{"id":"W2037461379","doi":"10.1111/1751-486x.12185","title":"Development of an Obstetric Vital Sign Alert to Improve Outcomes in Acute Care Obstetrics","year":2015,"lang":"en","type":"article","venue":"Nursing for Women s Health","topic":"Maternal and fetal healthcare","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Doug Bragg Enterprises (Canada)","funders":"","keywords":"Medicine; Decompensation; Vital signs; Medical emergency; Maternal morbidity; Cohort; Pregnancy; Intervention (counseling); Maternal death; Health care; Emergency medicine; Obstetrics; Intensive care medicine; Nursing; Surgery; 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":[0.004530375,0.0005758514,0.0005578171,0.001090604,0.0008404063,0.001807363,0.001340818,0.001612661,0.004390894],"category_scores_gemma":[0.03953662,0.000344191,0.00054128,0.0003750531,0.0002046157,0.001849346,0.001266678,0.002037722,0.001173297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001140303,"about_ca_system_score_gemma":0.00624454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003283038,"about_ca_topic_score_gemma":0.00468128,"domain_scores_codex":[0.9974382,0.0008880958,0.000390753,0.0001943439,0.000908626,0.0001800153],"domain_scores_gemma":[0.9826544,0.005356889,0.001654496,0.0006374945,0.008065114,0.00163165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0009783569,0.003265981,0.09303471,0.0006943378,0.0001121048,0.000796626,0.0007338269,0.001887392,0.007093188,0.002659054,0.07159694,0.8171475],"study_design_scores_gemma":[0.003500341,0.01539876,0.3917058,0.007797629,0.001795046,0.004981582,0.005275784,0.1623859,0.1126851,0.01848065,0.275373,0.0006204831],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3904914,0.004882425,0.3374526,0.1208073,0.01545797,0.01105977,0.002462747,0.01629675,0.1010891],"genre_scores_gemma":[0.6262157,0.002467704,0.3459618,0.01286977,0.001608988,0.00282429,0.001262694,0.0002492973,0.00653971],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004530375,"threshold_uncertainty_score":0.02395916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05188583944366682,"score_gpt":0.375360251542853,"score_spread":0.3234744120991862,"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."}}