{"id":"W3155844345","doi":"10.1002/ijgo.13717","title":"Safer outcomes for placenta accreta spectrum disorders: A decade of quality improvement","year":2021,"lang":"en","type":"article","venue":"International Journal of Gynecology & Obstetrics","topic":"Maternal and fetal healthcare","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Medicine; Placenta accreta; Perioperative; Adverse effect; Blood transfusion; Hysterectomy; Retrospective cohort study; Obstetrics; Blood loss; Pregnancy; Surgery; Placenta; Internal medicine; Fetus","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":[0.02807271,0.0003300039,0.0004066117,0.00208178,0.0007282867,0.002611222,0.0008950901,0.0006422116,0.0007432799],"category_scores_gemma":[0.05353842,0.000158073,0.0004907199,0.003308085,0.001478318,0.002735761,0.002545685,0.00114011,0.0000626818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004742887,"about_ca_system_score_gemma":0.0130236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00749725,"about_ca_topic_score_gemma":0.007781103,"domain_scores_codex":[0.9863926,0.00745678,0.001988959,0.0007720476,0.002695605,0.0006940005],"domain_scores_gemma":[0.9559194,0.01218789,0.01834382,0.002251331,0.007637592,0.003659965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003363485,0.0007453379,0.5170853,0.001880507,0.0002728765,0.00009226729,0.002831238,0.001545858,0.0006090222,0.004994525,0.006564531,0.4630422],"study_design_scores_gemma":[0.0003003561,0.003667618,0.9246747,0.007548211,0.0002573603,0.0005427233,0.009023419,0.005425531,0.001243642,0.004891507,0.04233355,0.00009138581],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6810004,0.1390723,0.02259595,0.1433894,0.001287597,0.00106089,0.00139959,0.0003267053,0.009867034],"genre_scores_gemma":[0.9473982,0.02287895,0.02283316,0.00495278,0.0004926306,0.0004138335,0.000707773,0.00003317299,0.0002894377],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02807271,"threshold_uncertainty_score":0.1484644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03269550714571333,"score_gpt":0.3689297259043796,"score_spread":0.3362342187586662,"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."}}