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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 214 Research Studies DisplayedFerguson WJ, Johnston J, Clarke JG
Advancing the implementation and sustainment of medication assisted treatment for opioid use disorders in prisons and jails.
Four jail and prison systems partnered with researchers to document their adoption of medication assisted therapy (MAT) for incarcerated individuals with opioid use disorders using their established treatment protocols. Despite efforts at all four sites to increase utilization of MAT, only one site achieved sustained growth in the proportion of individuals treated over the course of the project. Recommendations included adoption of evidence-based MATs for opioid use disorders in prisons and jails with persistent effort to identify and overcome challenges and dedicated funding to sustain programs.
AHRQ-funded; HS024243.
Citation: Ferguson WJ, Johnston J, Clarke JG .
Advancing the implementation and sustainment of medication assisted treatment for opioid use disorders in prisons and jails.
Health Justice 2019 Dec 12;7(1):19. doi: 10.1186/s40352-019-0100-2..
Keywords: Opioids, Medication, Substance Abuse, Vulnerable Populations
Horng S, Joseph JW, Calder S
Assessment of unintentional duplicate orders by emergency department clinicians before and after implementation of a visual aid in the electronic health record ordering system.
The purpose of this cohort study was to determine whether a simple visual aid was associated with a reduction in duplicate ordering of tests and medications. An interrupted time series model was used to analyze a series of consecutive patients who visited the emergency department of a large volume academic hospital. The researchers conclude that passive visual cues that provided just-in-time decision support were associated with reductions in unintentional duplicate orders for laboratory and radiology tests but not in unintentional duplicate medication orders.
AHRQ-funded; HS024288.
Citation: Horng S, Joseph JW, Calder S .
Assessment of unintentional duplicate orders by emergency department clinicians before and after implementation of a visual aid in the electronic health record ordering system.
JAMA Netw Open 2019 Dec 2;2(12):e1916499. doi: 10.1001/jamanetworkopen.2019.16499..
Keywords: Electronic Health Records (EHRs), Emergency Department, Health Information Technology (HIT), Patient-Centered Outcomes Research, Medication
McCarthy DM, Curtis LM, Courtney DM
A multifaceted intervention to improve patient knowledge and safe use of opioids: results of the ED EMC(2) randomized controlled trial.
Despite increased focus on opioid prescribing, little is known about the influence of prescription opioid medication information given to patients in the emergency department (ED). The objective of this study was to evaluate the effect of an Electronic Medication Complete Communication (EMC(2)) Opioid Strategy on patients' safe use of opioids and knowledge about opioids. The study found that the EMC(2) tools improved demonstrated safe dosing, but these benefits did not translate into actual use based on medication dairies. The text-messaging intervention did result in improved patient knowledge.
AHRQ-funded; HS023459.
Citation: McCarthy DM, Curtis LM, Courtney DM .
A multifaceted intervention to improve patient knowledge and safe use of opioids: results of the ED EMC(2) randomized controlled trial.
Acad Emerg Med 2019 Dec;26(12):1311-25. doi: 10.1111/acem.13860..
Keywords: Opioids, Medication, Medication: Safety, Patient Safety, Health Literacy, Education: Patient and Caregiver, Clinician-Patient Communication, Communication, Health Information Technology (HIT)
McCoy RG, Dykhoff HJ, Sangaralingham L
Adoption of new glucose-lowering medications in the U.S.-the case of SGLT2 inhibitors: nationwide cohort study.
This study examined use of new glucose-lowering medications called sodium-glucose cotransporter-2 inhibitors (SGLT2i) that was the most recently approved class of medications for diabetes type 1 and 2 patients. This class of medications have shown additional cardio- and renal-protective benefits as well as lower risk of hypoglycemia. A retrospective analysis of medical and pharmacy claims data from OptumLabs Data Warehouse was conducted for commercially insured and Medicare Advantage adult beneficiaries who filled any glucose-lowering medication from 2013-2016. Among a cohort of over 1 million, only 7.2% initiated a SGLT2i prescription. Patients with other complications, age 75 or older, black, and those with Medicare Advantage were less likely to start a SGLT2i.
AHRQ-funded; HS024075; HS025164; HS025402; HS025517; HS022882.
Citation: McCoy RG, Dykhoff HJ, Sangaralingham L .
