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Source study found

Story checked

High-scoring endocrinologists are more likely to prescribe key diabetes drugs (opens in a new tab)

news-medical.net · 2026-10-27

Short answerEvidenceSource

Short answer

Mixed

Mixed.

One claim goes further than the study. One other point was not covered by the paper.

  • 3 supported
  • 1 overstated
  • 1 not covered

Checked against the study summary. The full text wasn't available, so some details couldn't be settled either way.

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Follow the evidence trail
1
2

NewsLink checks it

Mixed

One claim overstates the study. Three of five check out. One claim the study doesn't address.

  • 3 supported
  • 1 overstated
  • 1 not covered
Open claim evidence
3

The source study

Prescribing SGLTis and GLP-1 RAs for Patients With Type 2 Diabetes, Guideline Updates, and Longitudinal Knowledge Assessment Scores

JAMA Network Open · 2026
Then inspect each claim

Evidence layer

Claim by claim

Each claim gets a verdict. Expand it to see the evidence directly below.

5 claims in this story

Showing all 5 claimsChoose a verdict to focus the list.

Then look for missing context

Context layer

What the story left out

Important study details the story did not include.

  • Primary outcomes were annual patient-year medication fill rates for SGLT2 inhibitors and GLP-1 receptor agonists, not direct observation of prescribing intent or medication adherence.

    The story repeatedly frames results as prescribing. While claims fills are often used as prescribing proxies, the profile identifies dispensing/fills and notes that fills do not necessarily capture prescribing intent or adherence.

    From Serial cross-sectional claims analysis with within-physician fixed-effects linear regression; retrospective fixed-effect

  • The evidence is observational and retrospective; associations may be affected by residual confounding and do not prove that LKA performance or certification activity caused faster evidence adoption.

    The story frames the findings as suggesting continuous learning may speed adoption, but the caveats provided do not acknowledge the observational, noncausal nature of the evidence.

    From retrospective fixed-effects effect-modification analysis

  • LKA scores were measured subsequently: physicians first participated in the 2022–2023 LKA while prescribing/fill data covered 2017–2022.

    This timing issue is material to interpreting whether LKA scores preceded or caused prescribing changes. The story presentation does not mention that the LKA scores were subsequently measured.

    From retrospective fixed-effects effect-modification analysis

5 things the story did carry across
  • The study was a serial cross-sectional, retrospective claims-based analysis of 2017–2022 traditional Medicare data, using fixed-effects regression and patient covariate adjustment.
  • Overall guideline-targeted SGLT2i fills increased substantially more than nontargeted fills from 2018 to 2022, while GLP-1 RA fills showed a smaller adjusted increase.
  • The LKA analysis found a 3.9 percentage-point larger SGLT2i increase for patients of endocrinologists in the top vs bottom first-year LKA quartile.
  • The analogous GLP-1 RA effect-modification comparison across LKA quartiles was not statistically significant and had wide confidence intervals.
  • The study population was limited to traditional Medicare beneficiaries with type 2 diabetes treated by endocrinologists who participated in the ABIM LKA, which may limit generalizability.
Then read the study layer

Study layer

Study at a glance

Scan the study first. Expand only the parts you want to inspect.

Pieces of work

2

Evidence read

study summary

Lead result

secondary data

1Lead resultsecondary dataDescribe temporal patterns in SGLT2 inhibitor and GLP-1 receptor agonist prescribing among Medicare beneficiaries with type 2 diabetes before vs after the 2019 ADA guideline update, comparing guideline-targeted vs nontargeted patient subgroups.Serial cross-sectional claims analysis with within-physician fixed-effects linear regressionExpand

In plain English

Serial cross-sectional analysis of 2017–2022 traditional Medicare claims estimating annual patient-year SGLT2 inhibitor and GLP-1 receptor agonist fill rates in guideline-targeted vs nontargeted subgroups, using within-physician fixed-effects linear regression relative to 2018; found an 11.4 percentage-point increase in guideline-targeted SGLT2i fills and a 2.4 percentage-point increase in guideline-targeted GLP-1 RA fills from 2018 to 2022, and a 3.9 percentage-point larger SGLT2i increase for patients of endocrinologists in the top vs bottom first-year LKA quartile.

