National Healthcare Quality and Disparities Report
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Topics
- Adverse Drug Events (ADE) (10)
- Adverse Events (6)
- Antibiotics (1)
- Antimicrobial Stewardship (1)
- Anxiety (1)
- Arthritis (1)
- Behavioral Health (1)
- Blood Pressure (1)
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- Children/Adolescents (1)
- Clinical Decision Support (CDS) (1)
- Communication (1)
- Data (1)
- Depression (1)
- Diabetes (2)
- Diagnostic Safety and Quality (1)
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- (-) Electronic Health Records (EHRs) (25)
- Health Information Technology (HIT) (13)
- Health Services Research (HSR) (1)
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- Hospitalization (1)
- Hospitals (2)
- Inpatient Care (1)
- Medical Errors (3)
- (-) Medication (25)
- Medication: Safety (10)
- Organizational Change (1)
- Outcomes (2)
- Patient-Centered Healthcare (2)
- Patient-Centered Outcomes Research (1)
- Patient Adherence/Compliance (2)
- Patient and Family Engagement (1)
- Patient Safety (13)
- Patient Self-Management (1)
- Practice Patterns (1)
- Prevention (2)
- Primary Care (3)
- Provider: Pharmacist (1)
- Quality Measures (1)
- Quality of Care (3)
- Racial and Ethnic Minorities (1)
- Respiratory Conditions (2)
- Risk (2)
- Surgery (1)
- Web-Based (1)
AHRQ Research Studies
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Research Studies is a compilation of published research articles funded by AHRQ or authored by AHRQ researchers.
Results
1 to 25 of 25 Research Studies DisplayedWright A, Aaron S, Seger DL
Reduced effectiveness of interruptive drug-drug interaction alerts after conversion to a commercial electronic health record.
This study examined the effects of conversion from a homegrown electronic health record (EHR) system to a commercial system on the effectiveness of drug-drug interaction (DDI) alert. The EHR system included 3277 clinicians in the before and after studies. There was a marked decrease in the acceptance rate (100 to 8.4% for severe alerts, 29.3 to 7.5% for medium severity) at first. The least severe alerts were then disabled, which lowered the alert burden by 50.5% which rose the acceptance of Tier 1 alerts to 12.7%. However, there was no clear explanation after that why the acceptance rate remained so much lower. The authors believe that workflow factors were probably the predominant reasons.
AHRQ-funded; HS016970.
Citation: Wright A, Aaron S, Seger DL .
Reduced effectiveness of interruptive drug-drug interaction alerts after conversion to a commercial electronic health record.
J Gen Intern Med 2018 Nov;33(11):1868-76. doi: 10.1007/s11606-018-4415-9..
Keywords: Adverse Drug Events (ADE), Medication, Adverse Events, Medical Errors, Electronic Health Records (EHRs), Health Information Technology (HIT), Patient Safety
Prey JE, Polubriaginof F, Grossman LV
Engaging hospital patients in the medication reconciliation process using tablet computers.
Researchers conducted a pilot study to determine whether patients’ use of an electronic home medication review tool on a table computer could improve medication safety before or after hospitalization. Patients were randomized to the tool and out of 76 patients approached, 65 participated. About three-quarters (74%) made changes to their home medication list. Out of that total, 74% of the changes identified had a significant or greater potential severity, and 49% had a greater than 50-50 chance of harm. This medication reconciliation tool showed great potential to improve medication safety during and after hospitalization.
AHRQ-funded; HS021816.
Citation: Prey JE, Polubriaginof F, Grossman LV .
Engaging hospital patients in the medication reconciliation process using tablet computers.
J Am Med Inform Assoc 2018 Nov;25(11):1460-69. doi: 10.1093/jamia/ocy115..
Keywords: Adverse Drug Events (ADE), Adverse Events, Electronic Health Records (EHRs), Health Information Technology (HIT), Hospitalization, Hospitals, Medication, Medication: Safety, Patient and Family Engagement, Patient Safety, Prevention
Ratwani RM, Savage E, Will A
Identifying electronic health record usability and safety challenges in pediatric settings.
To understand specific usability issues and medication errors in the care of children, the investigators analyzed 9,000 patient safety reports, made in the period 2012-17, from three different health care institutions that were likely related to EHR use. They found: the general pattern of usability challenges and medication errors were the same across the three sites; the most common usability challenges were associated with system feedback and the visual display; and the most common medication error was improper dosing.
