{"id":"W4205619292","doi":"10.1503/cmaj.212115","title":"Serena S.","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cesarean delivery; Medicine; Computer science; Gynecology; Pregnancy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0002448621,0.0009572615,0.0003472455,0.0005295671,0.004109902,0.001854842,0.000696843,0.001754942,0.7838848],"category_scores_gemma":[0.00153697,0.0003614081,0.0004014156,0.0002894507,0.0004355932,0.00215215,0.002116261,0.00242024,0.4521341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001007682,"about_ca_system_score_gemma":0.001752469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07609316,"about_ca_topic_score_gemma":0.1784364,"domain_scores_codex":[0.9998141,0.00001859701,0.000004381938,0.00003593564,0.00005819068,0.00006885349],"domain_scores_gemma":[0.9991896,0.00003023465,0.00002459774,0.00002500803,0.0003110396,0.0004194822],"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":[0.0000116954,0.000008902154,0.0001223171,0.00002432283,6.31198e-7,0.0001449777,0.0001411516,0.000005631517,0.0000470523,0.0003319037,0.9892643,0.009897038],"study_design_scores_gemma":[0.000005618761,0.000007670214,0.00046543,0.00006986079,0.000001528742,0.0002126187,0.0008528051,0.00001263963,0.00004884601,0.0001552472,0.9981611,0.000006534046],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001922798,0.001375599,0.0004461817,0.02065494,0.007241831,0.0001290344,0.002255347,0.002304736,0.9636696],"genre_scores_gemma":[0.00439108,0.0007009131,0.0002839457,0.005210543,0.000310926,0.0000392389,0.0007198843,0.0004454442,0.9878981],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7838848,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02051055996804596,"score_gpt":0.3747634623379872,"score_spread":0.3542529023699413,"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."}}