of Endocrinology, Ministry of Health, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, China
| | | | - Sonali P Desai
- Brigham and Women's Hospital, Boston, MA.,Harvard Medical School, Boston, MA
| | - Donald C Simonson
- Brigham and Women's Hospital, Boston, MA.,Harvard Medical School, Boston, MA.,Harvard T.H. Chan School of Public Health, Boston, MA
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Lesselroth BJ, Adams K, Church VL, Tallett S, Russ Y, Wiedrick J, Forsberg C, Dorr DA. Evaluation of Multimedia Medication Reconciliation Software: A Randomized Controlled, Single-Blind Trial to Measure Diagnostic Accuracy for Discrepancy Detection. Appl Clin Inform 2018; 9:285-301. [PMID: 29719884 DOI: 10.1055/s-0038-1645889] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
Abstract
BACKGROUND The Veterans Affairs Portland Healthcare System developed a medication history collection software that displays prescription names and medication images. OBJECTIVE This article measures the frequency of medication discrepancy reporting using the medication history collection software and compares with the frequency of reporting using a paper-based process. This article also determines the accuracy of each method by comparing both strategies to a best possible medication history. STUDY DESIGN Randomized, controlled, single-blind trial. SETTING Three community-based primary care clinics associated with the Veterans Affairs Portland Healthcare System: a 300-bed teaching facility and ambulatory care network serving Veteran soldiers in the Pacific Northwest United States. PARTICIPANTS Of 212 patients with primary care appointments, 209 patients fulfilled the study requirements. INTERVENTION Patients randomized to a software-directed medication history or a paper-based medication history. Randomization and allocation to treatment groups were performed using a computer-based random number generator. Assignments were placed in a sealed envelope and opened after participant consent. The research coordinator did not know or have access to the treatment assignment until the time of presentation. MAIN OUTCOME MEASURES The primary analysis compared the discrepancy detection rates between groups with respect to the health record and a best possible medication history. RESULTS Of 3,500 medications reviewed, we detected 1,435 discrepancies. Forty-six percent of those discrepancies were potentially high risk for causing an adverse drug event. There was no difference in detection rates between treatment arms. Software sensitivity was 83% and specificity was 91%; paper sensitivity was 81% and specificity was 94%. No participants were lost to follow-up. CONCLUSION The medication history collection software is an efficient and scalable method for gathering a medication history and detecting high-risk discrepancies. Although it included medication images, the technology did not improve accuracy over a paper list when compared with a best possible medication history. TRIAL REGISTRATION ClinicalTrials.gov Identifier: NCT02135731.
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Affiliation(s)
- Blake J Lesselroth
- NorthWest Innovation Center, Veterans' Affairs Portland Healthcare System, Portland, Oregon, United States.,Department of Medical Informatics and Clinical Epidemiology, Oregon Health and Science University, Portland, Oregon, United States
| | - Kathleen Adams
- NorthWest Innovation Center, Veterans' Affairs Portland Healthcare System, Portland, Oregon, United States
| | - Victoria L Church
- NorthWest Innovation Center, Veterans' Affairs Portland Healthcare System, Portland, Oregon, United States
| | - Stephanie Tallett
- NorthWest Innovation Center, Veterans' Affairs Portland Healthcare System, Portland, Oregon, United States
| | - Yelizaveta Russ
- Division of Primary Care, Veterans' Affairs Portland Healthcare System, Portland, Oregon, United States
| | - Jack Wiedrick
- Oregon Clinical and Translational Research Institute, Oregon Health and Science University, Portland, Oregon, United States
| | - Christopher Forsberg
- Center of Innovation, Veterans' Affairs Portland Healthcare System, Portland, Oregon, United States
| | - David A Dorr
- Department of Medical Informatics and Clinical Epidemiology, Oregon Health and Science University, Portland, Oregon, United States
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Wright TB, Adams K, Church VL, Ferraro M, Ragland S, Sayers A, Tallett S, Lovejoy T, Ash J, Holahan PJ, Lesselroth BJ. Implementation of a Medication Reconciliation Assistive Technology: A Qualitative Analysis. AMIA ... ANNUAL SYMPOSIUM PROCEEDINGS. AMIA SYMPOSIUM 2018; 2017:1802-1811. [PMID: 29854251 PMCID: PMC5977680] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
Abstract
Objective: To aid the implementation of a medication reconciliation process within a hybrid primary-specialty care setting by using qualitative techniques to describe the climate of implementation and provide guidance for future projects. Methods: Guided by McMullen et al's Rapid Assessment Process1, we performed semi-structured interviews prior to and iteratively throughout the implementation. Interviews were coded and analyzed using grounded theory2 and cross-examined for validity. Results: We identified five barriers and five facilitators that impacted the implementation. Facilitators identified were process alignment with user values, and motivation and clinical champions fostered by the implementation team rather than the administration. Barriers included a perceived limited capacity for change, diverging priorities, and inconsistencies in process standards and role definitions. Discussion: A more complete, qualitative understanding of existing barriers and facilitators helps to guide critical decisions on the design and implementation of a successful medication reconciliation process.
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Affiliation(s)
- Theodore B Wright
- Veterans Affairs Portland Healthcare System, Portland, OR
- Oregon Health and Sciences University, Portland OR
| | - Kathleen Adams
- Veterans Affairs Portland Healthcare System, Portland, OR
| | | | - Mimi Ferraro
- Veterans Affairs Portland Healthcare System, Portland, OR
| | - Scott Ragland
- Veterans Affairs Portland Healthcare System, Portland, OR
| | - Anthony Sayers
- Veterans Affairs Portland Healthcare System, Portland, OR
| | | | - Travis Lovejoy
- Veterans Affairs Portland Healthcare System, Portland, OR
| | - Joan Ash
- Oregon Health and Sciences University, Portland OR
| | | | - Blake J Lesselroth
- Veterans Affairs Portland Healthcare System, Portland, OR
- Oregon Health and Sciences University, Portland OR
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Implementation of a Medication Reconciliation Process in an Internal Medicine Clinic at an Academic Medical Center. PHARMACY 2018; 6:pharmacy6020026. [PMID: 29587353 PMCID: PMC6025090 DOI: 10.3390/pharmacy6020026] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2018] [Revised: 03/22/2018] [Accepted: 03/23/2018] [Indexed: 11/16/2022] Open
Abstract
Discrepancies in medication orders at transitions of care have been shown to affect patient outcomes in a negative way. The Joint Commission recognizes the importance of medication reconciliation through their National Patient Safety Goals, with an emphasis placed on maintaining accurate medication information for each patient. The primary objective of this study was to assess the effectiveness of implementing a medication reconciliation process in an internal medicine clinic at an academic medical center. A retrospective chart review of patients seen at an Internal Medicine Clinic within and Academic Medical Center, a continuity and teaching clinic for Internal Medicine residents and faculty practice clinic, was conducted. Nursing staff were educated by PharmDs to perform a standardized medication history during the triage process. Medication reconciliation data was analyzed for 3263 patients from 1 August 2014 to 27 February 2015. A total of 4479 discrepancies were found through this process, with the majority (71%) of discrepancies being medications on the list that patient was no longer taking. This project illustrated to our nursing and physician staff the need for regular thorough review of the patient medication list.
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van der Gaag S, Janssen MJA, Wessemius H, Siegert CEH, Karapinar-Çarkit F. An evaluation of medication reconciliation at an outpatient Internal Medicines clinic. Eur J Intern Med 2017; 44:e32-e34. [PMID: 28693941 DOI: 10.1016/j.ejim.2017.07.015] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/20/2017] [Revised: 06/28/2017] [Accepted: 07/03/2017] [Indexed: 10/19/2022]
Affiliation(s)
- Suzanne van der Gaag
- OLVG Hospital, Department of Clinical Pharmacy, Jan Tooropstraat 164, 1061AE, Amsterdam, The Netherlands.
| | - Marjo J A Janssen
- OLVG Hospital, Department of Clinical Pharmacy, Jan Tooropstraat 164, 1061AE, Amsterdam, The Netherlands.
| | - Hanneke Wessemius
- OLVG Hospital, Department of Clinical Pharmacy, Jan Tooropstraat 164, 1061AE, Amsterdam, The Netherlands.
| | - Carl E H Siegert
- OLVG Hospital, Department of Internal Medicine, Jan Tooropstraat 164, 1061AE, Amsterdam, The Netherlands.
| | - Fatma Karapinar-Çarkit
- OLVG Hospital, Department of Clinical Pharmacy, Jan Tooropstraat 164, 1061AE, Amsterdam, The Netherlands.
