Observational studyJAMA network open2025

Factors Associated With Semaglutide Initiation Among Adults With Obesity.

Meghan I Podolsky, Rafeya Raquib, Paul R Shafer, Katherine Hempstead, Randall P Ellis, Andrew C Stokes

Abstract readObservational Study
In one paragraph

Observational study in JAMA network open, 2025. The graph read 2 numbers from its abstract, feeding 1 cell of the map, but none could be read as for or against, so it casts no vote. Cited by 16 papers, 1 of them a synthesis that pooled it.

2numbers the graph read from it
0cells of the map it votes in
16citing 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.

Read, but not usablea number the graph found but could not read as for or against

Quality of life & behaviourcomparator not stated · obesityfeeds one cell of the map
OR 1.621.46 to 1.78
The top 20 factors were used in the logistic regression model, and significant associations were found with semaglutide initiation, including being female (adjusted odds ratio [aOR], 2.30; 95% CI, 2.05-2.58), use of certain medication classes including antidepressants (aOR,1.62; 95% CI, 1.46-1.78), and being covered by a point-of-service plan (aOR, 1.78; 95% C, 1.42-2.22).
Quality of life & behaviourcomparator not stated · obesityfeeds one cell of the map
OR 2.302.05 to 2.58
The top 20 factors were used in the logistic regression model, and significant associations were found with semaglutide initiation, including being female (adjusted odds ratio [aOR], 2.30; 95% CI, 2.05-2.58), use of certain medication classes including antidepressants (aOR,1.62; 95% CI, 1.46-1.78), and being covered by a point-of-service plan (aOR, 1.78; 95% C, 1.42-2.22).

clause the extractor read what became the number

2 · Its place on the map

Where it lands on the map

Rows are treatments, columns are outcomes. The coloured squares are the cells this paper feeds, coloured by the vote it casts there. Click one to jump to what this paper adds to it.

supports the treatmentfavours the comparatorno clear differenceread, but no usable result
3 · What it changes

What it adds to each cell

For every cell the paper feeds: the belief in the claim with and without this paper, and this paper's estimate drawn against every other readable study in the cell. The ringed dot is this paper.

GLP-1 receptor agonists×quality of life & behaviour

No readable resultOpen on the map →What to test next →

13 readable studies in this cell: 3 favour the treatment, 6 find no difference, 4 favour the comparator.

Belief with this paper
0.37contested · 3 families support, 5 contradict · against placebo
Without itNot a counted family in this claim, so removing it changes nothing.
← favours the comparatorfavours the treatment →
0 · no effect
NCT017204463,297 enrolled · 2013
Δ 0.50-0.48 to 1.47
NCT039879191,879 enrolled · 2019
Δ -0.24-0.50 to 0.03
NCT02963935282 enrolled · 2017
Δ 0.16-1.19 to 1.52
NCT05564039282 enrolled · 2022
Δ 4.10-1.00 to 9.20
Δ 3.751.52 to 5.98
NCT03951753117 enrolled · 2019
Δ -246-358 to -133
NCT04311411114 enrolled · 2020
Δ 6.63-1.53 to 14.8
NCT04019197108 enrolled · 2019
β coefficient 420-1012 to 1852
NCT0304179261 enrolled · 2017
Δ -236-322 to -149
weight loss -6.50-10.2 to -2.90

This paper's own estimate is on a different scale from the rest of the cell, so it is not drawn here.

4 · 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.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

5 · Its place in the literature

Who cites it

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

  1. Pooled it
  2. Article
  3. Article
  4. Article
  5. Article
  6. Review
  7. Article
  8. Article
  9. Article
  10. Article
  11. Article
  12. Article
  13. Observational
  14. Article
  15. Article
  16. Review
6 · The record

Corrections and comments

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

7 · Who and what money

Authors and funding

6 authors.

Meghan I PodolskyDepartment of Global Health, School of Public Health, Boston University, Boston, Massachusetts.
Rafeya RaquibDepartment of Global Health, School of Public Health, Boston University, Boston, Massachusetts.
Paul R ShaferDepartment of Health Law, Policy, and Management, School of Public Health, Boston University, Boston, Massachusetts.
Katherine HempsteadThe Robert Wood Johnson Foundation, Princeton, New Jersey.
Randall P EllisDepartment of Economics, Boston University, Boston, Massachusetts.
Andrew C StokesDepartment of Global Health, School of Public Health, Boston University, Boston, Massachusetts.

Funding

No grant is acknowledged in the PubMed record.

8 · The paper itself

Abstract

The marked sentences are the ones the graph read a number from.

Importance: Semaglutide, a novel glucagon-like peptide-1 (GLP-1) receptor agonist medication, was approved for weight management in individuals with obesity in June 2021. There is limited evidence on factors associated with uptake among individuals in this subgroup without diabetes. Objective: To explore factors associated with semaglutide initiation among a population of commercially insured individuals with obesity but no diagnosed diabetes. Design, Setting, and Participants: This retrospective observational cohort study used data from the Merative MarketScan Commercial Claims and Encounters Database and included adults in the US aged 18 years or older with a first diagnosis of obesity in an outpatient or inpatient setting between June 5, 2021, and July 1, 2022. Inclusion criteria were no prior antiobesity medication, GLP-1, bariatric surgery, or diabetes-related claim in the 12 months prior to obesity diagnosis, and continuous enrollment in the 12 months preceding and 6 months following obesity diagnosis. Analysis was conducted from February to November 2024. Exposures: Medication classes prescribed, clinical diagnoses, and sociodemographic factors. Exposures were identified within the 12 months prior to obesity diagnosis. Main Outcomes and Measures: Factors associated with incident semaglutide prescription within 6 months after obesity diagnoses were identified using a 10-fold cross-classified random forest model. The top 20 features of the model feature importance list were ranked in a Shapley Additive Explanations plot and used in a multivariable logistic regression model to quantify associations with semaglutide initiation. Results: In this study of 97 456 individuals, 58 124 (59.6%) were female, 26 582 (27.3%) were aged 45 to 54 years, 50 705 (52.0%) resided in the South region, and 49 390 (50.7%) were covered by preferred provider organization plans. Of all participants, 1963 (2.0%) initiated semaglutide within 6 months of their initial obesity diagnosis. The random forest model had an area under the receiver operating characteristic curve of 0.71 (95% CI, 0.69-0.74). The most important exposures identified via Shapley Additive Explanations were sex, use of antidepressants, and employer industry. The top 20 factors were used in the logistic regression model, and significant associations were found with semaglutide initiation, including being female (adjusted odds ratio [aOR], 2.30; 95% CI, 2.05-2.58), use of certain medication classes including antidepressants (aOR,1.62; 95% CI, 1.46-1.78), and being covered by a point-of-service plan (aOR, 1.78; 95% C, 1.42-2.22). Conclusions and Relevance: This cohort study found that key sociodemographic, health care, and clinical factors are associated with receipt of semaglutide in those without diabetes. These findings suggest that insurance plan type and structure may be a crucial intervention point for improving equity in obesity treatment access.

Indexed as

Anti-Obesity AgentsGlucagon-Like PeptidesObesityAdultFemaleGlucagon-Like Peptide 1Glucagon-Like Peptide-1 Receptor AgonistsHumansMaleMiddle AgedRetrospective StudiesSemaglutideUnited StatesAnti-Obesity AgentsGlucagon-Like Peptide 1Glucagon-Like Peptide-1 Receptor AgonistsGlucagon-Like PeptidesSemaglutide

Identifiers

PMID39836425
PMCPMC11751746

What OpenQuestion holds

Texttitle and abstract
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.