Adoption of new glucose-lowering medications in the U.S.-the case of SGLT2 inhibitors: nationwide cohort study.
Diabetes Technol Ther 2019 Dec;21(12):702-12. doi: 10.1089/dia.2019.0213.
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Keywords: Medication, Diabetes, Practice Patterns
RIchmond J, Mangrum R, Wang G
An informed public's views on reducing antibiotic overuse.
The purpose of this study was to understand public attitudes about and recommendations to address antibiotic overuse by employing public deliberation (a method for eliciting informed input on value-laden issues). The investigators concluded that when informed about individual and social consequences of antibiotic overuse, patients may be more receptive to antibiotic prescription limits. They suggest that community-physician-government partnerships are needed to create solutions.
AHRQ-funded; 290201000005C.
Citation: RIchmond J, Mangrum R, Wang G .
An informed public's views on reducing antibiotic overuse.
Health Serv Res 2019 Dec;54(6):1283-94. doi: 10.1111/1475-6773.13175..
Keywords: Antimicrobial Stewardship, Antibiotics, Medication, Health Literacy, Education: Patient and Caregiver
Stoops C, Stone S, Evans E
Baby NINJA (Nephrotoxic Injury Negated by Just-in-Time Action): reduction of nephrotoxic medication-associated acute kidney injury in the neonatal intensive care unit.
The purpose of this study was to test if acute kidney injury (AKI) is preventable in patients in the neonatal intensive care unit and if infants at high-risk of nephrotoxic medication-induced AKI can be identified using a systematic surveillance program previously used in the pediatric non-intensive care unit setting. The authors concluded that a systematic surveillance program to identify high-risk infants can prevent nephrotoxic-induced AKI and has the potential to prevent short and long-term consequences of AKI in critically ill infants.
AHRQ-funded; HS023763.
Citation: Stoops C, Stone S, Evans E .
Baby NINJA (Nephrotoxic Injury Negated by Just-in-Time Action): reduction of nephrotoxic medication-associated acute kidney injury in the neonatal intensive care unit.
J Pediatr 2019 Dec;215:223-28.e6. doi: 10.1016/j.jpeds.2019.08.046..
Keywords: Newborns/Infants, Medication, Medication: Safety, Patient Safety, Kidney Disease and Health, Intensive Care Unit (ICU), Critical Care, Quality Improvement, Quality of Care, Prevention, Adverse Drug Events (ADE), Adverse Events
Salvador J, Bhatt S, Fowler R
Engagement with Project ECHO to increase medication-assisted treatment in rural primary care.
The purpose of this study was to understand the barriers and facilitators that affect engagement with Project ECHO (Extension for Community Healthcare Outcomes) to implement medication-assisted treatment (MAT) in primary care settings. This brief report identified key systematic challenges that may directly limit primary care providers' engagement in telementoring models such as Project ECHO.
AHRQ-funded; HS025345.
Citation: Salvador J, Bhatt S, Fowler R .
Engagement with Project ECHO to increase medication-assisted treatment in rural primary care.
Psychiatr Serv 2019 Dec;70(12):1157-60. doi: 10.1176/appi.ps.201900142..
Keywords: Opioids, Medication, Substance Abuse, Primary Care, Rural Health, Telehealth, Health Information Technology (HIT)
Mafi JN, May FP, Kahn KL
Low-value proton pump inhibitor prescriptions among older adults at a large academic health system.
Researchers sought to characterize the prevalence of potentially low-value proton pump inhibitor (PPI) prescriptions among older adults to inform a quality improvement intervention. Subjects were patients, aged 65 years or older, receiving primary care at a large academic health system in 2018. The researchers found that one in eight older adults were prescribed a PPI, and over one-third of prescriptions were potentially low-value. They conclude that, with most potentially low-value prescribing concentrated among a small subset of primary care physicians, interventions targeting them and/or applying EHR-based automatic stopping rules may protect older adults from harm.
AHRQ-funded; HS024067.
Citation: Mafi JN, May FP, Kahn KL .
Low-value proton pump inhibitor prescriptions among older adults at a large academic health system.
J Am Geriatr Soc 2019 Dec;67(12):2600-05. doi: 10.1111/jgs.16117..
Keywords: Elderly, Medication, Quality Improvement, Quality of Care, Primary Care
Ailabouni NJ, Marcum ZA, Schmader KE
Medication use quality and safety in older adults: 2018 update.