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Choi HJ, Stewart AL, Tu C. Medication discrepancies in the dental record and impact of pharmacist-led intervention. Int Dent J 2017; 67:318-325. [DOI: 10.1111/idj.12303] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
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Panchal R. Systemic anticancer therapy (SACT) for lung cancer and its potential for interactions with other medicines. Ecancermedicalscience 2017; 11:764. [PMID: 28955400 PMCID: PMC5606292 DOI: 10.3332/ecancer.2017.764] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2017] [Indexed: 11/26/2022] Open
Abstract
Background Systemic anticancer therapy, comprising chemotherapy agents alongside targeted therapies and immunotherapy, is clinically indicated for late-stage lung cancer. It is delivered in regimens often containing multiple anticancer agents as well as supportive care medicines to reduce side effects, raising potential for polypharmacy and therefore the possibility of drug–drug interactions with medicines taken for comorbidities. A pharmacy-led process commonly performed to assist safe prescribing in secondary care is medicines reconciliation; its benefit in minimising interactions involving systemic anticancer therapy medicines has not been assessed previously. Objectives The objectives were to characterise the potential drug–drug interactions between systemic anticancer therapy medicines for lung cancer and other medicines and to evaluate the rate of medicines reconciliation being performed and the extent of documentation of potential interactions (clinical audit). Methodology This retrospective case series study involved recording the medicines being taken by lung cancer patients undergoing systemic anticancer therapy elicited in consultations at Chelsea and Westminster Hospital, United Kingdom. Potential interactions were identified and characterised in terms of severity using the British National Formulary and other sources. Patient consultation records were also searched for documentation of medicines reconciliation and acknowledgement of potential drug–drug interactions. Results Twenty-three patients were included in this study. Eighty-eight potential drug–drug interactions were identified across 21 patients, 39% (34/88) of which involved the supportive care medicine dexamethasone. 3.0% of consultations included a documented medicines reconciliation, and 15.9% of potential interactions were documented in the notes, with no correlation between the two. Potentially serious interactions were significantly more likely to be documented (p < 0.05). Conclusions Many potential drug–drug interactions involving anticancer agents and supportive care medicines exist; particular attention should be paid to dexamethasone. Documentation of interactions and medicines reconciliation occur much less often than expected, suggesting there is scope for implementing methods of safe prescribing to prevent adverse drug effects.
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Affiliation(s)
- Ryan Panchal
- Imperial College London, Exhibition Road, London SW7 2AZ, UK
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Measuring to Improve Medication Reconciliation in a Large Subspecialty Outpatient Practice. Jt Comm J Qual Patient Saf 2017; 43:212-223. [PMID: 28434454 DOI: 10.1016/j.jcjq.2017.02.005] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
BACKGROUND To assess performance in medication reconciliation (med rec)-the process of comparing and reconciling patients' medication lists at clinical transition points-and demonstrate improvement in an outpatient setting, sustainable and valid measures are needed. METHODS An interdisciplinary team at National Jewish Health (Denver) attempted to improve med rec in an ambulatory practice serving patients with respiratory and related diseases. Interventions, which were aimed at physicians, nurses (RNs), and medical assistants, involved changes in practice and changes in documentation in the electronic health record (EHR). New measures designed to assess med rec performance, and to validate the measures, were derived from EHR data. RESULTS Across 18 months, electronic attestation that med rec was completed at clinic visits increased from 9.8% to 91.3% (p <0.0001). Consistent with this improvement, patients with medication lists missing dose/frequency for at least one prescription-type medication decreased from 18.1% to 15.8% (p <0.0001). Patients with duplicate albuterol inhalers on their list decreased from 4.0% to 2.6% (p <0.0001). Percentages of patients increased for printing of the medication list at the visit (18.7% to 94.0%; p <0.0001) and receipt of the printed medication list at the visit (52.3% to 67.0%; p = 0.0074). Documentation that patient education handouts were offered increased initially then declined to an overall poor performance of 32.4% of clinic visits. Investigation of this result revealed poor buy-in and a highly redundant process. CONCLUSION Deriving measures reflecting performance and quality of med rec from EHR data is feasible and sustainable over the time periods necessary to demonstrate change. Concurrent, complementary measures may be used to support the validity of summary measures.
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McCarthy L, Su X(W, Crown N, Turple J, Brown TER, Walsh K, John J, Rochon P. Medication reconciliation interventions in ambulatory care: A scoping review. Am J Health Syst Pharm 2016; 73:1845-1857. [DOI: 10.2146/ajhp150916] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Affiliation(s)
| | | | | | - Jennifer Turple
- Institute for Safe Medication Practices Canada, Toronto, Canada
| | | | - Kate Walsh
- Toronto Central Community Care Access Centre, Toronto, Canada
| | - Jessica John
- Leslie Dan Faculty of Pharmacy, University of Toronto, Toronto, Canada
| | - Paula Rochon
- Women’s College Research Institute, Toronto, Canada
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Patient, Physician, Medical Assistant, and Office Visit Factors Associated With Medication List Agreement. J Patient Saf 2016; 12:18-24. [PMID: 24647267 DOI: 10.1097/pts.0000000000000100] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
OBJECTIVES Despite its importance for patient safety, there have been few studies of medication reconciliation in primary care. Our goal was to identify potential patient, physician, medical assistant (MA), and office visit factors associated with accurate medication lists in Cleveland Clinic primary care practices. METHODS Physician and MA medication reconciliation activities were directly observed during office visits. The primary outcome was agreement between the electronic medical record medication list at the conclusion of the office visit and what the patients said they were actually taking, assessed by structured telephone interview within 2 weeks of the office visit. Medication list agreement was defined as the absence of any discrepancies in name, dose, frequency, route, and as-needed status. Associations between patient, physician, MA, and office visit factors and medication list accuracy were assessed using χ2 tests and logistic regression. RESULTS Twenty-four physicians and 33 MAs were observed during 231 patient encounters. Nineteen patients (8%) could not be contacted for the telephone interview and were excluded from the analysis. Thirty-two patients (15%) had perfect medication list agreement for prescription and nonprescription medications, and 66 patients (31%) had medication list agreement for prescription medications only. Of the 14 patient, physician, and MA medication reconciliation behaviors examined, only 1, in which the MA begins the medication review with an open-ended question, was significantly associated with a medication list in agreement (odds ratio, 2.96; confidence interval, 1.43-6.09) for prescription and nonprescription medications. This association was not significant when only prescription medications were included (odds ratio, 0.90; confidence interval, 0.43-1.91). No behaviors we observed significantly influenced prescription medication list agreement. CONCLUSIONS Having MAs begin their medication review with an open-ended question may be a simple, inexpensive, and easily implemented process to increase accuracy of medication lists for prescription and nonprescription medications.
