National Healthcare Quality and Disparities Report
Latest available findings on quality of and access to health care
Data
- Data Infographics
- Data Visualizations
- Data Tools
- Data Innovations
- All-Payer Claims Database
- Healthcare Cost and Utilization Project (HCUP)
- Medical Expenditure Panel Survey (MEPS)
- AHRQ Quality Indicator Tools for Data Analytics
- State Snapshots
- United States Health Information Knowledgebase (USHIK)
- Data Sources Available from AHRQ
Search All Research Studies
AHRQ Research Studies Date
Topics
- (-) Adverse Drug Events (ADE) (9)
- Adverse Events (9)
- Ambulatory Care and Surgery (1)
- Blood Thinners (1)
- Cardiovascular Conditions (1)
- Clinical Decision Support (CDS) (1)
- Communication (1)
- Electronic Health Records (EHRs) (2)
- Electronic Prescribing (E-Prescribing) (2)
- Health Information Technology (HIT) (6)
- Heart Disease and Health (1)
- Implementation (1)
- (-) Medical Errors (9)
- Medication (9)
- (-) Medication: Safety (9)
- Patient Safety (8)
- Prevention (1)
- Provider (2)
- Provider: Pharmacist (3)
- Risk (1)
- Telehealth (2)
- Transitions of Care (1)
- Transplantation (1)
AHRQ Research Studies
Sign up: AHRQ Research Studies Email updates
Research Studies is a compilation of published research articles funded by AHRQ or authored by AHRQ researchers.
Results
1 to 9 of 9 Research Studies DisplayedDe Oliveira GS, Castro-Alves LJ, Kendall MC
Effectiveness of pharmacist intervention to reduce medication errors and health-care resources utilization after transitions of care: a meta-analysis of randomized controlled trials.
The main objective of the current investigation was to examine the effectiveness of pharmacist-based transition-of-care interventions on the reduction of medication errors after hospital discharge. Findings showed that pharmacist transition-of-care intervention is an effective strategy to reduce medication errors after hospital discharge and also reduces subsequent emergency room visits.
AHRQ-funded; HS024158.
Citation: De Oliveira GS, Castro-Alves LJ, Kendall MC .
Effectiveness of pharmacist intervention to reduce medication errors and health-care resources utilization after transitions of care: a meta-analysis of randomized controlled trials.
J Patient Saf 2021 Aug 1;17(5):375-80. doi: 10.1097/pts.0000000000000283..
Keywords: Medication: Safety, Medication, Adverse Drug Events (ADE), Adverse Events, Medical Errors, Patient Safety, Provider: Pharmacist, Transitions of Care
Watterson TL, Stone JA, Brown R
CancelRx: a health IT tool to reduce medication discrepancies in the outpatient setting.
Medication list discrepancies between outpatient clinics and pharmacies can lead to medication errors. Within the last decade, a new health information technology (IT), CancelRx, emerged to send a medication cancellation message from the clinic's electronic health record (EHR) to the outpatient pharmacy's software. The objective of this study was to measure the impact of CancelRx on reducing medication discrepancies between the EHR and pharmacy dispensing software.
AHRQ-funded; HS025793.
Citation: Watterson TL, Stone JA, Brown R .
CancelRx: a health IT tool to reduce medication discrepancies in the outpatient setting.
J Am Med Inform Assoc 2021 Jul 14;28(7):1526-33. doi: 10.1093/jamia/ocab038..
Keywords: Medication: Safety, Medication, Medical Errors, Adverse Drug Events (ADE), Adverse Events, Patient Safety, Electronic Health Records (EHRs), Health Information Technology (HIT), Ambulatory Care and Surgery
King CR, Abraham J, Fritz BA
Predicting self-intercepted medication ordering errors using machine learning.
