Evidence map›Paper›PMID 41706448›Full record

Trial reportJAMA network open2026

Pharmacist Intervention for Safer Prescribing in Patients With Type 2 Diabetes at High Risk: A Randomized Clinical Trial.

Lisa K Gilliam, Melissa M Parker, Minnie W Chen, Andrew J Karter, Richard W Grant

Registry-linked trialAbstract readRandomized Controlled Trial
In one paragraph

Trial report in JAMA network open, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT06746714 (Testing a New Population Management Model for Hypoglycemia Prevention in High-Risk KPNC Members), which is not on this map. Cited by 3 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed, 1 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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.

2 · The registry

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.

NCT06746714 nacompletednot on this map

Testing a New Population Management Model for Hypoglycemia Prevention in High-Risk KPNC Members

TypeinterventionalSponsorKaiser PermanenteRan2023 to 2024Enrolled200ConditionsDiabetesArmsProactive population care (active application of HOAP principles in patients flagged as high risk for hypoglycemia), Usual care, after system-side dissemination of HOAP
3 · Its place in the literature

Who cites it

3 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Observational
  3. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Lisa K GilliamThe Permanente Medical Group, South San Francisco Kaiser Medical Center, South San Francisco, California.
Melissa M ParkerKaiser Permanente Northern California Division of Research, Pleasanton.
Minnie W ChenThe Permanente Medical Group, South San Francisco Kaiser Medical Center, South San Francisco, California.
Andrew J KarterKaiser Permanente Northern California Division of Research, Pleasanton.
Richard W GrantKaiser Permanente Northern California Division of Research, Pleasanton.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Importance: Severe hypoglycemia is a life-threatening, iatrogenic complication of diabetes medications associated with increased risks of falls, cardiovascular events, cognitive decline, and mortality. Objective: To determine whether proactive outreach by a clinical pharmacist applying an evidence-based hypoglycemia-prevention algorithm (Hypoglycemia on a Page) would result in safer prescribing of diabetes regimens among patients with type 2 diabetes (T2D) with hypoglycemia risk. Design, Setting, and Participants: This randomized clinical trial was conducted between July 20, 2023, and January 22, 2024, with follow-up outcomes collected through January 2025. The study included adults with T2D at high risk of hypoglycemia based on a validated hypoglycemia risk tool. The trial was conducted within Kaiser Permanente Northern California, a large, integrated health care delivery system. Intervention: Patients were randomized 1:1 to either a protocol-driven outreach by a clinical pharmacist (intervention) arm or a usual care (control) arm. Main Outcome and Measure: The main outcome was the comparison of the proportion of patients who were prescribed safer (less hypoglycemia-prone) diabetes regimens, defined as discontinuation of sulfonylureas and/or rapid-acting or short-acting or mixed insulins, using an intention-to-treat analysis. Results: From an eligible population of 1204 patients, 200 were enrolled into the clinical trial. Among these, 191 patients were in the intention-to-treat cohort (mean [SD] age, 71.3 [11.5] years; 100 females [52.4%]). The 2 study arms were similar at baseline in terms of race and ethnicity, sex, mean (SD) hemoglobin A1c (HbA1c) level (intervention: 8.0 [1.3]; control: 8.3 [1.8]), and number (percentage) of patients receiving insulin (intervention: 82 [85.4%]; control:85 [89.5%]) and sulfonylurea (intervention: 25 [26.0%]; control: 21 [22.1%]). At 6 months, patients in the intervention arm were more likely to be prescribed a safer diabetes regimen than those in the control arm (27 [28.1%] vs 15 [15.8%]; risk difference [RD], 12.3% [95% CI, 0.6% to 24.0%]). Patients in the intervention arm also experienced significantly fewer hypoglycemia-related emergency department or inpatient encounters (0 vs 5 [5.3%]; RD, -5.3% [95% CI, -11.8% to -1.3%]). There was no worsening of HbA1c control in the intervention arm compared with the control arm (47 [61.8%] vs 49 [63.6%] with HbA1c <8%; RD, -1.8% [95% CI, -17.0% to 13.5%]). Conclusions and Relevance: In this randomized clinical trial, adding proactive, protocol-driven clinical pharmacist outreach into collaborative team-based care improved medication optimization and patient outcomes. This approach provides an evidence-based strategy for reducing the risk of developing severe hypoglycemia in individuals with T2D at high risk, enhancing patient safety, and potentially reducing overall health care cost. Trial Registration: ClinicalTrials.gov Identifier: NCT06746714.

Indexed as

Diabetes Mellitus, Type 2HypoglycemiaHypoglycemic AgentsPharmacistsAdherence InterventionsAgedAged, 80 and overCaliforniaFemaleHumansMaleMiddle AgedHypoglycemic Agents

Identifiers

PMID41706448
PMCPMC12917679

What Socratic holds

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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 Socratic graph.