This study identified four key articles from 2018 that address medication use quality and safety for older adults. The first study highlighted a cluster-randomized trial that utilized a pharmacist-led education-based intervention delivered to both patients and doctors to deprescribe four types of inappropriate medications. The second study from the UK examined the association between anticholinergic exposure, overall and by medication class, and dementia risk in 40,770 older adults. The third study was a Swedish longitudinal cohort study examining the association between antihypertensive medications and incident dementia. The fourth and last study was a randomized, double-blind, placebo-controlled trial and examined the effect of daily low-dose aspirin for primary prevention of cardiac events and hemorrhage in 19,144 community-dwelling older adults.
AHRQ-funded; HS022982.
Citation: Ailabouni NJ, Marcum ZA, Schmader KE .
Medication use quality and safety in older adults: 2018 update.
J Am Geriatr Soc 2019 Dec;67(12):2458-62. doi: 10.1111/jgs.16243..
Keywords: Elderly, Medication, Medication: Safety, Patient Safety, Quality of Care, Provider: Pharmacist, Provider
Parikh K, Perry K, Pantor C
Multidisciplinary engagement increases medications in-hand for patients hospitalized with asthma.
Asthma exacerbations in children are a leading cause of missed school days and health care use. Patients discharged from the hospital often do not fill discharge prescriptions and are at risk for future exacerbations. In this study, a multidisciplinary team aimed to increase the percentage of patients discharged from the hospital after an asthma exacerbation with their medications in-hand from 15% to 80%.
AHRQ-funded; HS024554.
Citation: Parikh K, Perry K, Pantor C .
Multidisciplinary engagement increases medications in-hand for patients hospitalized with asthma.
Pediatrics 2019 Dec;144(6). doi: 10.1542/peds.2019-0674..
Keywords: Children/Adolescents, Asthma, Medication, Patient Adherence/Compliance, Teams, Hospital Discharge, Transitions of Care
Tam CA, Dauw CA, Ghani KR
New persistent opioid use after outpatient ureteroscopy for upper tract stone treatment.
The purpose of this study was to measure the incidence of persistent opioid use following ureteroscopy (URS). Over 100 Americans die every day from opioid overdose. Recent studies suggest that many opioid addictions surface after surgery. The investigators concluded that nearly 1 in 16 opioid-naive patients developed new persistent opioid use after URS. New persistent opioid use was associated with the amount of opioid prescribed at the time of URS. The authors suggest that, given these findings, urologists should re-evaluate their post-URS opioid prescribing patterns.
AHRQ-funded; HS024525; HS024728.
Citation: Tam CA, Dauw CA, Ghani KR .
New persistent opioid use after outpatient ureteroscopy for upper tract stone treatment.
Urology 2019 Dec;134:103-08. doi: 10.1016/j.urology.2019.08.042..
Keywords: Opioids, Medication, Substance Abuse, Surgery, Practice Patterns
Rentsch CT, Edelman EJ, Justice AC
Patterns and correlates of prescription opioid receipt among US Veterans: a national, 18-year observational cohort study.
A better understanding of predisposition to transition to high-dose, long-term opioid therapy after initial opioid receipt could facilitate efforts to prevent opioid use disorder (OUD). In this study, the investigators extracted data on 69,268 patients in the Veterans Aging Cohort Study who received any opioid prescription between 1998 and 2015. They identified four distinguishable dose trajectories. The authors indicate that their measures could potentially be used in future prevention research, including genetic discovery.
AHRQ-funded; HS021112; HS023258.
Citation: Rentsch CT, Edelman EJ, Justice AC .
Patterns and correlates of prescription opioid receipt among US Veterans: a national, 18-year observational cohort study.
AIDS Behav 2019 Dec;23(12):3340-49. doi: 10.1007/s10461-019-02608-3..
Keywords: Opioids, Medication, Substance Abuse, Human Immunodeficiency Virus (HIV), Pain, Chronic Conditions
Chan B, Kondo K, Freeman M
Pharmacotherapy for cocaine use disorder-a systematic review and meta-analysis.