Current approaches to understanding medication ordering errors rely on relatively small manually captured error samples. These approaches are resource-intensive, do not scale for computerized provider order entry (CPOE) systems, and are likely to miss important risk factors associated with medication ordering errors. Previously, the investigators described a dataset of CPOE-based medication voiding accompanied by univariable and multivariable regression analyses. In this paper, they updated the analysis using machine learning (ML) models to predict erroneous medication orders and identify its contributing factors.
AHRQ-funded; HS025443.
Citation: King CR, Abraham J, Fritz BA .
Predicting self-intercepted medication ordering errors using machine learning.
PLoS One 2021 Jul 14;16(7):e0254358. doi: 10.1371/journal.pone.0254358..
Keywords: Medication, Medical Errors, Adverse Drug Events (ADE), Adverse Events, Medication: Safety, Patient Safety, Electronic Prescribing (E-Prescribing), Health Information Technology (HIT)
Stolldorf DP, Ridner SH, Vogus TJ
Implementation strategies in the context of medication reconciliation: a qualitative study.
Medication reconciliation (MedRec) is an important patient safety initiative that aims to prevent patient harm from medication errors. Yet, the implementation and sustainability of MedRec interventions have been challenging due to contextual barriers like the lack of interprofessional communication (among pharmacists, nurses, and providers) and limited organizational capacity. Guided by the Expert Recommendations for Implementing Change (ERIC) taxonomy, the authors report the differing strategies hospital implementation teams used to implement an evidence-based MedRec Toolkit (the MARQUIS Toolkit).
AHRQ-funded; HS025486.
Citation: Stolldorf DP, Ridner SH, Vogus TJ .
Implementation strategies in the context of medication reconciliation: a qualitative study.
Implement Sci Commun 2021 Jun 10;2(1):63. doi: 10.1186/s43058-021-00162-5..
Keywords: Medication: Safety, Medication, Adverse Drug Events (ADE), Medical Errors, Adverse Events, Patient Safety, Implementation, Communication
Gonzales HM, Fleming JN, Gebregziabher M
Pharmacist-led mobile health intervention and transplant medication safety: a randomized controlled clinical trial.
The goal of this study was to examine the efficacy of improving medication safety through a pharmacist-led, mobile health-based intervention. In this single-center study of adult kidney recipients 6-36 months post-transplant, findings showed that participants receiving the intervention experienced a significant reduction in medication errors and a significantly lower incidence risk of Grade 3 or higher adverse events. The intervention arm also demonstrated significantly lower rates of hospitalizations.
AHRQ-funded; HS023754.
Citation: Gonzales HM, Fleming JN, Gebregziabher M .
Pharmacist-led mobile health intervention and transplant medication safety: a randomized controlled clinical trial.
Clin J Am Soc Nephrol 2021 May 8;16(5):776-84. doi: 10.2215/cjn.15911020..
Keywords: Medication: Safety, Medication, Patient Safety, Transplantation, Telehealth, Health Information Technology (HIT), Provider: Pharmacist, Provider, Medical Errors, Adverse Drug Events (ADE), Adverse Events
Feng Y, Pai CW, Seiler K
Adverse outcomes associated with inappropriate direct oral anticoagulant starter pack prescription among patients with atrial fibrillation: a retrospective claims-based study.
This retrospective analysis investigated the risk for bleeding events with higher dosing of direct oral anticoagulant (DOAC) in the first 1-3 weeks of treatment for patients with atrial fibrillation (AF). Findings showed that patients who received an inappropriate DOAC prescription were more likely to identify as Black. Rates of ED visits, hospitalizations, and deaths overall were numerically lower in patients with starter pack DOAC prescriptions. In contrast, rates of ED visits and hospitalizations related to significant bleeding were numerically higher in patients with starter pack DOAC prescriptions. Among patients with AF but without acute venous thromboembolism, those who received an inappropriate DOAC starter pack had numerically higher rates of severe bleeding leading to ED visits and hospitalizations compared to those prescribed an appropriate non-starter pack DOAC anticoagulant.
AHRQ-funded; HS026874.
Citation: Feng Y, Pai CW, Seiler K .
