{"id":"W3164517265","doi":"10.1097/01.aoa.0000744044.60307.1e","title":"Cognitive Aids With Roles Defined (CARD) for Obstetrical Crises: A Multisite Before-and-after Cohort Study","year":2021,"lang":"en","type":"article","venue":"Obstetric Anesthesia Digest","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Medicine; Cognition; Cesarean delivery; Report card; Medical emergency; Psychiatry; Pregnancy; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002780984,0.0005404588,0.001725774,0.0003778752,0.0001922864,0.0001396333,0.0001102721,0.0002365789,0.00004502397],"category_scores_gemma":[0.001844738,0.0003954183,0.0005451864,0.001375046,0.0001945805,0.0001585639,0.00005164887,0.0002954363,0.00004362038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001179482,"about_ca_system_score_gemma":0.0001898836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003736754,"about_ca_topic_score_gemma":0.0000389676,"domain_scores_codex":[0.9967421,0.0002095041,0.0005623628,0.000978654,0.0008490621,0.000658355],"domain_scores_gemma":[0.994203,0.004008823,0.0001330404,0.0005261895,0.000633037,0.0004959641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001157481,0.0009978188,0.97789,0.0001049573,0.0005853022,0.01140122,0.0008771272,0.000001265065,0.000006835544,0.0004847308,0.00002638844,0.006466832],"study_design_scores_gemma":[0.007292248,0.002215208,0.9640771,0.0001546824,0.002156669,0.0034469,0.005103966,0.00002467824,0.00009938107,0.000008771321,0.01493794,0.0004824528],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903218,0.003812291,0.0001342023,0.0006334956,0.00007142629,0.002648899,0.00001620039,0.0001580871,0.002203627],"genre_scores_gemma":[0.9925839,0.0001269784,0.001138936,0.001031377,0.0001428007,0.0007119255,0.0001171337,0.000105309,0.004041643],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01491155,"threshold_uncertainty_score":0.9998498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01259348661997184,"score_gpt":0.2628882480741271,"score_spread":0.2502947614541553,"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."}}