{"id":"W4382362342","doi":"10.37766/inplasy2023.6.0086","title":"Comprehending the Impacts of Enhanced Obstetrical Surveillance Systems Globally on Maternal Morbidity and Mortality: A Living Systematic Review","year":2023,"lang":"en","type":"report","venue":"","topic":"Maternal and fetal healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Childbirth; Pregnancy; Maternal death; Obstetrics; Pediatrics; Population","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":[0.01952562,0.001437325,0.006932966,0.01332584,0.0005478283,0.003825354,0.002149789,0.002356289,0.006137409],"category_scores_gemma":[0.09586758,0.001328875,0.009064378,0.01074251,0.0009326538,0.004413789,0.002476327,0.001806072,0.0004375846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003641913,"about_ca_system_score_gemma":0.01687813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0131734,"about_ca_topic_score_gemma":0.03950071,"domain_scores_codex":[0.9841377,0.006123413,0.005668613,0.001168405,0.002418441,0.0004834626],"domain_scores_gemma":[0.9347461,0.04688698,0.01102898,0.001159716,0.005625668,0.0005526008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001404244,0.00001543018,0.001618679,0.9378327,0.01540831,0.00005350324,0.0002535483,0.0001394448,0.00009743362,0.0004935726,0.002781146,0.04116585],"study_design_scores_gemma":[0.0001298495,0.0001055327,0.003827316,0.9342334,0.04517673,0.0001207787,0.0002626574,0.0001044316,0.00007531414,0.0004204581,0.01551699,0.00002646052],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009156413,0.9955829,0.0002530127,0.001246597,0.0002629282,0.0003934781,0.0009339963,0.00001346371,0.0003980366],"genre_scores_gemma":[0.01983062,0.9746868,0.001211412,0.002288638,0.000245342,0.0009555416,0.0005818222,0.00001296829,0.0001867598],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01952562,"threshold_uncertainty_score":0.1032625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1378019093034142,"score_gpt":0.4106472541390292,"score_spread":0.2728453448356151,"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."}}