Adverse outcomes associated with inappropriate direct oral anticoagulant starter pack prescription among patients with atrial fibrillation: a retrospective claims-based study.
J Thromb Thrombolysis 2021 May;51(4):1144-49. doi: 10.1007/s11239-020-02358-3..
Keywords: Blood Thinners, Medication, Medication: Safety, Medical Errors, Adverse Drug Events (ADE), Adverse Events, Heart Disease and Health, Cardiovascular Conditions
Kane-Gill SL, Wong A, Culley CM
JA, et al. Transforming the medication regimen review process using telemedicine to prevent adverse events.
The objective of this study was to determine the impact of pharmacist-led telemedicine services on reducing high-risk medication adverse drug events (ADEs) for nursing home (NH) residents using medication reconciliation and prospective medication regimen reviews (MRRs) on admission plus ongoing clinical decision support alerts throughout the residents' stay. Studying residents in four NHs in Southwestern Pennsylvania, findings showed that the intervention group had a 92% lower incidence of alert-specific ADEs than usual care, and all-cause hospitalization was similar between groups, as were 30-day readmissions.
AHRQ-funded; HS02420.
Citation: Kane-Gill SL, Wong A, Culley CM .
JA, et al. Transforming the medication regimen review process using telemedicine to prevent adverse events.
J Am Geriatr Soc 2021 Feb;69(2):530-38. doi: 10.1111/jgs.16946..
Keywords: Medication: Safety, Medication, Adverse Drug Events (ADE), Adverse Events, Medical Errors, Patient Safety, Telehealth, Health Information Technology (HIT), Provider: Pharmacist, Provider, Clinical Decision Support (CDS), Prevention
Abraham J, Galanter WL, Touchette D
Risk factors associated with medication ordering errors.
This study’s goal was to collect data on “voided” orders in computerized order entry systems for medication to 1) identify the nature and characteristics of medication ordering errors; 2) investigate the risk factors associated with these errors and; 3) explore potential strategies to mitigate these risk factors. Data was collected using clinician interviews and surveys within 24 hours of the voided order and using chart reviews. During the 16-month study period 1074 medication orders were voided, with 842 being true medication errors. A total of 22% reached the patient, with at least a single administration, but without causing patient harm. Interviews were conducted on 355 voided orders (33%). Errors were associated with multiple factors not just a single risk factor. The causal contributors included a combination of technological-, cognitive-, environment-, social-, and organization-level factors.
AHRQ-funded; HS025443.
Citation: Abraham J, Galanter WL, Touchette D .
Risk factors associated with medication ordering errors.
J Am Med Inform Assoc 2021 Jan 15;28(1):86-94. doi: 10.1093/jamia/ocaa264..
Keywords: Medication: Safety, Electronic Prescribing (E-Prescribing), Medication: Safety, Medication, Medical Errors, Adverse Drug Events (ADE), Adverse Events, Risk, Health Information Technology (HIT), Patient Safety
Pohl JM, Tanner C, Hamilton A
Medication safety after implementation of a commercial electronic health record system in five safety-net practices: a mixed methods approach.
This study, conducted in five safety-net practices, examined the impact of implementing a commercial electronic health records system on medication safety. The authors found 130 "true" drug-drug interaction (DDI) pairs, representing 149,087 visits and 62 providers, with the largest DDI categories being related to antihypertensive medications, which are often prescribed together. They found no significant differences between physicians and nurse practitioners on the rate of DDI pairs.
AHRQ-funded; HS017191.
Citation: Pohl JM, Tanner C, Hamilton A .
Medication safety after implementation of a commercial electronic health record system in five safety-net practices: a mixed methods approach.
J Am Assoc Nurse Pract 2014 Aug;26(8):438-44. doi: 10.1002/2327-6924.12089.
.
.
Keywords: Medication: Safety, Medication, Electronic Health Records (EHRs), Health Information Technology (HIT), Adverse Drug Events (ADE), Adverse Events, Medical Errors, Patient Safety