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Raza UA, Latif S, Naseer A, Saad M, Zeeshan MF, Qazi U. Introducing a structured prescription form improves the quality of handwritten prescriptions in limited resource setting of developing countries. J Eval Clin Pract 2016; 22:714-20. [PMID: 26991112 DOI: 10.1111/jep.12522] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/15/2015] [Revised: 01/18/2016] [Accepted: 01/19/2016] [Indexed: 11/27/2022]
Abstract
INTRODUCTION Incomplete or illegible prescriptions can lead to serious errors in administration of the prescribed medication, which can become hazardous. OBJECTIVE Our aim is to determine if a structured prescription form can improve the quality of handwritten prescription in terms of completeness and legibility. METHODS We conducted a prospective, non-randomized, time series study of quality of written prescriptions of general practitioners at a tertiary teaching hospital in Peshawar, Pakistan. The study involved an intervention, composed of the introduction of a pre-printed structured prescription form. The data were collected within 4 weeks including a 2-week pre-intervention phase and 2-week post-intervention phase. Completeness, quality of prescriptions and legibility were compared before and after the intervention of the pre-printed structured prescription form. RESULTS A total of 463 prescriptions were obtained (260 in the pre-intervention phase and 203 in the post-intervention phase). Between pre-intervention phase and post-intervention phase, the Pakistan Medical and Dental Council registration number presence in prescriptions improved from 73.1% to 100% (P < 0.0005). The presence of prescriber's signature improved from 92.7% to 99% (P = 0.001). Drug duration was not missing in 99.5% in post-intervention phase as compared with 90.4% in pre-intervention phase (P < 0.0005). Prescriptions with no legibility problems improved from 76.2% to 94.1% (P < 0.0005). Although not statistically significant, prescriptions in which drug dosage was not missing improved from 85% to 90.6% (P = 0.07). LIMITATIONS We have a limited single-center study. A larger study in multiple settings is needed to develop adequate evidence for such interventions. Subjective nature of prescription legibility can also be considered as a limitation. CONCLUSION Structuring a prescription form alone may improve certain aspects of quality of written prescription in terms of completeness and legibility.
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Affiliation(s)
- Usman Ahmad Raza
- Prime Institute of Public Health, Riphah International University, Islamabad, Pakistan
| | - Sana Latif
- Peshawar Medical College, Riphah International University, Islamabad, Pakistan
| | - Anum Naseer
- Peshawar Medical College, Riphah International University, Islamabad, Pakistan
| | - Maryam Saad
- Prime Institute of Public Health, Riphah International University, Islamabad, Pakistan
| | | | - Umair Qazi
- Prime Institute of Public Health, Riphah International University, Islamabad, Pakistan. .,Department of Surgery, Johns Hopkins University, Baltimore, Maryland, USA.
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Waltering I, Schwalbe O, Hempel G. Informationsgehalt von Medikationsplänen vor dem Hintergrund der Einführung des einheitlichen patientenbezogenen Medikationsplans. ZEITSCHRIFT FUR EVIDENZ FORTBILDUNG UND QUALITAET IM GESUNDHEITSWESEN 2016; 115-116:24-32. [DOI: 10.1016/j.zefq.2016.06.004] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/21/2016] [Revised: 06/07/2016] [Accepted: 06/21/2016] [Indexed: 11/30/2022]
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Downes JM, O'Neal KS, Miller MJ, Johnson JL, Gildon BL, Weisz MA. Identifying opportunities to improve medication management in transitions of care. Am J Health Syst Pharm 2016; 72:S58-69. [PMID: 26272894 DOI: 10.2146/ajhp150059] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
PURPOSE The types and causes of medication discrepancies during the transition from inpatient to ambulatory care were investigated. METHODS A descriptive study was conducted at an academic outpatient group practice affiliated with a private nonacademic hospital to (1) describe discrepancies between inpatient discharge summaries and patient-reported medication lists, (2) identify patient and system factors related to breakdowns in medication documentation, and (3) determine reasons for medication discrepancies. During a four-month period, 17 patients at high risk for medication misadventures while transitioning from hospital care to outpatient follow-up were contacted by telephone soon after discharge and asked to provide information on all medications they were taking. Patient-reported medication lists were compared with the corresponding discharge summaries, and medication discrepancies were categorized by patient- and system-level factors using a validated instrument. RESULTS Of the total of 96 discrepancies identified, more than two thirds (n = 67, 68%) involved the omission of a prescribed medication from either the patient-reported list or the discharge summary. Cardiovascular medications, including antihypertensives, antilipemics, diuretics, and antiarrhythmics, accounted for almost one quarter of all medication discrepancies. About 15% (n = 14) and 16% (n = 15) of identified discrepancies related to medication dose and frequency, respectively. CONCLUSION Among 17 patients transitioning from inpatient to outpatient care, nearly 100 discrepancies between patient-reported medication lists and discharge summaries were identified. Most discrepancies were attributed to nonintentional nonadherence and resumption of home medications without instructions to do so. All 17 patients had at least 1 medication discrepancy categorized as involving a system-level factor.
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Affiliation(s)
- Jessica M Downes
- Jessica M. Downes, Pharm.D., BCACP, is Clinical Assistant Professor, Department of Pharmacy Practice, University of Nebraska Medical Center, Omaha, and Clinical Pharmacist, One-World Community Health Center, Omaha; at the time of writing, she was Postgraduate Year 2 Pharmacy Resident, University of Oklahoma (OU) College of Pharmacy-Tulsa. Katherine S. O'Neal, Pharm.D., M.B.A., BCACP, CDE, BC-ADM, AE-C, is Assistant Professor, Department of Pharmacy: Clinical and Administrative Sciences, OU College of Pharmacy-Tulsa and Department of Pediatrics, OU School of Community Medicine-Tulsa. Michael J. Miller, B.S.Pharm., Dr.P.H., FAPha, is Associate Professor; and Jeremy L. Johnson, Pharm.D., BCACP, CDE, BC-ADM, is Assistant Professor, Department of Pharmacy Practice, Southwestern Oklahoma State University College of Pharmacy, Weatherford. Brooke L. Gildon, Pharm.D., BCPS, AE-C, is Assistant Professor, Department of Pharmacy: Clinical and Administrative Sciences, OU College of Pharmacy-Tulsa and Department of Pediatrics, OU School of Community Medicine-Tulsa. Michael A. Weisz, M.D., MACP, is Professor, Department of Internal Medicine, OU School of Community Medicine-Tulsa.
| | - Katherine S O'Neal
- Jessica M. Downes, Pharm.D., BCACP, is Clinical Assistant Professor, Department of Pharmacy Practice, University of Nebraska Medical Center, Omaha, and Clinical Pharmacist, One-World Community Health Center, Omaha; at the time of writing, she was Postgraduate Year 2 Pharmacy Resident, University of Oklahoma (OU) College of Pharmacy-Tulsa. Katherine S. O'Neal, Pharm.D., M.B.A., BCACP, CDE, BC-ADM, AE-C, is Assistant Professor, Department of Pharmacy: Clinical and Administrative Sciences, OU College of Pharmacy-Tulsa and Department of Pediatrics, OU School of Community Medicine-Tulsa. Michael J. Miller, B.S.Pharm., Dr.P.H., FAPha, is Associate Professor; and Jeremy L. Johnson, Pharm.D., BCACP, CDE, BC-ADM, is Assistant Professor, Department of Pharmacy Practice, Southwestern Oklahoma State University College of Pharmacy, Weatherford. Brooke L. Gildon, Pharm.D., BCPS, AE-C, is Assistant Professor, Department of Pharmacy: Clinical and Administrative Sciences, OU College of Pharmacy-Tulsa and Department of Pediatrics, OU School of Community Medicine-Tulsa. Michael A. Weisz, M.D., MACP, is Professor, Department of Internal Medicine, OU School of Community Medicine-Tulsa
| | - Michael J Miller
