{"id":"W2902051120","doi":"10.1371/journal.pone.0208563","title":"Risk prediction models for maternal mortality: A systematic review and meta-analysis","year":2018,"lang":"en","type":"review","venue":"PLoS ONE","topic":"Maternal and fetal healthcare","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Sunnybrook Health Science Centre; Mount Sinai Hospital; Hospital for Sick Children; University Health Network; University of Toronto","funders":"Canadian Institutes of Health Research; University of Toronto","keywords":"Medicine; Meta-analysis; Receiver operating characteristic; MEDLINE; Observational study; Population; Forest plot; Mortality rate; Confidence interval; Statistics; Intensive care medicine; Internal medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02384506,0.004377116,0.0205094,0.00937289,0.0007228639,0.003685129,0.003495748,0.0024056,0.004247972],"category_scores_gemma":[0.06415071,0.001628069,0.05411851,0.009075049,0.0007904224,0.002577581,0.001768705,0.002881248,0.0004320593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003264455,"about_ca_system_score_gemma":0.004954197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009321433,"about_ca_topic_score_gemma":0.01423145,"domain_scores_codex":[0.9847769,0.008136768,0.003749358,0.00138363,0.001620088,0.0003333834],"domain_scores_gemma":[0.944054,0.0467116,0.005460869,0.001118258,0.002363506,0.0002917468],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001296405,0.00004671489,0.00695527,0.4289411,0.5387374,0.000103411,0.00008626503,0.001351156,0.00007271195,0.0002344066,0.001064916,0.02111028],"study_design_scores_gemma":[0.0004600097,0.0001561857,0.003306862,0.04369858,0.9495555,0.00008637419,0.00003699302,0.0007438635,0.00007211198,0.0004026912,0.00144672,0.00003407697],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002645639,0.9945892,0.001069848,0.0003286715,0.0001103566,0.0003294636,0.0006931828,0.00004549984,0.0001881522],"genre_scores_gemma":[0.1086501,0.8821899,0.004547945,0.0008816242,0.0003561822,0.00173526,0.001361866,0.00004720198,0.00022996],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9761549,"threshold_uncertainty_score":0.1261063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4243690487548853,"score_gpt":0.3954656597365557,"score_spread":0.02890338901832962,"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."}}