The authors sought a better understanding of the effectiveness of pharmacotherapy for cocaine use disorder. Their search included multiple data sources for systematic reviews and randomized controlled trials of pharmacological interventions in adults with cocaine use disorder. They found that most of the pharmacotherapies studied, including antidepressants, were not effective for treating cocaine use disorder. Bupropion, psychostimulants, and topiramate may improve abstinence, and antipsychotics may improve treatment retention. They recommend further study of contingency management and behavioral interventions along with pharmacotherapy.
AHRQ-funded; HS022981.
Citation: Chan B, Kondo K, Freeman M .
Pharmacotherapy for cocaine use disorder-a systematic review and meta-analysis.
J Gen Intern Med 2019 Dec;34(12):2858-73. doi: 10.1007/s11606-019-05074-8..
Keywords: Medication, Substance Abuse, Comparative Effectiveness, Treatments, Evidence-Based Practice, Patient-Centered Outcomes Research, Outcomes
Chan B, Freeman M, Kondo K
Pharmacotherapy for methamphetamine/amphetamine use disorder-a systematic review and meta-analysis.
The authors reviewed the effectiveness of pharmacotherapy for methamphetamine/amphetamine (MA/A) use disorder to assess the quality, publication bias, and overall strength of the evidence. They found that, on the basis of low- to moderate-strength evidence, most medications evaluated for methamphetamine/amphetamine use disorder have not shown a statistically significant benefit; however, there is low-strength evidence that methylphenidate may reduce use.
AHRQ-funded; HS022981.
Citation: Chan B, Freeman M, Kondo K .
Pharmacotherapy for methamphetamine/amphetamine use disorder-a systematic review and meta-analysis.
Addiction 2019 Dec;114(12):2122-36. doi: 10.1111/add.14755..
Keywords: Medication, Substance Abuse, Evidence-Based Practice, Comparative Effectiveness, Patient-Centered Outcomes Research
Bushnell GA, Crystal S, Olfson M
Prescription benzodiazepine use in privately insured U.S. children and adolescents.
The goal of this cohort study was to describe youth initiating prescription benzodiazepine treatment, identify potential indications and prescribing concerns, estimate the duration of treatment by potential indication, and identify factors that predict long-term use. Investigators found that U.S. children and adolescents are prescribed benzodiazepines for various mental health and other medical conditions, many lacking evidence of pediatric efficacy. They concluded that long-term benzodiazepine treatment, concurrent opioid prescriptions, psychotropic use, and prior substance use disorder diagnoses suggest safety risks among some youth prescribed benzodiazepines.
AHRQ-funded; HS026001; HS021112; HS023258.
Citation: Bushnell GA, Crystal S, Olfson M .
Prescription benzodiazepine use in privately insured U.S. children and adolescents.
Am J Prev Med 2019 Dec;57(6):775-85. doi: 10.1016/j.amepre.2019.07.006..
Keywords: Children/Adolescents, Medication, Medication: Safety, Patient Safety
Hu T, Decker SL, Chou SY
AHRQ Author: Decker SL
The impact of health insurance expansion on physician treatment choice: Medicare Part D and physician prescribing.
Researchers tested the effect of the introduction of Medicare Part D on physician prescribing behavior using data on physician visits from the National Ambulatory Medical Care Survey (NAMCS). Subjects were patients aged 60-69. The researchers found a 32% increase in the number of prescription drugs prescribed or continued per visit and a 46% increase in the number of generic drugs prescribed or continued for the elderly after the introduction of Medicare Part D.
AHRQ-authored.
Citation: Hu T, Decker SL, Chou SY .
The impact of health insurance expansion on physician treatment choice: Medicare Part D and physician prescribing.
https://www.ncbi.nlm.nih.gov/pubmed/28168448.
Keywords: Medical Expenditure Panel Survey (MEPS), Health Insurance, Medicare, Medication, Practice Patterns, Elderly
Jones YO, Hubbell BB, Thomson J
Things we do for no reason: systemic corticosteroids for wheezing in preschool-aged children.
This installment of the “Things We Do For No Reason” series presents and discusses a case study concerning the administration of systemic corticosteroids in a 4-year-old child presenting with wheezing, tachypnea, and respiratory distress. The authors conclude that current evidence does not support the routine use of systemic corticosteroids for preschool-aged children admitted for mild to moderate wheezing episodes, and that the patient in the introductory case would likely receive no clinical benefit from dexamethasone treatment.