- Jessica M. Downes, Pharm.D., BCACP, is Clinical Assistant Professor, Department of Pharmacy Practice, University of Nebraska Medical Center, Omaha, and Clinical Pharmacist, One-World Community Health Center, Omaha; at the time of writing, she was Postgraduate Year 2 Pharmacy Resident, University of Oklahoma (OU) College of Pharmacy-Tulsa. Katherine S. O'Neal, Pharm.D., M.B.A., BCACP, CDE, BC-ADM, AE-C, is Assistant Professor, Department of Pharmacy: Clinical and Administrative Sciences, OU College of Pharmacy-Tulsa and Department of Pediatrics, OU School of Community Medicine-Tulsa. Michael J. Miller, B.S.Pharm., Dr.P.H., FAPha, is Associate Professor; and Jeremy L. Johnson, Pharm.D., BCACP, CDE, BC-ADM, is Assistant Professor, Department of Pharmacy Practice, Southwestern Oklahoma State University College of Pharmacy, Weatherford. Brooke L. Gildon, Pharm.D., BCPS, AE-C, is Assistant Professor, Department of Pharmacy: Clinical and Administrative Sciences, OU College of Pharmacy-Tulsa and Department of Pediatrics, OU School of Community Medicine-Tulsa. Michael A. Weisz, M.D., MACP, is Professor, Department of Internal Medicine, OU School of Community Medicine-Tulsa
| | - Jeremy L Johnson
- Jessica M. Downes, Pharm.D., BCACP, is Clinical Assistant Professor, Department of Pharmacy Practice, University of Nebraska Medical Center, Omaha, and Clinical Pharmacist, One-World Community Health Center, Omaha; at the time of writing, she was Postgraduate Year 2 Pharmacy Resident, University of Oklahoma (OU) College of Pharmacy-Tulsa. Katherine S. O'Neal, Pharm.D., M.B.A., BCACP, CDE, BC-ADM, AE-C, is Assistant Professor, Department of Pharmacy: Clinical and Administrative Sciences, OU College of Pharmacy-Tulsa and Department of Pediatrics, OU School of Community Medicine-Tulsa. Michael J. Miller, B.S.Pharm., Dr.P.H., FAPha, is Associate Professor; and Jeremy L. Johnson, Pharm.D., BCACP, CDE, BC-ADM, is Assistant Professor, Department of Pharmacy Practice, Southwestern Oklahoma State University College of Pharmacy, Weatherford. Brooke L. Gildon, Pharm.D., BCPS, AE-C, is Assistant Professor, Department of Pharmacy: Clinical and Administrative Sciences, OU College of Pharmacy-Tulsa and Department of Pediatrics, OU School of Community Medicine-Tulsa. Michael A. Weisz, M.D., MACP, is Professor, Department of Internal Medicine, OU School of Community Medicine-Tulsa
| | - Brooke L Gildon
- Jessica M. Downes, Pharm.D., BCACP, is Clinical Assistant Professor, Department of Pharmacy Practice, University of Nebraska Medical Center, Omaha, and Clinical Pharmacist, One-World Community Health Center, Omaha; at the time of writing, she was Postgraduate Year 2 Pharmacy Resident, University of Oklahoma (OU) College of Pharmacy-Tulsa. Katherine S. O'Neal, Pharm.D., M.B.A., BCACP, CDE, BC-ADM, AE-C, is Assistant Professor, Department of Pharmacy: Clinical and Administrative Sciences, OU College of Pharmacy-Tulsa and Department of Pediatrics, OU School of Community Medicine-Tulsa. Michael J. Miller, B.S.Pharm., Dr.P.H., FAPha, is Associate Professor; and Jeremy L. Johnson, Pharm.D., BCACP, CDE, BC-ADM, is Assistant Professor, Department of Pharmacy Practice, Southwestern Oklahoma State University College of Pharmacy, Weatherford. Brooke L. Gildon, Pharm.D., BCPS, AE-C, is Assistant Professor, Department of Pharmacy: Clinical and Administrative Sciences, OU College of Pharmacy-Tulsa and Department of Pediatrics, OU School of Community Medicine-Tulsa. Michael A. Weisz, M.D., MACP, is Professor, Department of Internal Medicine, OU School of Community Medicine-Tulsa
| | - Michael A Weisz
- Jessica M. Downes, Pharm.D., BCACP, is Clinical Assistant Professor, Department of Pharmacy Practice, University of Nebraska Medical Center, Omaha, and Clinical Pharmacist, One-World Community Health Center, Omaha; at the time of writing, she was Postgraduate Year 2 Pharmacy Resident, University of Oklahoma (OU) College of Pharmacy-Tulsa. Katherine S. O'Neal, Pharm.D., M.B.A., BCACP, CDE, BC-ADM, AE-C, is Assistant Professor, Department of Pharmacy: Clinical and Administrative Sciences, OU College of Pharmacy-Tulsa and Department of Pediatrics, OU School of Community Medicine-Tulsa. Michael J. Miller, B.S.Pharm., Dr.P.H., FAPha, is Associate Professor; and Jeremy L. Johnson, Pharm.D., BCACP, CDE, BC-ADM, is Assistant Professor, Department of Pharmacy Practice, Southwestern Oklahoma State University College of Pharmacy, Weatherford. Brooke L. Gildon, Pharm.D., BCPS, AE-C, is Assistant Professor, Department of Pharmacy: Clinical and Administrative Sciences, OU College of Pharmacy-Tulsa and Department of Pediatrics, OU School of Community Medicine-Tulsa. Michael A. Weisz, M.D., MACP, is Professor, Department of Internal Medicine, OU School of Community Medicine-Tulsa
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Saavedra-Quirós V, Montero-Hernández E, Menchén-Viso B, Santiago-Prieto E, Bermejo-Boixareu C, Hernán-Sanz J, Sánchez-Guerrero A, Campo Loarte J. [Medication reconciliation at admission and discharge. A consolidated experience]. ACTA ACUST UNITED AC 2016; 31 Suppl 1:45-54. [PMID: 27157795 DOI: 10.1016/j.cali.2016.02.002] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2015] [Revised: 02/13/2016] [Accepted: 02/17/2016] [Indexed: 11/27/2022]
Abstract
UNLABELLED Medication reconciliation is currently one of the main strategies to reduce medication errors related to transitional care. OBJECTIVE To describe a method that would ensure continuity of patient care as regards drug therapy from admission to discharge. METHODS A description is presented on the methodology implemented in a tertiary hospital and the main results of medication reconciliation at admission and discharge of patients older than 75 years in the Trauma Unit during 2014. RESULTS The phases of the methodology were: 1. Obtain medication history (at least two sources of information); 2. Analysis of discrepancies and validation of medication on admission: A checklist was made to standardise the process, 3. Report on the pharmacotherapeutic profile: a form was designed in electronic medical records, and 4. Medication reconciliation at discharge and patient information: presenting the dosing schedule and recommendations to the patient. The medication of 318 patients admitted to Trauma was reconciled (294 at admission and discharge) by applying this methodology during the study period. There was at least one medication reconciliation error in 35% of cases. The mean error per patient reconciled was 0.69. Written discharge information was given to 74.1% of patients. CONCLUSIONS This methodology has allowed a workflow to be established that facilitates coordination between healthcare providers, in order to reduce medication errors and to respond to one of the main problems of continuity of care.
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Affiliation(s)
- V Saavedra-Quirós
- Servicio de Farmacia, Hospital Universitario Puerta de Hierro Majadahonda, Madrid, España.
| | - E Montero-Hernández
- Servicio de Medicina Interna, Hospital Universitario Puerta de Hierro Majadahonda, Madrid, España
| | - B Menchén-Viso
- Servicio de Farmacia, Hospital Universitario Puerta de Hierro Majadahonda, Madrid, España
| | - E Santiago-Prieto
- Servicio de Farmacia, Hospital Universitario Puerta de Hierro Majadahonda, Madrid, España
| | - C Bermejo-Boixareu
- Servicio de Urgencias, Hospital Universitario Puerta de Hierro Majadahonda, Madrid, España
| | - J Hernán-Sanz
- Servicio de Cirugía Ortopédica y Traumatología, Hospital Universitario Puerta de Hierro Majadahonda, Madrid, España
| | - A Sánchez-Guerrero
- Servicio de Farmacia, Hospital Universitario Puerta de Hierro Majadahonda, Madrid, España
| | - J Campo Loarte
- Servicio de Cirugía Ortopédica y Traumatología, Hospital Universitario Puerta de Hierro Majadahonda, Madrid, España
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Hatoun J, Chan JA, Yaksic E, Greenan MA, Borzecki AM, Shwartz M, Rosen AK. A Systematic Review of Patient Safety Measures in Adult Primary Care. Am J Med Qual 2016; 32:237-245. [PMID: 27117638 DOI: 10.1177/1062860616644328] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Safety measure development has focused on inpatient care despite outpatient visits far outnumbering inpatient admissions. Some measures are clearly identified as outpatient safety measures when published, yet outcomes from quality improvement studies also may be useful measures. The authors conducted a systematic review of the literature to identify published articles detailing safety measures applicable to adult primary care. A total of 21 articles were identified, providing specifications for 182 safety measures. Each measure was classified into one of 6 outpatient safety dimensions: medication management, sentinel events, care coordination, procedures and treatment, laboratory testing and monitoring, and facility structures/resources. Compared to the multitude of available inpatient safety measures, the number of existing adult primary care measures is low. The measures identified by this systematic review may yield further insight into the breadth of safety events causing harm in primary care, while also identifying areas of patient safety in primary care that may be understudied.
