{"id":"W138427895","doi":"10.1016/s1701-2163(16)34825-3","title":"A Prospective Study of the Efficiency of the “Code 333” Process at the Ottawa Hospital","year":2011,"lang":"en","type":"article","venue":"Journal of Obstetrics and Gynaecology Canada","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Emergency medicine; Caesarean section; Confidence interval; Medical emergency; Pregnancy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002707414,0.0004872112,0.0004792814,0.001536111,0.00388022,0.003164849,0.00241842,0.00163939,0.003426851],"category_scores_gemma":[0.02038919,0.001154112,0.0008965322,0.002773961,0.002257735,0.001547208,0.001686834,0.002917872,0.00088395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0173734,"about_ca_system_score_gemma":0.02103204,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6887804,"about_ca_topic_score_gemma":0.7694825,"domain_scores_codex":[0.9927355,0.002519838,0.0007736413,0.0006597842,0.001333244,0.001978012],"domain_scores_gemma":[0.9678009,0.007292765,0.01021627,0.002076997,0.006258205,0.006354869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005503887,0.0006406942,0.9931055,0.00002877642,0.00008348696,0.0001369308,0.002650196,0.00008599299,0.0001436804,0.0000809594,0.0004488641,0.002044561],"study_design_scores_gemma":[0.00002524076,0.0006273893,0.9940336,0.00002214915,0.00003471929,0.00005672903,0.004629172,0.0001275688,0.0000610666,0.0000202509,0.0003290125,0.00003308795],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986457,0.00009619399,0.00002449432,0.0002058306,0.000007802983,0.00005178257,0.0002630463,0.000003961613,0.0007011335],"genre_scores_gemma":[0.9986466,0.0001323352,0.00009224736,0.0002049697,0.00001100236,0.00003091238,0.0003128322,0.000007381179,0.0005618354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6887804,"threshold_uncertainty_score":0.626105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008796510932254961,"score_gpt":0.2303573688104438,"score_spread":0.2215608578781888,"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."}}