{"id":"W4408776698","doi":"10.47391/jpma.25-29","title":"Sapiopsychosocial triage in obesity care","year":2025,"lang":"en","type":"article","venue":"Journal of the Pakistan Medical Association","topic":"Obesity and Health Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Triage; Overweight; Obesity; Confounding; Psychology; Health care; Medicine; Gerontology; Psychiatry; Political science","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":[0.001711969,0.0002203077,0.0002023786,0.001284741,0.001842865,0.001097395,0.0004069052,0.0008482779,0.00809319],"category_scores_gemma":[0.004111384,0.0001582813,0.0002616991,0.0009593373,0.001186862,0.001307572,0.004230505,0.003409496,0.0009064089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00113524,"about_ca_system_score_gemma":0.00805112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003564009,"about_ca_topic_score_gemma":0.007767674,"domain_scores_codex":[0.9988326,0.000600154,0.00009042418,0.00006791318,0.00025604,0.0001528999],"domain_scores_gemma":[0.9983528,0.000382298,0.0002407415,0.00004787654,0.00023473,0.000741676],"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":[0.0001719313,0.001046397,0.06054281,0.001503108,0.00004737866,0.005157562,0.007536737,0.0006643077,0.001215699,0.01917366,0.09057878,0.8123617],"study_design_scores_gemma":[0.0004127765,0.002252481,0.3284906,0.01131718,0.0001242232,0.04984618,0.04259524,0.005580341,0.001375907,0.1100667,0.4476806,0.0002577403],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2693615,0.1012117,0.03779449,0.3389541,0.01223505,0.001232927,0.0002899439,0.00053754,0.2383828],"genre_scores_gemma":[0.8358549,0.08678228,0.03535601,0.02010085,0.006975927,0.0006684086,0.0003069873,0.00006266307,0.01389191],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00809319,"threshold_uncertainty_score":0.0270744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01844832364259548,"score_gpt":0.4658824705995355,"score_spread":0.44743414695694,"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."}}