{"id":"W4405445084","doi":"10.1136/bmjph-2023-000246","title":"Review on obesity management: diet, exercise and pharmacotherapy","year":2024,"lang":"en","type":"review","venue":"BMJ Public Health","topic":"Pharmacology and Obesity Treatment","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital; McGill University","funders":"","keywords":"Pharmacotherapy; Medicine; Obesity; Management of obesity; Weight management; Physical therapy; Internal medicine; Weight loss","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001714526,0.0005808531,0.002773118,0.0003754647,0.0001592424,0.00003544485,0.0001759688,0.0002005352,0.0004321224],"category_scores_gemma":[0.00001998624,0.0003911614,0.0003960373,0.0005937534,0.00006746373,0.00005929653,0.0001162226,0.0007576264,0.0009501603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005403659,"about_ca_system_score_gemma":0.00110512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001285877,"about_ca_topic_score_gemma":0.000001340181,"domain_scores_codex":[0.9970906,0.0004060184,0.0008150804,0.0007597191,0.0002982023,0.0006304177],"domain_scores_gemma":[0.9982959,0.0000725655,0.0002935528,0.0005281609,0.0000428955,0.0007669377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001305972,0.0003142749,0.000001603208,0.2606496,0.0004263868,0.0001868333,0.00001544646,6.380775e-10,2.1381e-9,0.0001704078,0.2007874,0.537435],"study_design_scores_gemma":[0.0005801258,0.0003245591,0.0000118911,0.1904963,0.002920482,0.000152776,0.000002673538,8.083253e-7,4.22941e-8,0.00001557942,0.8052924,0.0002023539],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001218355,0.9741023,0.000003280673,0.01364444,0.0004994856,0.00781302,0.00006648096,0.0001984034,0.003671331],"genre_scores_gemma":[6.345465e-7,0.9671621,0.0001109635,0.02629081,0.0002769547,0.001107668,0.000273767,0.00007379299,0.004703269],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6045051,"threshold_uncertainty_score":0.999854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1694575164400631,"score_gpt":0.5044890888158913,"score_spread":0.3350315723758282,"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."}}