{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.005320309,0.0001717593,0.0005193493,0.0001719516,0.001232831,0.000006211305,0.0002754114,0.0004169365,0.0218685],"category_scores_gemma":[0.004736658,0.0000961245,0.00009509239,0.0003996171,0.0001678499,0.0001933585,0.000143307,0.00178967,0.04268533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007277348,"about_ca_system_score_gemma":0.0003057412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007306472,"about_ca_topic_score_gemma":0.0008836189,"domain_scores_codex":[0.9965376,0.0009351321,0.0008268987,0.0004338192,0.0004580393,0.0008084691],"domain_scores_gemma":[0.9911183,0.007433618,0.0003765202,0.0005255376,0.0001510938,0.0003949875],"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":[0.00010646,0.0001201573,0.3882593,0.0006414176,0.00003263087,0.00007240009,0.005855012,4.667757e-7,0.00002057918,0.0009682708,0.6008012,0.003122059],"study_design_scores_gemma":[0.001450712,0.0002384466,0.3411271,0.0005755257,0.00005299683,8.325143e-7,0.009410534,0.0002644261,0.000004054084,0.001242757,0.6454869,0.0001457406],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.480534,0.0003376151,0.00006890416,0.2875604,0.009620967,0.001491061,0.000033335,0.001328685,0.2190251],"genre_scores_gemma":[0.5408725,0.003424833,0.0005503347,0.03895353,0.008495899,0.0001658247,0.0001000178,0.00006665335,0.4073704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2486068,"threshold_uncertainty_score":0.9790257,"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."}}