Key findings

  • From 2018 to 2022, adjusted guideline-targeted patient-year SGLT2 inhibitor fill rates increased by 11.4 percentage points compared with nontargeted subgroups.11.4 pp (95% CI, 10.5 to 12.3 pp)
  • From 2018 to 2022, adjusted guideline-targeted patient-year GLP-1 RA fill rates increased by 2.4 percentage points compared with nontargeted subgroups.2.4 pp (95% CI, 1.4 to 3.3 pp)
“This serial cross-sectional study was conducted from October 2025 through January 2026, using 2017 to 2022 traditional Medicare claims.”
2secondary dataAssess whether changes in guideline-concordant SGLT2i and GLP-1 RA prescribing around the guideline update differ across endocrinologists by subsequently measured first-year ABIM Longitudinal Knowledge Assessment (LKA) score quartiles.retrospective fixed-effects effect-modification analysisExpand

In plain English

Effect-modification analysis assessing whether temporal increases in guideline-concordant SGLT2i and GLP-1 RA fills after the 2019 ADA guideline update differed by endocrinologist first-year ABIM LKA score quartile, using 2017–2022 Medicare claims and physician fixed-effects regression; found a larger increase in guideline-targeted SGLT2i fills for patients of endocrinologists in the top vs bottom LKA quartile, while the analogous GLP-1 RA comparison was not statistically significant.

Key findings

  • Among patients of endocrinologists studied, the adjusted increase in guideline-targeted SGLT2i fill rates from 2018 to 2022 was 11.4 percentage points (95% CI, 10.5 to 12.3 pp; P < .001). The increase in targeted SGLT2i fills was 3.9 pp larger for patients of endocrinologists in the top vs bottom first-year LKA quartile (95% CI, 1.4 to 6.5 pp; P = .003).3.9 percentage points (95% CI, 1.4 to 6.5 pp) larger for top vs bottom LKA quartile
  • Adjusted increase in guideline-targeted GLP-1 RA fill rates from 2018 to 2022 was 2.4 percentage points (95% CI, 1.4 to 3.3 pp; P < .001); the study reports that variation in this GLP-1 RA association across LKA quartiles was not statistically significant and had wide confidence intervals.Not statistically significant difference across LKA quartiles (wide CIs reported)
“to assess whether these patterns differed across physicians with subsequently measured different first-year American Board of Internal Medicine Longitudinal Knowledge Assessment (LKA) scores.”
What this piece can’t prove
  • Observational, retrospective claims analysis using within-physician fixed-effects—associations may be subject to residual confounding and do not prove causality.
  • Timing/temporality: physicians' first-year LKA scores were measured in 2022–2023 while prescribing data cover 2017–2022; the abstract characterizes LKA as 'subsequently measured.'
  • Medication fills in claims reflect dispensing, not necessarily prescribing intent or patient adherence.
  • Study population limited to Medicare beneficiaries and to endocrinologists who participated in the ABIM LKA, which may limit generalizability.
  • Effect-modification results for GLP-1 RAs were imprecise (wide confidence intervals) and not statistically significant per the abstract.
Finally, the search trail

Method layer

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Open the paper in Tessa

Prescribing SGLTis and GLP-1 RAs for Patients With Type 2 Diabetes, Guideline Updates, and Longitudinal Knowledge Assessment Scores

JAMA Network Open · 2026

Why this one

Near certain

NewsLink found the paper. Tessa is where you inspect it deeply.

Papers considered

The selected paper, plus nearby candidates.

Crossref, Europe PMC, PubMed · 32 candidate papers

Selected

Prescribing SGLTis and GLP-1 RAs for Patients With Type 2 Diabetes, Guideline Updates, and Longitudinal Knowledge Assessment Scores

JAMA Network Open · 2026 · Crossref

And 26 more candidates considered.