ArticleJAMA network open2022
Development of a Metric to Detect and Decrease Low-Value Prescribing in Older Adults.
Article in JAMA network open, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers, 2 of them syntheses that pooled it.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
17 citing papers in PubMed, 2 syntheses or guidelines pooled it, 40 citations in OpenAlex.
- Effectiveness of interactive dashboards to optimize prescribing in general practice: a systematic review.Family practice · 2025Pooled it
- Tackling potentially inappropriate prescriptions in older adults: development of deprescribing criteria by consensus from experts in Colombia, Argentina, and Spain.BMC geriatrics · 2023Guideline
- Discontinuation of levothyroxine therapy in patients with subclinical hypothyroidism: a pilot randomized clinical trial.Endocrine · 2025Trial
- Medication changes and potentially inappropriate prescribing in older patients with significant polypharmacy.International journal of clinical pharmacy · 2023Trial
- Low-Value Prescribing Among Older Adults With Psychiatric Disorders in a Lebanese Geriatric Care Hospital: A Cross-Sectional Study.Health science reports · 2026Article
- Article
- Advancing sustainable medication use in healthcare: a Delphi study on (de)prescribing interventions.BMJ open · 2026Article
- Approach to the Patient Considering Thyroid Hormone Deprescribing.The Journal of clinical endocrinology and metabolism · 2026Review
- Development of a High-Risk Medication List for Australian Residential Aged Care: A Modified Delphi Study.Australasian journal on ageing · 2026Article
- Facilitators of and Barriers to Deprescribing Diabetes Medications in Older Adults: A Qualitative Study.Journal of the American Geriatrics Society · 2025Article
- Adoption of clinical pharmacist roles in primary care: longitudinal evidence from English general practice.The British journal of general practice : the journal of the Royal College of General Practitioners · 2025Article
- Psychotropic deprescribing across different prescribing professions in New Mexico and Louisiana.PLOS mental health · 2025Article
- Assessing the feasibility and likelihood of policy options to lower specialty drug costs.Health affairs scholar · 2024Article
- ROMPER: The RAND/USC OPTIC Method for Policy Expert Ratings.MethodsX · 2024Article
- Multicomponent processes to identify and prioritise low-value care in hospital settings: a scoping review.BMJ open · 2024Article
- Implementation of pharmacist-led deprescribing in collaborative primary care settings.International journal of clinical pharmacy · 2022Article
- Expert Panel Consensus on State-Level Policies to Improve Engagement and Retention in Treatment for Opioid Use Disorder.JAMA health forum · 2022Article
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Authors and funding
8 authors at 3 institutions in 1 country.
Funding
Abstract
Importance: Metrics that detect low-value care in common forms of health care data, such as administrative claims or electronic health records, primarily focus on tests and procedures but not on medications, representing a major gap in the ability to systematically measure low-value prescribing. Objective: To develop a scalable and broadly applicable metric that contains a set of quality indicators (EVOLV-Rx) for use in health care data to detect and reduce low-value prescribing among older adults and that is informed by diverse stakeholders' perspectives. Design, Setting, and Participants: This qualitative study used an online modified-Delphi method to convene an expert panel of 15 physicians and pharmacists. This panel, comprising clinicians, health system leaders, and researchers, was tasked with rating and discussing candidate low-value prescribing practices that were derived from medication safety criteria; peer-reviewed literature; and qualitative studies of patient, caregiver, and physician perspectives. The RAND ExpertLens online platform was used to conduct the activities of the panel. The panelists were engaged for 3 rounds between January 1 and March 31, 2021. Main Outcomes and Measures: Panelists used a 9-point Likert scale to rate and then discuss the scientific validity and clinical usefulness of the criteria to detect low-value prescribing practices. Candidate low-value prescribing practices were rated as follows: 1 to 3, indicating low validity or usefulness; 3.5 to 6, uncertain validity or usefulness; and 6.5 to 9, high validity or usefulness. Agreement among panelists and the degree of scientific validity and clinical usefulness were assessed using the RAND/UCLA (University of California, Los Angeles) Appropriateness Method. Results: Of the 527 low-value prescribing recommendations identified, 27 discrete candidate low-value prescribing practices were considered for inclusion in EVOLV-Rx. After round 1, 18 candidate practices were rated by the panel as having high scientific validity and clinical usefulness (scores of ≥6.5). After round 2 panel deliberations, the criteria to detect 19 candidate practices were revised. After round 3, 18 candidate practices met the inclusion criteria, receiving final median scores of 6.5 or higher for both scientific validity and clinical usefulness. Of those practices that were not included in the final version of EVOLV-Rx, 3 received high scientific validity (scores ≥6.5) but uncertain clinical usefulness (scores <6.5) ratings, whereas 6 received uncertain scientific validity rating (scores <6.5). Conclusions and Relevance: This study culminated in the development of EVOLV-Rx and involved a panel of experts who identified the 18 most salient low-value prescribing practices in the care of older adults. Applying EVOLV-Rx may enhance the detection of low-value prescribing practices, reduce polypharmacy, and enable older adults to receive high-value care across the full spectrum of health services.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.