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Affiliation(s)
| | | | | | | | - Ann M Borzecki
- 3 Bedford VAMC, Bedford, MA.,4 Boston University School of Medicine, Boston, MA.,5 Boston University School of Public Health, Boston, MA
| | - Michael Shwartz
- 2 VA Boston Healthcare System, Boston, MA.,6 Boston University School of Management, Boston, MA
| | - Amy K Rosen
- 2 VA Boston Healthcare System, Boston, MA.,4 Boston University School of Medicine, Boston, MA
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Jylhä V, Bates DW, Saranto K. Adverse events and near misses relating to information management in a hospital. HEALTH INF MANAG J 2016; 45:55-63. [DOI: 10.1177/1833358316641551] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/25/2016] [Indexed: 11/15/2022]
Abstract
Objective: This study described information management incidents and adverse event reporting choices of health professionals. Methods: Hospital adverse events reported in an anonymous electronic reporting system were analysed using directed content analysis and descriptive and inferential statistics. The data consisted of near miss and adverse event incident reports ( n = 3075) that occurred between January 2008 and the end of December 2009. Results: A total of 824 incidents were identified. The most common information management incident was failure in written information transfer and communication, when patient data were copied or documented incorrectly. Often patient data were transferred using paper even though an electronic patient record was in use. Reporting choices differed significantly among professional groups; in particular, registered nurses reported more events than other health professionals. Conclusion: A broad spectrum of information management incidents was identified, which indicates that preventing adverse events requires the development of safe practices, especially in documentation and information transfer.
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Affiliation(s)
| | - David W Bates
- Brigham and Women’s Hospital, USA
- Harvard Medical School, USA
- Harvard School of Public Health, USA
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Belda-Rustarazo S, Cantero-Hinojosa J, Salmeron-García A, González-García L, Cabeza-Barrera J, Galvez J. Medication reconciliation at admission and discharge: an analysis of prevalence and associated risk factors. Int J Clin Pract 2015. [PMID: 26202091 DOI: 10.1111/ijcp.12701] [Citation(s) in RCA: 60] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/30/2022] Open
Abstract
INTRODUCTION Medication errors are frequent at care transition points and can have serious repercussions. Study objectives were to examine the frequency/type of reconciliation errors at hospital admission and discharge and to report on the drugs involved, associated risk factors and potential to cause harm in a healthcare setting with comprehensive digital health records. MATERIAL AND METHODS A prospective observational 2-year study was conducted in the Internal Medicine Department of a regional hospital. The best possible medication history was obtained from different sources by clinical pharmacists and compared with prescriptions at admission and discharge. The frequency and type of reconciliation errors were studied at admission and discharge, evaluating risk factors for their occurrence and their potential to cause harm. RESULTS The study included 814 patients (mean age: 80.2 years). At least one reconciliation error was detected in 525 (64.5%) patients at admission, with a mean of 2.2 ± 1.3 errors per patient and in 235 (32.4%) patients at discharge. Drug omission was the most frequent reconciliation error (73.6% at admission and 71.4% at discharge); 39% of errors at admission and 51% at discharge had potential to cause moderate or severe harm. The risk of error at admission was higher with more pre-admission drugs (p < 0.001) and, among patients with reconciliation errors, the number of errors was significantly higher in those receiving more drugs pre-admission or with more comorbidities. The risk at discharge was higher in patients with more drugs prescribed at discharge (p = 0.04) and in those with a longer hospital stay (p = 0.03). CONCLUSIONS Medication reconciliation procedures are required to minimise medication discrepancies and enhance patient safety. Integration of patient health records across care levels is necessary but not sufficient to prevent errors.
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Affiliation(s)
- S Belda-Rustarazo
- Hospital Pharmacy Service, Biohealth Research Institute of Granada, University Hospital Complex, Granada, Spain
| | | | - A Salmeron-García
- Hospital Pharmacy Service, Biohealth Research Institute of Granada, University Hospital Complex, Granada, Spain
| | - L González-García
- Hospital Pharmacy Service, Biohealth Research Institute of Granada, University Hospital Complex, Granada, Spain
- Pharmaceutical Care Research Group, University of Granada, Granada, Spain
| | - J Cabeza-Barrera
- Hospital Pharmacy Service, Biohealth Research Institute of Granada, University Hospital Complex, Granada, Spain
| | - J Galvez
- CIBER-EHD, Department of Pharmacology, ibs. Granada, Center for Biomedical Research (CIBM), University of Granada, Granada, Spain
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Waltering I, Schwalbe O, Hempel G. Discrepancies on Medication Plans detected in German Community Pharmacies. J Eval Clin Pract 2015; 21:886-92. [PMID: 26139566 DOI: 10.1111/jep.12395] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 05/05/2015] [Indexed: 11/30/2022]
Abstract
RATIONALE, AIMS AND OBJECTIVES A current medication plan was identified as important patient safety factor. Information is needed on how many patients possess such a plan and what problems can be identified with its use. This study tried to define factors that influence accuracy of medication plans and to detect discrepancies from planned and actually administered medication in polypharmacy patients. METHODS Participants of the 'Apo-AMTS' course in Germany evaluated medication plans from their patients during performing medication reviews in community pharmacies. Discrepancies were defined as additional or missing drugs and deviations in dosage and drug names for Rx drugs and missing or additional self-medication. RESULTS Eighty per cent of the patients possessed a medication plan mainly written by general practitioners. Only 6.5% of the plans showed no discrepancies. Most discrepancies were seen on medication plans written by medical specialists and general practitioners, mainly name aberrations (41%) followed by additional drugs taken (30%) and prescribed drugs no longer taken (18%). Dosage variance was seen in 11% of all discrepancies. Deviations from the plan were observed frequently with antihypertensives (31.4%), analgesics (11.3%) and antidepressants/hypnotics as well as lipid-lowering drugs (6.7%). Four hundred thirty-three OTC drugs were not listed, mainly analgesics, mineral supplements and laxatives. CONCLUSION Many patients possess a medication plan but most of these plans showed discrepancies which limits the use as patient safety indicator. Community pharmacies offering medication reviews have an essential position to use the medication plan as a central link between patients and their prescribers, and therefore improve patient safety.
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Affiliation(s)
| | | | - Georg Hempel
- Department of Pharmaceutical and Medicinal Chemistry - Clinical Pharmacy, Westfälische Wilhelms-Universität, Muenster, Germany
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Coletti DJ, Stephanou H, Mazzola N, Conigliaro J, Gottridge J, Kane JM. Patterns and predictors of medication discrepancies in primary care. J Eval Clin Pract 2015; 21:831-9. [PMID: 26032916 DOI: 10.1111/jep.12387] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 04/16/2015] [Indexed: 01/30/2023]
Abstract
RATIONALE, AIMS AND OBJECTIVES Identifying medication discrepancies across transitions of care is a common patient safety problem. Research examining relations between medication discrepancies and adherence, however, is limited. The objective of this investigation is to explore the relations between adherence and patient-provider medication discrepancies, and to test the hypothesis that non-adherence would be associated with medication discrepancies. METHODS Three hundred twenty-eight outpatients completed a current medication list and measures of health literacy, adherence, perceived physical functioning and subjective well-being. Patient lists were compared with active medications in the electronic medical record. Multivariate analyses identified demographic, clinical and patient-reported variables associated with discrepancies involving prescribed daily medications. RESULTS Despite high rates of self-reported adherence, patients reported taking fewer medications than the number of active medications in their medical record (3.79 vs. 4.83, P < 0.001). We identified one or more discrepancies in most records (294/328 or 89.6%). Identified discrepancies were completely reconciled in only 21.1% of patients with discrepancies. Discrepancies were associated with lower health literacy, poorer physical health status and subjective well-being, and poorer adherence to the regimen patients believed they had been prescribed. Multivariate analysis indicated that the number of medical record-reported medications and subjective well-being independently predicted the presence of discrepancies. CONCLUSIONS Findings suggest a complex relation between treatment adherence and medication discrepancies in which patient well-being and regimen complexity work in tandem to create discordance between patient and provider medication plans. Simplifying regimens when possible and attending to patient life satisfaction may improve adherence to a regimen constructed jointly between patient and provider.