AHRQ-funded; HS023701.
Citation: Ratwani RM, Savage E, Will A .
Identifying electronic health record usability and safety challenges in pediatric settings.
Health Aff 2018 Nov;37(11):1752-59. doi: 10.1377/hlthaff.2018.0699..
Keywords: Children/Adolescents, Electronic Health Records (EHRs), Health Information Technology (HIT), Medical Errors, Medication, Medication: Safety, Patient Safety, Children/Adolescents
Bates DW, Singh H
Two decades since To Err Is Human: an assessment of progress and emerging priorities in patient safety.
This paper comments on the progress made in improving patient safety since the 1999 report from The Institute of Medicine titled “To Err is Human” was published. This landmark report highlighted problem areas, and since then there has been a number of effective interventions to prevent hospital-acquired infections and improve medication safety. Additional areas for improvement have also been identified in the past two decades, including outpatient care, diagnostic, errors and the use of health information technology. The authors believe that electronic data developments can help increase patient safety even further.
AHRQ-funded; HS022087; HS017820.
Citation: Bates DW, Singh H .
Two decades since To Err Is Human: an assessment of progress and emerging priorities in patient safety.
Health Aff 2018 Nov;37(11):1736-43. doi: 10.1377/hlthaff.2018.0738..
Keywords: Adverse Drug Events (ADE), Adverse Events, Diagnostic Safety and Quality, Electronic Health Records (EHRs), Health Information Technology (HIT), Medical Errors, Medication, Medication: Safety, Patient Safety, Prevention
Blumenthal KG, Li Y, Acker WW
Multiple drug intolerance syndrome and multiple drug allergy syndrome: epidemiology and associations with anxiety and depression.
In this study, the authors used electronic health record (EHR) data to describe prevalences of MDIS and MDAS and to examine associations with anxiety and depression. The investigators concluded that: 1.) while 6% of patients had MDIS, only 1% had MDAS; 2.) MDIS was associated with both anxiety and depression; 3.) patients with both anxiety and depression had an almost twofold increased odds of MDIS; 4.) MDAS was associated with a 40% increased odds of depression, but there was no significant association with anxiety.
AHRQ-funded; HS022728.
Citation: Blumenthal KG, Li Y, Acker WW .
Multiple drug intolerance syndrome and multiple drug allergy syndrome: epidemiology and associations with anxiety and depression.
Allergy 2018 Oct;73(10):2012-23. doi: 10.1111/all.13440..
Keywords: Adverse Drug Events (ADE), Adverse Events, Anxiety, Depression, Electronic Health Records (EHRs), Health Information Technology (HIT), Medication, Behavioral Health, Patient Safety
Ramirez M, Maranon R, Fu J
Primary care provider adherence to an alert for intensification of diabetes blood pressure medications before and after the addition of a "chart closure" hard stop.
The purpose of this study was to evaluate provider responses to a narrowly targeted Best Practice Advisory (BPA) alert regarding the intensification of blood pressure medications for persons with diabetes before and after implementation of a ‘chart closure’ hard stop. Researchers designed a BPA that sent alerts via an electronic health record system during outpatient encounters when patients with diabetes had elevated blood pressures and were not on angiotensin receptor blocking medications. These alerts were implemented in eight primary care practices within UCLA Health. Data on provider responses to the alerts was compared before and after implementing a ‘chart closure’ hard stop. Providers responded to alerts more often after the ‘chart closure’ hard stop was implemented. The researchers conclude that targeting specific omitted medication classes can produce specific alerts that may reduce alert fatigue, and that using a ‘chart closure’ hard stop may prompt providers to take action without major disruptions to their workflow.
AHRQ-funded; HS000046.
Citation: Ramirez M, Maranon R, Fu J .
Primary care provider adherence to an alert for intensification of diabetes blood pressure medications before and after the addition of a "chart closure" hard stop.
J Am Med Inform Assoc 2018 Sep;25(9):1167-74. doi: 10.1093/jamia/ocy073..
Keywords: Blood Pressure, Diabetes, Primary Care, Electronic Health Records (EHRs), Health Information Technology (HIT), Medication, Care Management
Wong A, Plasek JM, Montecalvo SP
Natural language processing and its implications for the future of medication safety: a narrative review of recent advances and challenges.
