{"id":"W4412514208","doi":"10.1111/dom.16627","title":"A cost‐effectiveness analysis of behavioural, pharmacological, and surgical obesity treatments in Canada","year":2025,"lang":"en","type":"article","venue":"Diabetes Obesity and Metabolism","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"Fonds de Recherche du Québec - Santé","keywords":"Medicine; Obesity; Intensive care medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.002092959,0.0008896557,0.001377903,0.002726821,0.001002434,0.001719328,0.001390742,0.0008174463,0.004554485],"category_scores_gemma":[0.00930278,0.0004742052,0.004088256,0.006031244,0.0007116741,0.0004641677,0.0007785247,0.001213532,0.0001150728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1074859,"about_ca_system_score_gemma":0.07952694,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9800624,"about_ca_topic_score_gemma":0.9751744,"domain_scores_codex":[0.9969684,0.0007873281,0.0002073442,0.0002246739,0.001098445,0.0007137766],"domain_scores_gemma":[0.9963887,0.001125671,0.0005365333,0.00006926144,0.00128015,0.0005997021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04415008,0.002939151,0.4217925,0.01332835,0.02411281,0.0009419227,0.0004520261,0.2110281,0.001912889,0.01386844,0.03650254,0.2289713],"study_design_scores_gemma":[0.01338546,0.005137827,0.7694709,0.00272809,0.02169975,0.0007823246,0.001257402,0.162703,0.001228725,0.002910998,0.01829987,0.000395679],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.884985,0.04001044,0.002029445,0.00419129,0.0002293624,0.002375816,0.04878195,0.0001071815,0.01728954],"genre_scores_gemma":[0.9813183,0.007603467,0.001586631,0.000462905,0.00003986274,0.0003080991,0.007279908,0.00001604774,0.001384694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1074859,"threshold_uncertainty_score":0.7798684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02985129378384408,"score_gpt":0.2933600414834586,"score_spread":0.2635087476996145,"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."}}