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Affiliation(s)
- Daniel J Coletti
- Department of Psychiatry, The Zucker Hillside Hospital, North Shore-LIJ Health System, Glen Oaks, NY, USA.,Division of General Internal Medicine, North Shore University Hospital, North Shore-LIJ Health System, Manhasset, NY, USA
| | - Hara Stephanou
- Department of Medicine, North Shore-LIJ Health System, Manhasset, NY, USA
| | - Nissa Mazzola
- College of Pharmacy and Health Sciences, St. John's University, Queens, NY, USA
| | - Joseph Conigliaro
- Division of General Internal Medicine, Department of Medicine, North Shore-LIJ Health System, Manhasset, NY, USA
| | - JoAnne Gottridge
- Department of Medicine, North Shore-LIJ Health System, Manhasset, NY, USA
| | - John M Kane
- Department of Psychiatry, The Zucker Hillside Hospital, North Shore-LIJ Health System, Glen Oaks, NY, USA
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Engqvist I, Wyss K, Asker-Hagelberg C, Bergman U, Odar-Cederlöf I, Stiller CO, Fryckstedt J. Which Medication Is the Patient Taking at Admission to the Emergency Ward? Still Unclear Despite the Swedish Prescribed Drug Register. PLoS One 2015; 10:e0128716. [PMID: 26068920 PMCID: PMC4466313 DOI: 10.1371/journal.pone.0128716] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2014] [Accepted: 04/29/2015] [Indexed: 11/18/2022] Open
Abstract
INTRODUCTION Correct information on patients' medication is crucial for diagnosis and treatment in the Emergency Department. The aim of this study was to investigate the concordance between the admission chart and two other records of the patient's medication. METHODS This cohort study includes data on 168 patients over 18 years admitted to the Emergency Ward between September 1 and 30, 2008. The record kept by the general practitioner and the patient record of dispensed drugs in the Swedish Prescribed Drug Register were compared to the admission chart record. RESULTS Drug record discrepancies of potential clinical significance between the admission chart record and the Swedish Prescribed Drug Register or general practitioner record were present in 79 and 82 percent, respectively. For 63 percent of the studied patients the admission chart record did not include all drugs registered in the Swedish Prescribed Drug Register. For 62 percent the admission chart record did not include all drugs registered in the general practitioner record. In addition, for 32 percent of the patients the admission chart record included drugs not registered in the Swedish Prescribed Drug Register and for 52 percent the admission chart record included drugs not found in the general practitioner record. The most discordant drug classes were cardiovascular and CNS-active drugs. Clinically significant drug record discrepancies were more frequent in older patients with multiple medication and caregivers. CONCLUSION The apparent absence of an accurate record of the patient's drugs at admission to the Emergency Ward constitutes a potential patient safety hazard. The available sources in Sweden, containing information on the drugs a particular patient is taking, do not seem to be up to date. These results highlight the importance of an accurate list of currently used drugs that follows the patient and can be accessed upon acute admission to the hospital.
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Affiliation(s)
- Ida Engqvist
- Karolinska Institutet, Department of Medicine, Department of Emergency Medicine, Karolinska University Hospital Solna, SE 171 76, Stockholm, Sweden
| | - Katja Wyss
- Karolinska Institutet, Department of Medicine, Department of Emergency Medicine, Karolinska University Hospital Solna, SE 171 76, Stockholm, Sweden
| | - Charlotte Asker-Hagelberg
- Karolinska Institutet, Department of Medicine, Clinical Pharmacology Unit, Karolinska University Hospital, Stockholm, Solna, SE 171 76, Stockholm, Sweden
- Medical Products Agency, P.O. box 26, SE 751 03, Uppsala, Sweden
| | - Ulf Bergman
- Karolinska Institutet, Division of Clinical Pharmacology, Department of Laboratory Medicine, Karolinska University Hospital, Huddinge, SE 141 86, Stockholm, Sweden
- Karolinska Institutet, Centre for Pharmacoepidemiology, Department of Medicine, Karolinska University Hospital Solna, SE 171 76, Stockholm, Sweden
| | - Ingegerd Odar-Cederlöf
- Karolinska Institutet, Division of Clinical Pharmacology, Department of Laboratory Medicine, Karolinska University Hospital, Huddinge, SE 141 86, Stockholm, Sweden
| | - Carl-Olav Stiller
- Karolinska Institutet, Department of Medicine, Clinical Pharmacology Unit, Karolinska University Hospital, Stockholm, Solna, SE 171 76, Stockholm, Sweden
| | - Jessica Fryckstedt
- Karolinska Institutet, Department of Medicine, Department of Emergency Medicine, Karolinska University Hospital Solna, SE 171 76, Stockholm, Sweden
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Li Q, Spooner SA, Kaiser M, Lingren N, Robbins J, Lingren T, Tang H, Solti I, Ni Y. An end-to-end hybrid algorithm for automated medication discrepancy detection. BMC Med Inform Decis Mak 2015; 15:37. [PMID: 25943550 PMCID: PMC4427951 DOI: 10.1186/s12911-015-0160-8] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2014] [Accepted: 04/27/2015] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND In this study we implemented and developed state-of-the-art machine learning (ML) and natural language processing (NLP) technologies and built a computerized algorithm for medication reconciliation. Our specific aims are: (1) to develop a computerized algorithm for medication discrepancy detection between patients' discharge prescriptions (structured data) and medications documented in free-text clinical notes (unstructured data); and (2) to assess the performance of the algorithm on real-world medication reconciliation data. METHODS We collected clinical notes and discharge prescription lists for all 271 patients enrolled in the Complex Care Medical Home Program at Cincinnati Children's Hospital Medical Center between 1/1/2010 and 12/31/2013. A double-annotated, gold-standard set of medication reconciliation data was created for this collection. We then developed a hybrid algorithm consisting of three processes: (1) a ML algorithm to identify medication entities from clinical notes, (2) a rule-based method to link medication names with their attributes, and (3) a NLP-based, hybrid approach to match medications with structured prescriptions in order to detect medication discrepancies. The performance was validated on the gold-standard medication reconciliation data, where precision (P), recall (R), F-value (F) and workload were assessed. RESULTS The hybrid algorithm achieved 95.0%/91.6%/93.3% of P/R/F on medication entity detection and 98.7%/99.4%/99.1% of P/R/F on attribute linkage. The medication matching achieved 92.4%/90.7%/91.5% (P/R/F) on identifying matched medications in the gold-standard and 88.6%/82.5%/85.5% (P/R/F) on discrepant medications. By combining all processes, the algorithm achieved 92.4%/90.7%/91.5% (P/R/F) and 71.5%/65.2%/68.2% (P/R/F) on identifying the matched and the discrepant medications, respectively. The error analysis on algorithm outputs identified challenges to be addressed in order to improve medication discrepancy detection. CONCLUSION By leveraging ML and NLP technologies, an end-to-end, computerized algorithm achieves promising outcome in reconciling medications between clinical notes and discharge prescriptions.
