{"id":"W4411222630","doi":"10.4093/dmj.2025.0278","title":"Differences between Type 2 Diabetes Mellitus and Obesity Management: Medical, Social, and Public Health Perspectives","year":2025,"lang":"en","type":"review","venue":"Diabetes & Metabolism Journal","topic":"Obesity and Health Practices","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Diabetes mellitus; Obesity; Public health; Type 2 Diabetes Mellitus; Type 2 diabetes; Alternative medicine; Management of obesity; Family medicine; Internal medicine; Gerontology; Endocrinology; Pathology; Weight loss","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":[0.002227464,0.0006778628,0.001955793,0.003189609,0.0004057288,0.001654684,0.0008987808,0.001604779,0.004845313],"category_scores_gemma":[0.00459613,0.0003037358,0.00147413,0.004033001,0.0008985496,0.001576757,0.001035603,0.002100539,0.0005730983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001260317,"about_ca_system_score_gemma":0.003278373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005215634,"about_ca_topic_score_gemma":0.0100111,"domain_scores_codex":[0.998779,0.0004761825,0.0001976698,0.0001272099,0.000333949,0.00008603412],"domain_scores_gemma":[0.9962782,0.002746355,0.0003523825,0.00004572748,0.0004705979,0.0001067231],"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":[0.0001125287,0.0001069418,0.0007292538,0.1022382,0.0006398798,0.00009587187,0.0002725349,0.0001616633,0.0001848869,0.007885332,0.02030525,0.8672676],"study_design_scores_gemma":[0.00007886535,0.0001946666,0.009968413,0.1719297,0.001925278,0.001352734,0.0008480676,0.0001346888,0.0001751115,0.005184,0.8081595,0.00004892356],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004578534,0.9991127,0.00001330234,0.0004626096,0.00009416797,0.000001408196,0.000005052786,6.468404e-7,0.0002642648],"genre_scores_gemma":[0.0009681868,0.9984562,0.00004433014,0.0003103025,0.0001420446,0.000004205609,0.000009580092,3.870771e-7,0.00006483819],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005215634,"threshold_uncertainty_score":0.01620919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1187262786154276,"score_gpt":0.4570817199123012,"score_spread":0.3383554412968736,"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."}}