{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002124424,0.0004805551,0.0005416258,0.0007911266,0.001186521,0.001343501,0.0006732393,0.000992312,0.003458279],"category_scores_gemma":[0.004851198,0.0005435624,0.001235725,0.0007994678,0.0003751161,0.001402896,0.0009833089,0.001855004,0.0008994945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007662964,"about_ca_system_score_gemma":0.001172335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01474869,"about_ca_topic_score_gemma":0.0149817,"domain_scores_codex":[0.9989902,0.0002672516,0.0001066423,0.0001767633,0.0002275123,0.0002317307],"domain_scores_gemma":[0.9977137,0.0005291426,0.000532829,0.0003803008,0.0003249976,0.0005189927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003278122,0.004846407,0.9821894,0.00005331409,0.0002107757,0.0003329441,0.001211549,0.00004051357,0.0002822511,0.0001225855,0.0006595955,0.006772696],"study_design_scores_gemma":[0.000563522,0.0110619,0.9818646,0.00007662243,0.0002539842,0.0004096931,0.003754902,0.0004079884,0.0001608535,0.0001288049,0.001267513,0.00004969805],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991189,0.0001035975,0.0000717663,0.0000371663,0.00001619848,0.00014256,0.0002101915,0.000001968878,0.0002977872],"genre_scores_gemma":[0.9978439,0.0001853849,0.0001722553,0.000135081,0.00002472886,0.0002537805,0.0003999872,0.000005748642,0.0009790604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01474869,"threshold_uncertainty_score":0.02932566,"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."}}