This review illustrates the fundamentals of natural language processing (NLP) and discusses the application the NLPs to medication safety in four data sources: electronic health records, Internet-based data, published literature, and reporting systems. The benefit of NLP is its time-saving features in association with the automation of medication safety tasks, as well as the potential for near real-time identification of adverse events, such as incidents posted on social media that might otherwise go unanalyzed. However, NLP is limited by a lack of data sharing between health care organizations, which inhibits wider adverse event monitoring across populations. The authors anticipate that future work on NLPs will focus on integrating of data sources from different domains to more quickly identify potential adverse events and to improve clinical decision support regarding patients’ estimated risks for specific adverse events.
AHRQ-funded; HS022728; HS024264; HS025375.
Citation: Wong A, Plasek JM, Montecalvo SP .
Natural language processing and its implications for the future of medication safety: a narrative review of recent advances and challenges.
Pharmacotherapy 2018 Aug;38(8):822-41. doi: 10.1002/phar.2151..
Keywords: Adverse Drug Events (ADE), Adverse Events, Electronic Health Records (EHRs), Health Information Technology (HIT), Medication, Medication: Safety, Patient Safety
Flory JH, Keating SJ, Siscovick D
Identifying prevalence and risk factors for metformin non-persistence: a retrospective cohort study using an electronic health record.
Non-persistence may be a significant barrier to the use of metformin. The objective of this study was to assess reasons for metformin non-persistence, and whether initial metformin dosing or use of extended release (ER) formulations affect persistence to metformin therapy. The investigators concluded that their data supported the routine prescribing of low starting doses of metformin as a tool to improve persistence.
AHRQ-funded; HS023898.
Citation: Flory JH, Keating SJ, Siscovick D .
Identifying prevalence and risk factors for metformin non-persistence: a retrospective cohort study using an electronic health record.
BMJ Open 2018 Jul 23;8(7):e021505. doi: 10.1136/bmjopen-2018-021505..
Keywords: Diabetes, Electronic Health Records (EHRs), Health Information Technology (HIT), Medication, Patient Adherence/Compliance, Outcomes, Patient-Centered Outcomes Research, Risk
Walsh KE, Marsolo KA, Davis C
Accuracy of the medication list in the electronic health record-implications for care, research, and improvement.
Electronic medication lists may be useful in clinical decision support and research, but their accuracy is not well described. The aim of this study was to assess the completeness of the medication list compared to the clinical narrative in the electronic health record. The study found that there was a range in the accuracy of the medication list compared to the clinical narrative.
AHRQ-funded; HS022974.
Citation: Walsh KE, Marsolo KA, Davis C .
Accuracy of the medication list in the electronic health record-implications for care, research, and improvement.
J Am Med Inform Assoc 2018 Jul;25(7):909-12. doi: 10.1093/jamia/ocy027..
Keywords: Electronic Health Records (EHRs), Quality of Care, Medication, Patient-Centered Healthcare, Patient Safety
Walsh KE, Marsolo KA, Davis C
Accuracy of the medication list in the electronic health record-implications for care, research, and improvement.
Electronic medication lists may be useful in clinical decision support and research, but their accuracy is not well described. The aim of this study was to assess the completeness of the medication list compared to the clinical narrative in the electronic health record. The study found that there was a range in the accuracy of the medication list compared to the clinical narrative.
AHRQ-funded; HS022974.
Citation: Walsh KE, Marsolo KA, Davis C .
Accuracy of the medication list in the electronic health record-implications for care, research, and improvement.
J Am Med Inform Assoc 2018 Jul;25(7):909-12. doi: 10.1093/jamia/ocy027..
Keywords: Electronic Health Records (EHRs), Quality of Care, Medication, Patient-Centered Healthcare, Patient Safety
Goss FR, Lai KH, Topaz M
A value set for documenting adverse reactions in electronic health records.
In this study, the investigators developed a value set for encoding adverse reactions using a large dataset from one health system, enriched by reactions from 2 large external resources. This integrated value set included clinically important severe and hypersensitivity reactions. The work contributed a value set, harmonized with existing data, to improve the consistency and accuracy of reaction documentation in electronic health records, providing the necessary building blocks for more intelligent clinical decision support for allergies and adverse reactions.
AHRQ-funded; HS022728.
