{"id":"W4408306150","doi":"10.1210/clinem/dgaf158","title":"Clinical Heterogeneity and Transitions of Obesity in Mexico","year":2025,"lang":"en","type":"article","venue":"The Journal of Clinical Endocrinology & Metabolism","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council","keywords":"Obesity; Dyslipidemia; Medicine; Diabetes mellitus; Depression (economics); Comorbidity; Demography; Gerontology; Internal medicine; Endocrinology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001115035,0.0001568408,0.0002670965,0.001345488,0.0009804056,0.0008298267,0.0005698671,0.0002958209,0.00158877],"category_scores_gemma":[0.004125187,0.0001766879,0.0003689479,0.00217337,0.0004399318,0.0004426934,0.001225871,0.0004847876,0.00006622325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001538654,"about_ca_system_score_gemma":0.000899252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07155848,"about_ca_topic_score_gemma":0.06072397,"domain_scores_codex":[0.999363,0.0002328359,0.00005673642,0.0001500367,0.00006347964,0.0001339543],"domain_scores_gemma":[0.998625,0.0002194622,0.0008294368,0.00009280251,0.0001123094,0.0001210313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006097711,0.00001592307,0.9959565,0.00002179036,0.00003886872,0.00009096799,0.0004588732,0.00006578513,0.00003525868,0.0001390803,0.0003588823,0.002757059],"study_design_scores_gemma":[0.00000660598,0.00001431003,0.9980314,0.00003290631,0.00002122013,0.0001138666,0.001036111,0.0001751215,0.00001285535,0.0001370884,0.0004146036,0.000003762204],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967471,0.0006800981,0.0001980369,0.0005734611,0.00001464216,0.00001752977,0.0009686985,0.000006373449,0.0007940634],"genre_scores_gemma":[0.99862,0.0003168146,0.0001709377,0.00006382755,0.00001485029,0.0000276791,0.000683604,0.000002677238,0.00009968871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07155848,"threshold_uncertainty_score":0.1422839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05817451379416472,"score_gpt":0.4157245226166526,"score_spread":0.3575500088224879,"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."}}