{"id":"W4320036826","doi":"10.53350/pjmhs20221612607","title":"Prediction of ICU Admission and its Outcome a Prospective Study of Different Scoring Systems in Women with Pregnancy Associated Sepsis","year":2022,"lang":"en","type":"article","venue":"","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Continental (Canada)","funders":"","keywords":"Medicine; Sepsis; Case fatality rate; SOFA score; Intensive care; Emergency medicine; Pregnancy; Prospective cohort study; Receiver operating characteristic; Population; Mortality rate; Intensive care medicine; Obstetrics; Internal medicine","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":[0.00190078,0.0003616619,0.0003315077,0.0006577361,0.0003304931,0.0005865912,0.000270603,0.0004967736,0.001182375],"category_scores_gemma":[0.01030768,0.0003298548,0.0004442626,0.0006458908,0.0002912045,0.0005657015,0.0004311265,0.0006671479,0.0002940382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00022802,"about_ca_system_score_gemma":0.0002995498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001001781,"about_ca_topic_score_gemma":0.0008424589,"domain_scores_codex":[0.9986876,0.000675107,0.0001241174,0.0001786362,0.0002245609,0.0001100022],"domain_scores_gemma":[0.9964309,0.001713228,0.001055915,0.0001573699,0.0002959845,0.0003466687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000123724,0.0000206833,0.9991444,0.000003300808,0.0000264258,0.0000268621,0.00004095391,0.0000203926,0.00003406414,0.000005718786,0.00002446935,0.0005289449],"study_design_scores_gemma":[0.00002238156,0.0004714899,0.9977818,0.00001369209,0.00004187723,0.0004038939,0.0003188474,0.0006974735,0.00005984181,0.00002872844,0.0001537782,0.000006234529],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992856,0.00021333,0.0000836072,0.00005263761,0.000009798617,0.00000986026,0.0001021647,0.000001432146,0.0002417327],"genre_scores_gemma":[0.9995943,0.00008646213,0.00006827764,0.00002206592,0.00001164269,0.00001605486,0.0001092319,0.000001175203,0.00009074878],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00190078,"threshold_uncertainty_score":0.01005238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04251259765949773,"score_gpt":0.2833184302583466,"score_spread":0.2408058325988489,"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."}}