Citation: Goss FR, Lai KH, Topaz M .
A value set for documenting adverse reactions in electronic health records.
J Am Med Inform Assoc 2018 Jun;25(6):661-69. doi: 10.1093/jamia/ocx139..
Keywords: Adverse Drug Events (ADE), Adverse Events, Electronic Health Records (EHRs), Medication, Data, Health Information Technology (HIT), Patient Safety
Rangachari P, Dellsperger KC, Fallaw D
Creating a foundation for implementing an electronic health records (EHR)-integrated Social Knowledge Networking (SKN) system on medication reconciliation.
Augusta University received a two-year grant from AHRQ, to implement a Social Knowledge Networking (SKN) system for enabling its health system, AU-Health, to progress from "limited use" of EHR Medication Reconciliation (MedRec) Technology, to "meaningful use." Phase 1 sought to identify a comprehensive set of issues related to EHR MedRec encountered by practitioners at AU-Health. The purpose of this paper is to describe the methods and results of Phase 1.
AHRQ-funded; HS024335.
Citation: Rangachari P, Dellsperger KC, Fallaw D .
Creating a foundation for implementing an electronic health records (EHR)-integrated Social Knowledge Networking (SKN) system on medication reconciliation.
J Hosp Adm 2018 Apr;7(2):36-49. doi: 10.5430/jha.v7n2p36.
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Keywords: Electronic Health Records (EHRs), Health Information Technology (HIT), Medication: Safety, Medication, Patient Safety
Rangachari P
Implementing a Social Knowledge Networking (SKN) system to enable meaningful use of an EHR medication reconciliation system.
The study examined user-engagement in the SKN system and associations between "SKN use" and "meaningful use" of electronic health record (EHR). The prospective implementation design is expected to generate context-sensitive strategies for meaningful use and successful implementation of EHR Medication Reconciliation (MedRec) and thereby make substantial contributions to the patient safety and risk management literature.
AHRQ-funded; HS024335.
Citation: Rangachari P .
Implementing a Social Knowledge Networking (SKN) system to enable meaningful use of an EHR medication reconciliation system.
Risk Manag Healthc Policy 2018 Mar 26;11:45-53. doi: 10.2147/rmhp.s152313.
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Keywords: Electronic Health Records (EHRs), Health Information Technology (HIT), Medication, Patient Safety, Risk
Wong A, Seger DL, Slight SP
Evaluation of 'definite' anaphylaxis drug allergy alert overrides in inpatient and outpatient settings.
The aim of this study was to determine the rate of anaphylaxis overrides, the reasons for these overrides, whether the overrides were appropriate, and if harm occurred from overrides. Overrides of 'definite' anaphylaxis drug-allergy interactions were common and often appropriate. Most overrides were due to desensitizations.
AHRQ-funded; HS021094.
Citation: Wong A, Seger DL, Slight SP .
Evaluation of 'definite' anaphylaxis drug allergy alert overrides in inpatient and outpatient settings.
Drug Saf 2018 Mar;41(3):297-302. doi: 10.1007/s40264-017-0615-1.
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Keywords: Adverse Drug Events (ADE), Clinical Decision Support (CDS), Electronic Health Records (EHRs), Medication: Safety, Medication
Cornu P, Phansalkar S, Seger DL
High-priority and low-priority drug-drug interactions in different international electronic health record systems: a comparative study.
The purpose of this comparative retrospective study was to investigate whether alert warnings for high-priority and low-priority drug-drug interactions were present in five international electronic health record systems, to compare and contrast the severity level assigned to them, and to establish the proportion of alerts that were overridden.
AHRQ-funded; HS021094.
Citation: Cornu P, Phansalkar S, Seger DL .
High-priority and low-priority drug-drug interactions in different international electronic health record systems: a comparative study.
Int J Med Inform 2018 Mar;111:165-71. doi: 10.1016/j.ijmedinf.2017.12.027..
Keywords: Adverse Drug Events (ADE), Electronic Health Records (EHRs), Health Information Technology (HIT), Medication, Medication: Safety
Yazdany J, Robbins M, Schmajuk G
Development of the American College of Rheumatology's rheumatoid arthritis electronic clinical quality measures.
The researchers sought to develop and test electronic clinical quality measures for rheumatoid arthritis. Disease activity assessment, functional status assessment, disease-modifying antirheumatic durg use, and tuberculosis screening measures have achieved national endorsement and are recommended for use in federal quality reporting programs.
