{"id":"W4362590476","doi":"10.1016/j.eclinm.2023.101935","title":"Does this person have obesity?","year":2023,"lang":"en","type":"article","venue":"EClinicalMedicine","topic":"Obesity and Health Practices","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Obesity; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001850023,0.0004493026,0.0007623731,0.0005588529,0.003302593,0.00317837,0.0006078734,0.004181332,0.0348811],"category_scores_gemma":[0.009580813,0.0001992669,0.0004837027,0.0007056113,0.002205877,0.004834868,0.002642428,0.007990564,0.01569329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009773006,"about_ca_system_score_gemma":0.002612828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00506219,"about_ca_topic_score_gemma":0.008950884,"domain_scores_codex":[0.9983957,0.000495134,0.00009260864,0.0001923636,0.0005184271,0.0003057565],"domain_scores_gemma":[0.9985689,0.0003520972,0.0001591556,0.00007313464,0.0003386068,0.0005079957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003687854,0.00005808353,0.005571323,0.0002793889,0.00001980173,0.002144748,0.00588088,0.000007838861,0.0000840193,0.009520494,0.8901494,0.08624728],"study_design_scores_gemma":[0.000009831492,0.000038464,0.002647438,0.001843155,0.00002037094,0.007760866,0.01666049,0.00002118226,0.00004270495,0.005712327,0.9652169,0.00002625614],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.006355964,0.05637046,0.0005234961,0.8336107,0.03859716,0.00004604543,0.0003774517,0.0001087522,0.06401008],"genre_scores_gemma":[0.06345426,0.09246054,0.0007826911,0.7590985,0.01470363,0.00009568533,0.0004446792,0.0001099624,0.06885006],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0348811,"threshold_uncertainty_score":0.116689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1967907327952886,"score_gpt":0.5377417049913453,"score_spread":0.3409509721960567,"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."}}