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Affiliation(s)
- Qi Li
- Department of Biomedical Informatics, Cincinnati Children's Hospital Medical Center, 3333 Burnet Avenue, MLC 7024, Cincinnati, OH, 45229-3039, USA
| | - Stephen Andrew Spooner
- Department of Biomedical Informatics, Cincinnati Children's Hospital Medical Center, 3333 Burnet Avenue, MLC 7024, Cincinnati, OH, 45229-3039, USA.,Chief Medical Information Officer, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | - Megan Kaiser
- Department of Biomedical Informatics, Cincinnati Children's Hospital Medical Center, 3333 Burnet Avenue, MLC 7024, Cincinnati, OH, 45229-3039, USA
| | - Nataline Lingren
- Department of Biomedical Informatics, Cincinnati Children's Hospital Medical Center, 3333 Burnet Avenue, MLC 7024, Cincinnati, OH, 45229-3039, USA
| | - Jessica Robbins
- Department of Biomedical Informatics, Cincinnati Children's Hospital Medical Center, 3333 Burnet Avenue, MLC 7024, Cincinnati, OH, 45229-3039, USA
| | - Todd Lingren
- Department of Biomedical Informatics, Cincinnati Children's Hospital Medical Center, 3333 Burnet Avenue, MLC 7024, Cincinnati, OH, 45229-3039, USA
| | - Huaxiu Tang
- Department of Biomedical Informatics, Cincinnati Children's Hospital Medical Center, 3333 Burnet Avenue, MLC 7024, Cincinnati, OH, 45229-3039, USA
| | - Imre Solti
- Department of Biomedical Informatics, Cincinnati Children's Hospital Medical Center, 3333 Burnet Avenue, MLC 7024, Cincinnati, OH, 45229-3039, USA.,James M. Anderson Center for Health Systems Excellence, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | - Yizhao Ni
- Department of Biomedical Informatics, Cincinnati Children's Hospital Medical Center, 3333 Burnet Avenue, MLC 7024, Cincinnati, OH, 45229-3039, USA.
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McLeod SE, Lum E, Mitchell C. Value of Medication Reconciliation in Reducing Medication Errors on Admission to Hospital. JOURNAL OF PHARMACY PRACTICE AND RESEARCH 2015. [DOI: 10.1002/j.2055-2335.2008.tb00837.x] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
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Längst G, Seidling HM, Stützle M, Ose D, Baudendistel I, Szecsenyi J, Wensing M, Mahler C. Factors associated with medication information in diabetes care: differences in perceptions between patients and health care professionals. Patient Prefer Adherence 2015; 9:1431-41. [PMID: 26508840 PMCID: PMC4612137 DOI: 10.2147/ppa.s88357] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
PURPOSE This qualitative study in patients with type 2 diabetes and health care professionals (HCPs) aimed to investigate which factors they perceive to enhance or impede medication information provision in primary care. Similarities and differences in perspectives were explored. METHODS Eight semistructured focus groups were conducted, four with type 2 diabetes patients (n=25) and four with both general practitioners (n=13) and health care assistants (n=10). Sessions were audio and video recorded, transcribed verbatim, and subjected to computer-aided qualitative content analysis. RESULTS Diabetes patients and HCPs broadly highlighted similar factors as enablers for satisfactory medication information delivery. Perceptions substantially differed regarding impeding factors. Both patients and HCPs perceived it to be essential to deliver tailored information, to have a trustful and continuous patient-provider relationship, to regularly reconcile medications, and to provide tools for medication management. However, substantial differences in perceptions related to impeding factors included the causes of inadequate information, the detail required for risk-related information, and barriers to medication reconciliation. Medication self-management was a prevalent topic among patients, whereas HCPs' focus was on fulfilling therapy and medication management responsibilities. CONCLUSION The findings suggest a noteworthy gap in perceptions between information provision and patients' needs regarding medication-related communication. Medication safety and adherence may be improved if HCPs collaborate more closely with diabetes patients in managing their medication, in particular by incorporating the patients' perspective. Health care systems need to be structured in a way that supports this process.
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Affiliation(s)
- Gerda Längst
- Department of General Practice and Health Services Research, University Hospital of Heidelberg, Heidelberg, Germany
- Correspondence: Gerda Längst, Department of General Practice and Health Services Research, University Hospital of Heidelberg, Vossstrasse 2, D-69115 Heidelberg, Germany, Tel +49 6221 56 35559, Fax +49 6221 56 1972, Email
| | - Hanna Marita Seidling
- Cooperation Unit Clinical Pharmacy, University of Heidelberg, Heidelberg, Germany
- Department of Clinical Pharmacology and Pharmacoepidemiology, University of Heidelberg, Heidelberg, Germany
| | - Marion Stützle
- Cooperation Unit Clinical Pharmacy, University of Heidelberg, Heidelberg, Germany
- Department of Clinical Pharmacology and Pharmacoepidemiology, University of Heidelberg, Heidelberg, Germany
| | - Dominik Ose
- Department of General Practice and Health Services Research, University Hospital of Heidelberg, Heidelberg, Germany
| | - Ines Baudendistel
- Department of General Practice and Health Services Research, University Hospital of Heidelberg, Heidelberg, Germany
| | - Joachim Szecsenyi
- Department of General Practice and Health Services Research, University Hospital of Heidelberg, Heidelberg, Germany
| | - Michel Wensing
- Department of General Practice and Health Services Research, University Hospital of Heidelberg, Heidelberg, Germany
- Radboud University Nijmegen Medical Centre, Scientific Institute for Quality of Healthcare, Nijmegen, the Netherlands
| | - Cornelia Mahler
- Department of General Practice and Health Services Research, University Hospital of Heidelberg, Heidelberg, Germany
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Freisinger Á, Lám J, Barki L, Király M, Belicza É. Feasibility of the implementation of medication reconciliation in Hungary. Orv Hetil 2014; 155:1395-405. [DOI: 10.1556/oh.2014.29976] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
Introduction: For medication safety improvement medication reconciliation was proven to be an effective method transferable between different healthcare providers and ward profiles. Aim: Gaining a better understanding of the process of reconciling medicines. Mapping the driving and restraining forces of introducing medication reconciliation. Method: A search of the literature was conducted. 19 databases were searched using 7 different search engines. The relevance of the papers was rated by two independent experts. Data were extracted based on a previously compiled extraction tool. Results: 230 articles were evaluated. Limits and driving forces of implementing medication reconciliation were set out. Often mentioned implementation obstacles were: communication issues, disengagement of the leaders, unpredictable resources and competence problems. Recommendations mainly consisted of process redesign techniques, presentation of cost-effectiveness data and arranging special training for staff. Conclusions: For improvement of medication safety in Hungarian hospitals implementing medication reconciliation should be considered. The conclusion of ongoing on-site trials as well as limits and success factors identified in this paper should taken into account. Orv. Hetil., 2014, 155(35), 1395–1405.
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Affiliation(s)
- Ádám Freisinger
- Semmelweis Egyetem, Egészségügyi Közszolgálati Kar Egészségügyi Menedzserképző Központ Budapest Kútvölgyi út 2. 1125
| | - Judit Lám
- Semmelweis Egyetem, Egészségügyi Közszolgálati Kar Egészségügyi Menedzserképző Központ Budapest Kútvölgyi út 2. 1125
| | - Lilla Barki
- Semmelweis Egyetem, Egészségügyi Közszolgálati Kar Egészségügyi Menedzserképző Központ Budapest Kútvölgyi út 2. 1125
| | - Márton Király
- Semmelweis Egyetem, Egészségügyi Közszolgálati Kar Egészségügyi Menedzserképző Központ Budapest Kútvölgyi út 2. 1125
| | - Éva Belicza
- Semmelweis Egyetem, Egészségügyi Közszolgálati Kar Egészségügyi Menedzserképző Központ Budapest Kútvölgyi út 2. 1125
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Brunt H, Abbey H. An audit of the accuracy of medication documentation in a United Kingdom osteopathic training clinic before and after an educational intervention. INT J OSTEOPATH MED 2014. [DOI: 10.1016/j.ijosm.2013.12.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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Mann LM, Atayee RS, Best BM, Morello CM, Ma JD. Urine specimen detection of zolpidem use in patients with pain. J Anal Toxicol 2014; 38:322-6. [PMID: 24802157 DOI: 10.1093/jat/bku044] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
This study examined zolpidem and concurrent opioid, benzodiazepine, other central nervous system (CNS) depressants, and alcohol use. Urine specimens were analyzed using liquid chromatography-mass spectrometry (LC-MS/MS). Specimens were tested for zolpidem (n = 71,919) and separated into a provider-reported medication list documenting (n = 5,257) or not documenting zolpidem use (n = 66,662). Zolpidem-positive specimens were further separated into reported and unreported use cohorts. The total number of zolpidem-positive specimens in the reported and unreported use cohorts was 3,391 and 3,190, respectively. Non-informed prescribers were 4.4% (3,190/71,919) among the general population and 48.5% (3,190/6,581) when only zolpidem users were considered. In the zolpidem user population, the most common concurrent opioids in both cohorts were hydrocodone and oxycodone. Alprazolam and clonazepam were higher in the unreported use cohort (P ≤ 0.05). The unreported use cohort also had a higher detection of zolpidem plus a benzodiazepine (49.7 vs. 46%; P ≤ 0.05), zolpidem plus an opioid and a benzodiazepine (40.8% vs. 37.4%; P ≤ 0.05) and zolpidem plus an opioid, a benzodiazepine, and an other CNS depressant (12.9 vs. 10.9%; P ≤ 0.05). Concurrent use of zolpidem, an opioid, a benzodiazepine and an other CNS depressant is prevalent in a pain patient population.