AHRQ-funded; HS024412.
Citation: Yazdany J, Robbins M, Schmajuk G .
Development of the American College of Rheumatology's rheumatoid arthritis electronic clinical quality measures.
Arthritis Care Res 2016 Nov;68(11):1579-90. doi: 10.1002/acr.22984.
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Keywords: Electronic Health Records (EHRs), Medication, Quality Measures, Arthritis, Outcomes
Curtis LM, Mullen RJ, Russell A
An efficacy trial of an electronic health record-based strategy to inform patients on safe medication use: the role of written and spoken communication.
The researchers tested the feasibility and efficacy of an electronic health record (EHR) strategy that automated the delivery of print medication information at the time of prescribing. They found that written information and physician counseling were independently associated with patient understanding of risk information and that receiving both was most beneficial. They concluded that although an EHR can be a reliable means to deliver tangible, print medication education to patients, it cannot replace physician-patient communication, and that offering both written and spoken information resulted in a synergistic effect for informing patients.
AHRQ-funded; HS017220.
Citation: Curtis LM, Mullen RJ, Russell A .
An efficacy trial of an electronic health record-based strategy to inform patients on safe medication use: the role of written and spoken communication.
Patient Educ Couns 2016 Sep;99(9):1489-95. doi: 10.1016/j.pec.2016.07.004.
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Keywords: Electronic Health Records (EHRs), Communication, Education: Patient and Caregiver, Medication: Safety, Medication
Zhou L, Dhopeshwarkar N, Blumenthal KG
Drug allergies documented in electronic health records of a large healthcare system.
The authors studied the prevalence of common drug allergies and patient characteristics documented in electronic health records of two large tertiary care hospitals in Boston from 1990 to 2013. They found that drug allergies in general were most prevalent among females and white patients, but that allergies to NSAIDs, ACE inhibitors, and thiazide diuretics were more prevalent in black patients.
AHRQ-funded; HS022728.
Citation: Zhou L, Dhopeshwarkar N, Blumenthal KG .
Drug allergies documented in electronic health records of a large healthcare system.
Allergy 2016 Sep;71(9):1305-13. doi: 10.1111/all.12881.
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Keywords: Adverse Drug Events (ADE), Electronic Health Records (EHRs), Medication: Safety, Medication
Pevnick JM, Shane R, Schnipper JL
The problem with medication reconciliation.
The authors discussed medication reconciliation and the issue that benefits reaped by organizations focused on interventions have not generalized easily to other institutions. They specified that medication reconciliation interventions need to be carefully matched to organizational strengths, workflows, and goals based on institutional priorities, and that there are several broad recommendations that can be targeted to organizational leaders, clinicians and investigators.
AHRQ-funded; HS019598; HS023757.
Citation: Pevnick JM, Shane R, Schnipper JL .
The problem with medication reconciliation.
BMJ Qual Saf 2016 Sep;25(9):726-30. doi: 10.1136/bmjqs-2015-004734.
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Keywords: Electronic Health Records (EHRs), Medication, Patient Safety, Provider: Pharmacist
Rangachari P
Role of social knowledge networking technology in facilitating meaningful use of electronic health record medication reconciliation.
In this paper, Rangachari 1) conducted a narrative review of the literature on "technology use," to understand how technologies-in-practice may be transformed from limited use to meaningful use; 2) conducted a narrative review of the literature on "organizational change implementation," to understand how changes in technology use could be successfully implemented and sustained in a healthcare organizational context; and 3) applied lessons learned from the narrative literature reviews to identify strategies for the meaningful use and successful implementation of EHR Medication Reconciliation technology.
AHRQ-funded; HS024335.
Citation: Rangachari P .
Role of social knowledge networking technology in facilitating meaningful use of electronic health record medication reconciliation.
J Hosp Adm 2016 Jun;5(3):98-106. doi: 10.5430/jha.v5n3p98.
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Keywords: Health Systems, Medication, Hospitals, Organizational Change, Electronic Health Records (EHRs)
Topaz M, Seger DL, Slight SP
Rising drug allergy alert overrides in electronic health records: an observational retrospective study of a decade of experience.
