{"id":"W4415789269","doi":"10.1161/circ.152.suppl_3.4365415","title":"Abstract 4365415: Comparative Efficacy of Glucagon-Like Peptide-1 Receptor Agonists and Co-Agonists for Weight Loss Among Patients Without Diabetes: A Network Meta-Analysis","year":2025,"lang":"en","type":"article","venue":"Circulation","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital","funders":"","keywords":"Weight loss; Confidence interval; Randomized controlled trial; Meta-analysis; Frequentist inference; Agonist; Adverse effect","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02770568,0.003208892,0.01561558,0.006139573,0.0005287717,0.003455723,0.002156455,0.002225875,0.005483746],"category_scores_gemma":[0.05045479,0.001333435,0.05186959,0.006014359,0.0007219311,0.002153976,0.001807991,0.002676675,0.0005148334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001843278,"about_ca_system_score_gemma":0.001717069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005651284,"about_ca_topic_score_gemma":0.007823458,"domain_scores_codex":[0.9690869,0.02193013,0.004224755,0.002637331,0.001657595,0.0004634096],"domain_scores_gemma":[0.9685339,0.02572318,0.00300164,0.001282151,0.001098754,0.0003603031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.003835526,0.00001641086,0.00458451,0.03758349,0.9489756,0.0000625816,0.00002966012,0.0009125432,0.0001526589,0.0001021364,0.0003405169,0.003404349],"study_design_scores_gemma":[0.001420286,0.0001740843,0.002727036,0.00208837,0.9919038,0.00004621137,0.00001900864,0.0006911184,0.00006054798,0.0002768296,0.0005773946,0.00001522196],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.04022672,0.9424911,0.008146482,0.001174954,0.001023716,0.001227932,0.004069612,0.0002219801,0.001417623],"genre_scores_gemma":[0.8382544,0.1438616,0.008941971,0.001400238,0.0005579444,0.002785394,0.003021537,0.0001511453,0.00102576],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02770568,"threshold_uncertainty_score":0.1465234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04079194510168059,"score_gpt":0.3136427868605688,"score_spread":0.2728508417588882,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}