MétaCan
Menu
Back to cohort
Record W4413358587 · doi:10.3390/obesities5030063

“Super-Responders” to Liraglutide Monotherapy and the Growing Evidence of Efficacy of GLP-1 Analogues in Obesity Management: A Longitudinal Prospective Cohort Study

2025· article· en· W4413358587 on OpenAlexaffabout
Ellina Lytvyak, Eduardo Grunvald, Devika Shreekumar, Peter Rye, Olexandr Troshyn, Sarah Cawsey, Aldo J. Montaño‐Loza, Arya M. Sharma, Renuca Modi

Bibliographic record

VenueObesities · 2025
Typearticle
Languageen
FieldMedicine
TopicDiabetes Treatment and Management
Canadian institutionsRoyal Alexandra HospitalSouth Health CampusUniversity of Alberta
Fundersnot available
KeywordsLiraglutideMedicineObesityProspective cohort studyCohortInternal medicineGlucagon-like peptide-1Longitudinal studyDiabetes mellitusCohort studyOncologyType 2 diabetesEndocrinologyPathology

Abstract

fetched live from OpenAlex

Aims: Individual weight loss results achieved with Glucagon-like Peptide-1 receptor agonists (GLP-1RA) vary significantly. Our aim was to describe the characteristics of patients with obesity who achieved ≥ 20% total weight loss (TWL) on liraglutide and appraise those findings through the prism of an evolving spectrum of GLP-1RA. Methods: This longitudinal prospective cohort study included 21 patients (90.5% females, age 50 (IQR 17) years, class II/III obesity (Body Mass Index ≥ 35 kg/m2) followed at the Edmonton Adult Bariatric Clinic for 65.1 (IQR 15.5) weeks. All patients received treatment with liraglutide 3.0 mg subcutaneously daily along with involvement in an integrated lifestyle modification program. Results: Liraglutide was well-tolerated, with its benefits experienced by >90% of patients. The vast majority were consistently tracking calories (95.2%, n = 20) and protein intake (90.5%, n = 19), achieving a calorie deficit of 651 (IQR 323) kcal/day, and had their mental health conditions and psychological issues successfully managed. At 16, 26, and 52 weeks, TWL was 14.3% (IQR 3.7), 18.7% (IQR 8.8), and 25.9% (IQR 9.6), respectively (p < 0.001). Over 20% TWL was achieved by 72.2% of patients by week 52. Conclusions: A select number of patients with obesity will attain weight loss that rivals bariatric surgery using liraglutide monotherapy. Despite liraglutide being less effective compared to newer agents on the market, some individuals will respond strongly and should be considered when other therapies are inaccessible. Given the societal burden and numerous challenges faced by people with obesity, GLP-1RA should be pursued in clinical practice to assist in achieving weight loss goals while being convenient and safe.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.013
Threshold uncertainty score0.417

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.015
GPT teacher head0.294
Teacher spread0.279 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes2
Has abstractyes

Explore more

Same venueObesitiesSame topicDiabetes Treatment and ManagementFrench-language works237,207