The authors aimed to explore the common drug allergy alerts over the last 10 years and the reasons why providers tend to override these alerts. They found that alarmingly, alerts for immune mediated and life threatening reactions with definite allergen and prescribed medication matches were overridden 72.8 percent and 74.1 percent of the time, respectively.
AHRQ-funded; HS022728.
Citation: Topaz M, Seger DL, Slight SP .
Rising drug allergy alert overrides in electronic health records: an observational retrospective study of a decade of experience.
J Am Med Inform Assoc 2016 May;23(3):601-8. doi: 10.1093/jamia/ocv143.
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Keywords: Electronic Health Records (EHRs), Adverse Drug Events (ADE), Medication, Medication: Safety, Patient Safety
Gidengil CA, Linder JA, Beach S
Using clinical vignettes to assess quality of care for acute respiratory infections.
Overprescribing of antibiotics for acute respiratory infections (ARIs) is common. The objective of this study was to develop and validate a vignette-based method to estimate clinician ARI antibiotic prescribing. The researchers concluded that responses to 3 clinical vignettes can identify clinicians with relatively poor quality ARI antibiotic prescribing. Vignettes may be a mechanism to target clinicians for quality improvement efforts.
AHRQ-funded; HS018419.
Citation: Gidengil CA, Linder JA, Beach S .
Using clinical vignettes to assess quality of care for acute respiratory infections.
Inquiry 2016 Apr 20;53:pii: 0046958016636531. doi: 10.1177/0046958016636531..
Keywords: Antibiotics, Antimicrobial Stewardship, Electronic Health Records (EHRs), Health Information Technology (HIT), Health Services Research (HSR), Medication, Practice Patterns, Primary Care, Quality of Care, Respiratory Conditions
Lyles CR, Sarkar U, Schillinger D
Refilling medications through an online patient portal: consistent improvements in adherence across racial/ethnic groups.
The researchers evaluated longitudinal changes in statin adherence to determine whether racial/ethnic minorities initiating use of the online refill function in patient portals had similar changes over time compared with whites. Their examination of a retrospective cohort of diabetes patients who were existing patient portal users found that all racial/ethnic minority groups had poorer baseline statin adherence compared with whites.
AHRQ-funded; HS022408.
Citation: Lyles CR, Sarkar U, Schillinger D .
Refilling medications through an online patient portal: consistent improvements in adherence across racial/ethnic groups.
J Am Med Inform Assoc 2016 Apr;23(e1):e28-e33. doi: 10.1093/jamia/ocv126.
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Keywords: Medication, Web-Based, Patient Adherence/Compliance, Electronic Health Records (EHRs), Racial and Ethnic Minorities
Meeker D, Linder JA, Fox CR
Effect of behavioral interventions on inappropriate antibiotic prescribing among primary care practices: a randomized clinical trial.
The purpose of this study was to assess effects of behavioral interventions and rates of inappropriate (not guideline-concordant) antibiotic prescribing during ambulatory visits for acute respiratory tract infections. It concluded that among primary care practices, the use of accountable justification and peer comparison as behavioral interventions resulted in lower rates of inappropriate antibiotic prescribing for acute respiratory tract infections.
AHRQ-funded; HS019913.
Citation: Meeker D, Linder JA, Fox CR .
Effect of behavioral interventions on inappropriate antibiotic prescribing among primary care practices: a randomized clinical trial.
JAMA 2016 Feb 9;315(6):562-70. doi: 10.1001/jama.2016.0275..
Keywords: Primary Care, Medication, Respiratory Conditions, Electronic Health Records (EHRs)
Wilcox L, Woollen J, Prey J
Interactive tools for inpatient medication tracking: a multi-phase study with cardiothoracic surgery patients.
This study explored the design and usefulness of patient-facing tools supporting inpatient medication management and tracking. Patients reported that the medication-tracking tools were useful. Patients' interview responses and audit logs revealed that they made frequent use of the hospital medications feature and found electronic reporting of questions and comments useful.
AHRQ-funded; HS021816; HS021393.
Citation: Wilcox L, Woollen J, Prey J .
Interactive tools for inpatient medication tracking: a multi-phase study with cardiothoracic surgery patients.
J Am Med Inform Assoc 2016 Jan;23(1):144-58. doi: 10.1093/jamia/ocv160..
Keywords: Electronic Health Records (EHRs), Inpatient Care, Medication, Patient Self-Management, Surgery