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Affiliation(s)
- Lindsey M Mann
- University of California, San Diego (UCSD), Skaggs School of Pharmacy and Pharmaceutical Sciences, La Jolla, CA, USA
| | - Rabia S Atayee
- University of California, San Diego (UCSD), Skaggs School of Pharmacy and Pharmaceutical Sciences, La Jolla, CA, USA Doris A. Howell Palliative Care Services, San Diego, CA, USA
| | - Brookie M Best
- University of California, San Diego (UCSD), Skaggs School of Pharmacy and Pharmaceutical Sciences, La Jolla, CA, USA UCSD Department of Pediatrics, Rady's Children's Hospital, San Diego, CA, USA
| | - Candis M Morello
- University of California, San Diego (UCSD), Skaggs School of Pharmacy and Pharmaceutical Sciences, La Jolla, CA, USA Diabetes Intense Medical Management Clinic, Veterans Affairs San Diego Healthcare System, La Jolla, CA, USA
| | - Joseph D Ma
- University of California, San Diego (UCSD), Skaggs School of Pharmacy and Pharmaceutical Sciences, La Jolla, CA, USA Doris A. Howell Palliative Care Services, San Diego, CA, USA
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Sarzynski EM, Luz CC, Zhou S, Rios-Bedoya CF. Medication Reconciliation in an Outpatient Geriatrics Clinic: Does Accuracy Improve If Patients “Brown Bag” Their Medications for Appointments? J Am Geriatr Soc 2014; 62:567-9. [DOI: 10.1111/jgs.12706] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
Affiliation(s)
- Erin M. Sarzynski
- College of Human Medicine; Michigan State University; East Lansing Michigan
| | - Clare C. Luz
- College of Human Medicine; Michigan State University; East Lansing Michigan
| | - Shiwei Zhou
- College of Human Medicine; Michigan State University; East Lansing Michigan
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Bordson SJ, Atayee RS, Ma JD, Best BM. Tricyclic Antidepressants: Is Your Patient Taking Them? Observations on Adherence and Unreported Use Using Prescriber-Reported Medication Lists and Urine Drug Testing. PAIN MEDICINE 2014; 15:355-63. [DOI: 10.1111/pme.12300] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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Lee KP, Nishimura K, Ngu B, Tieu L, Auerbach AD. Predictors of completeness of patients' self-reported personal medication lists and discrepancies with clinic medication lists. Ann Pharmacother 2013; 48:168-77. [PMID: 24259649 DOI: 10.1177/1060028013512109] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
BACKGROUND Transfer of medication information during transitions in care is crucial to preventing medication errors. Few studies evaluate patients' self-reported personal medication lists. OBJECTIVES To assess completeness of personal medication lists and identify factors associated with incomplete personal lists and discrepancies between personal and clinic medication lists. METHODS We analyzed patients' personal medication lists at an academic hospital preoperative clinic from January 2010 to October 2010. Completeness of personal medication lists was measured as reporting the name, dose, and frequency for all prescription and nonprescription medications or dietary supplements. Discrepancies between personal and clinic medication lists were measured as omitted medications or differing directions. RESULTS Among 94 patients meeting inclusion criteria, 82 (87%) personal medication lists were evaluated. Most personal lists were incomplete (56%; 46/82), missing information for at least one medication reported; 94% (77/82) of personal lists had at least one discrepancy with clinic medication lists (median 4 discrepancies per patient list). On multivariate analyses, taking 10 or more medications (adjusted odds ratio [OR] = 3.52; 95% CI = 1.37 to 9.08) and being divorced, widowed, or single (adjusted OR = 3.10; 95% CI = 1.05 to 9.12) were independent predictors of incomplete personal medication lists. Taking 10 or more medications (adjusted OR = 3.44; 95% CI = 1.35 to 8.78) was also associated with higher rates of medication discrepancies. CONCLUSIONS Patients' self-reported personal medication lists are often incomplete and have discrepancies with clinic medication lists. Interventions are needed to improve medication information transfer between patients, providers and healthcare systems.
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Affiliation(s)
- Kirby P Lee
- University of California, San Francisco, CA, USA
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Persell SD, Eder M, Friesema E, Connor C, Rademaker A, French DD, King J, Wolf MS. EHR-based medication support and nurse-led medication therapy management: rationale and design for a three-arm clinic randomized trial. J Am Heart Assoc 2013; 2:e000311. [PMID: 24157649 PMCID: PMC3835237 DOI: 10.1161/jaha.113.000311] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
BACKGROUND Patients with chronic conditions often use complex medical regimens. A nurse-led strategy to support medication therapy management incorporated into primary care teams may lead to improved use of medications for disease control. Electronic health record (EHR) tools may offer a lower-cost, less intensive approach to improving medication management. METHODS AND RESULTS The Northwestern and Access Community Health Network Medication Education Study is a health center-level cluster-randomized trial being conducted within a network of federally qualified community health centers. Health centers have been enrolled in groups of 3 and randomized to (1) usual care, (2) EHR-based medication management tools alone, or (3) EHR tools plus nurse-led medication therapy management. Patients with uncontrolled hypertension who are prescribed ≥ 3 medications of any kind are recruited from the centers. EHR tools include a printed medication list to prompt review at each visit and automated plain-language medication information within the after-visit summary to encourage proper medication use. In the nurse-led intervention, patients receive one-on-one counseling about their medication regimens to clarify medication discrepancies and identify drug-related concerns, safety issues, and nonadherence. Nurses also provide follow-up telephone calls following new prescriptions and periodically to perform medication review. The primary study outcome is systolic blood pressure after 1 year. Secondary outcomes include measures of understanding of dosing instructions, discrepancies between patient-reported medications and the medical record, adherence, and intervention costs. CONCLUSIONS The Northwestern and Access Community Health Network Medication Education Study will assess the effects of 2 approaches to support outpatient medication management among patients with uncontrolled hypertension in federally qualified health center settings.
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Affiliation(s)
- Stephen D Persell
- Division of General Internal Medicine and Geriatrics, Feinberg School of Medicine, Northwestern University, Chicago, IL
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Integrating patient safety and clinical pharmacy services into the care of a high-risk, ambulatory population: a collaborative approach. J Patient Saf 2013; 9:110-7. [PMID: 23697983 DOI: 10.1097/pts.0b013e318281b879] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
OBJECTIVES Lincoln Community Health Center participated in a Health Resources and Services Administration-sponsored Patient Safety and Clinical Pharmacy Services Collaborative aimed at facilitating integration of pharmacy services proven to enhance patient safety into care provided to a high-risk, ambulatory population. METHODS The Collaborative used the Plan-Do-Study-Act (PDSA) cycle of learning from the Model for Improvement endorsed by the Institute for Healthcare Improvement to guide changes. Outcomes targeted for improvement included medication reconciliation, obesity screening and follow-up planning, adverse drug events (patient safety), and delivery of clinical pharmacy services. RESULTS Primary changes that resulted from conducting 54 PDSA cycles of learning included enhanced data access, centralized medication access through formulary expansion, implemented a medication reconciliation guideline, designated a single point of accountability in the pharmacy, improved efficiency, staff performed nontraditional roles, extended the existing adverse drug event program, and improved communication. CONCLUSIONS Changes made to integrate patient safety and clinical pharmacy services into the care of a high-risk, ambulatory population not only improved all targeted outcomes but also helped establish Lincoln Community Health Center as the patient's medical home.
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