AHRQ-funded; HS025138.
Citation: Jones YO, Hubbell BB, Thomson J .
Things we do for no reason: systemic corticosteroids for wheezing in preschool-aged children.
J Hosp Med 2019 Dec;14(12):774-76. doi: 10.12788/jhm.3255..
Keywords: Children/Adolescents, Respiratory Conditions, Asthma, Case Study, Shared Decision Making, Medication
Badawy SM, Payne AB
Association between clinical outcomes and metformin use in adults with sickle cell disease and diabetes mellitus.
This study tested the hypothesis that metformin use for treatment of diabetes mellitus is associated with fewer sickle cell disease (SCD) adverse outcomes and lower health care utilization among patients with SCD and diabetes mellitus. This retrospective cohort study used data from MarketScan Medicaid claims for 2006 to 2016. SCD patients who were metformin users and nonusers were compared. Patients on hydroxyurea, insulin, or iron chelation were excluded. Metformin was found to be associated with significantly fewer inpatient and emergency department encounters in adults with SCD and diabetes mellitus.
AHRQ-funded; HS023011.
Citation: Badawy SM, Payne AB .
Association between clinical outcomes and metformin use in adults with sickle cell disease and diabetes mellitus.
Blood Adv 2019 Nov 12;3(21):3297-306. doi: 10.1182/bloodadvances.2019000838..
Keywords: Sickle Cell Disease, Diabetes, Chronic Conditions, Medication, Outcomes, Patient-Centered Outcomes Research
Chiotos K, Rock C, Schweizer ML
Current infection prevention and antibiotic stewardship program practices: a survey of the Society for Healthcare Epidemiology of America (SHEA) Research Network (SRN).
This survey compares results with a similar 2013 survey that characterizes contemporary infection prevention and antibiotic stewardship program practices across 64 healthcare facilities. There was decreased frequency of active surveillance for MRSA, frequent active surveillance for carbapenem-resistant Enterobacteriaceae, and increased support for antibiotic stewardship programs.
AHRQ-funded; HS026393.
Citation: Chiotos K, Rock C, Schweizer ML .
Current infection prevention and antibiotic stewardship program practices: a survey of the Society for Healthcare Epidemiology of America (SHEA) Research Network (SRN).
Infect Control Hosp Epidemiol 2019 Sep;40(9):1046-49. doi: 10.1017/ice.2019.172.
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Keywords: Antimicrobial Stewardship, Antibiotics, Medication, Methicillin-Resistant Staphylococcus aureus (MRSA), Healthcare-Associated Infections (HAIs), Infectious Diseases, Prevention, Practice Patterns
Olivieri-Mui BL, Koethe B, Briesacher B
Economic barriers to antiretroviral therapy in nursing homes.
In this study, the investigators’ aim was to clarify if persons living with human immunodeficiency virus/acquired immunodeficiency syndrome (HIV/AIDS) have adequate economic access to antiretroviral therapy (ART) when admitted to nursing homes (NHs). They concluded that people living with HIV in NHs do not always receive lifesaving ART, but the reasons are unclear and appear unrelated to economic barriers.
AHRQ-funded; HS025662.
Citation: Olivieri-Mui BL, Koethe B, Briesacher B .
Economic barriers to antiretroviral therapy in nursing homes.
J Am Geriatr Soc 2020 Apr;68(4):777-82. doi: 10.1111/jgs.16288..
Keywords: Human Immunodeficiency Virus (HIV), Nursing Homes, Long-Term Care, Medication, Access to Care
Carayon P, Wetterneck TB, Cartmill R
Medication safety in two intensive care units of a community teaching hospital after electronic health record implementation: sociotechnical and human factors engineering considerations.
This study examined the impact of electronic health record (EHR) implementation in two intensive care units (ICUs). The authors assessed 1254 consecutive admissions before and after an EHR implementation. They identified 4063 medication-related events either pre-implementation (2074 events) or post-implementation (1989 events). The overall potential for harm due to medication errors decreased post-implementation, but only 2 of the 3 error rates were significantly lower post-implementation. They observed reductions in rates of medication errors per admission at the stages of transcription, dispensing, and administration. In the ordering stage, 4 error types decreased post-implementation (orders with omitted information, error-prone abbreviations, illegible orders, failure to renew orders) and 4 error types increased post-implementation (orders of wrong drug, orders containing a wrong start or stop time, duplicate orders, orders with inappropriate or wrong information).
