{"id":"W4310552209","doi":"10.1097/01.aoa.0000891392.15696.2d","title":"Anesthesia-related Adverse Events in Obstetric Patients: A Population-based Study in Canada","year":2022,"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":"South Health Campus; University of Calgary","funders":"","keywords":"Medicine; Obstetric anesthesia; Anesthesia; Spinal anesthesia; Incidence (geometry); Childbirth; Adverse effect; Population; Respiratory arrest; Pregnancy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005618629,0.000277935,0.0004468477,0.001237171,0.001897809,0.00126199,0.0008167178,0.0005525497,0.00172984],"category_scores_gemma":[0.001944947,0.0004405382,0.0005521231,0.004193334,0.0007073483,0.0004779347,0.0007886791,0.0008857741,0.0001864199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01260317,"about_ca_system_score_gemma":0.01520161,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9688768,"about_ca_topic_score_gemma":0.9770025,"domain_scores_codex":[0.9988537,0.00009649585,0.0001091376,0.0001685643,0.0004455251,0.0003265079],"domain_scores_gemma":[0.9981602,0.0001384162,0.0004586822,0.00005172048,0.000618834,0.0005721026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003081008,0.00003776269,0.9981743,0.0000187616,0.00002969525,0.00006720413,0.0002161273,0.00002280701,0.00006075812,0.00003075345,0.0002552337,0.001055791],"study_design_scores_gemma":[0.000008264905,0.00002951262,0.998701,0.00002265486,0.00002047204,0.00009056699,0.0007415965,0.0001272122,0.00001730022,0.00001211208,0.000222557,0.000006808726],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949805,0.0007924947,0.0001159019,0.0003457794,0.00001506382,0.00007284883,0.001879582,0.000006640914,0.001791119],"genre_scores_gemma":[0.9980433,0.0007052993,0.0001187668,0.0002084604,0.00001127377,0.00002176336,0.0006109125,0.000003281536,0.0002768007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03112322,"threshold_uncertainty_score":0.09144276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008488021261997405,"score_gpt":0.2190268153561518,"score_spread":0.2105387940941544,"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."}}