AHRQ-funded; HS015274; HS000083.
Citation: Carayon P, Wetterneck TB, Cartmill R .
Medication safety in two intensive care units of a community teaching hospital after electronic health record implementation: sociotechnical and human factors engineering considerations.
J Patient Saf 2021 Aug 1;17(5):e429-e39. doi: 10.1097/pts.0000000000000358.
AHRQ-funded; HS015274; HS000083..
AHRQ-funded; HS015274; HS000083..
Keywords: Medication: Safety, Medication, Intensive Care Unit (ICU), Critical Care, Patient Safety, Electronic Health Records (EHRs), Health Information Technology (HIT)
Stringer KL, Marotta P, Baker E
Substance use stigma and antiretroviral therapy adherence among a drug-using population living with HIV.
Among people living with HIV (PLWH), HIV-related stigma predicts nonadherence to antiretroviral therapy (ART); however, the role of stigma associated with drug use is largely unknown. The this study the investigators examined the association between substance use (SU) stigma and optimal ART adherence in a sample of 172 self-reported HIV-infected drug users.
AHRQ-funded; HS013852.
Citation: Stringer KL, Marotta P, Baker E .
Substance use stigma and antiretroviral therapy adherence among a drug-using population living with HIV.
AIDS Patient Care STDS 2019 Jun;33(6):282-93. doi: 10.1089/apc.2018.0311..
Keywords: Human Immunodeficiency Virus (HIV), Social Stigma, Patient Adherence/Compliance, Medication, Substance Abuse
Stolldorf DP, Schnipper JL, Mixon AS
Organisational context of hospitals that participated in a multi-site mentored medication reconciliation quality improvement project (MARQUIS2): a cross-sectional observational study.
Medication reconciliation (MedRec) is an important patient safety strategy and is widespread in US hospitals and globally. Nevertheless, high quality MedRec has been difficult to implement. As part of a larger study investigating MedRec interventions, the investigators evaluated and compared organisational contextual factors and team cohesion by hospital characteristics and implementation team members' profession to better understand the environmental context and its correlates during a multi-site quality improvement (QI) initiative.
AHRQ-funded; HS025486.
Citation: Stolldorf DP, Schnipper JL, Mixon AS .
Organisational context of hospitals that participated in a multi-site mentored medication reconciliation quality improvement project (MARQUIS2): a cross-sectional observational study.
BMJ Open 2019 Nov 2;9(11):e030834. doi: 10.1136/bmjopen-2019-030834.
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Keywords: Medication, Quality Improvement, Hospitals, Medication: Safety, Patient Safety, Adverse Drug Events (ADE), Adverse Events, Medical Errors, Implementation
Reddy A, Lester CA, Stone JA
Applying participatory design to a pharmacy system intervention.
Researchers used participatory design (PD) to develop a patient-centered prototype for a community pharmacy. The stakeholders recruited for the intervention were pharmacy staff and older adult patients who received prescriptions at the pharmacy corporation involved in this study. The PD process is a series of six adaptive sessions: 1) problem identification, 2) solution generation, 3) convergence, 4) prototyping, 5) initial evaluation, and 6) formative evaluation. The sessions resulted in the development of a patient-centered community pharmacy prototype.
AHRQ-funded; HS024490.
Citation: Reddy A, Lester CA, Stone JA .
Applying participatory design to a pharmacy system intervention.
Res Social Adm Pharm 2019 Nov;15(11):1358-67. doi: 10.1016/j.sapharm.2018.11.012..
Keywords: Provider: Pharmacist, Patient-Centered Healthcare, Medication, Patient Safety
Kurian S, Baloy B, Baird J
Attitudes and perceptions of naloxone dispensing among a sample of Massachusetts community pharmacy technicians.
AHRQ-funded; HS024021.
Citation: Kurian S, Baloy B, Baird J .
Attitudes and perceptions of naloxone dispensing among a sample of Massachusetts community pharmacy technicians.
J Am Pharm Assoc 2019 Nov-Dec;59(6):824-31. doi: 10.1016/j.japh.2019.08.009..
Keywords: Medication, Medication: Safety, Opioids, Substance Abuse, Provider: Pharmacist, Provider, Patient Safety