{"id":"W4311910637","doi":"10.1155/2022/7797328","title":"Predictors of ICU Mortality among Mechanically Ventilated Patients: An Inception Cohort Study from a Tertiary Care Center in Addis Ababa, Ethiopia","year":2022,"lang":"en","type":"article","venue":"Critical Care Research and Practice","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto","funders":"Addis Ababa University","keywords":"Medicine; Mechanical ventilation; Odds ratio; Intensive care unit; Glasgow Coma Scale; Logistic regression; Coma (optics); Confidence interval; Cohort; Retrospective cohort study; Emergency medicine; Pediatrics; Internal medicine; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009448764,0.000130388,0.000291725,0.0001489388,0.0002028344,0.00004255766,0.0001105559,0.00008614413,0.0004113524],"category_scores_gemma":[0.003259094,0.000116729,0.00005497156,0.0002799414,0.0002054298,0.0003466701,0.0002747021,0.0007843148,0.000002513602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003523493,"about_ca_system_score_gemma":0.0001237658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005067738,"about_ca_topic_score_gemma":0.0008162325,"domain_scores_codex":[0.9957632,0.001774163,0.0003688768,0.0005132545,0.001249013,0.0003314459],"domain_scores_gemma":[0.9965109,0.00169508,0.00004866209,0.0003877498,0.001050794,0.0003067774],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008088409,0.00635896,0.984559,0.0001050787,0.0001648283,0.0004153519,0.006220166,6.306147e-7,0.00003575971,0.00002987938,0.00008431134,0.001217206],"study_design_scores_gemma":[0.001802706,0.004256812,0.9366785,0.0000724731,0.0002530576,0.000005001605,0.05650565,0.00001523528,0.000127743,0.0000381163,0.000159351,0.00008534763],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965847,0.0006950537,0.00000224012,0.0003528584,0.0001094224,0.00145708,0.0003316448,0.00001956363,0.0004474961],"genre_scores_gemma":[0.9985587,0.00007052087,0.00004146248,0.0001356623,0.00004725656,0.0004586567,0.0006658258,0.00001863302,0.000003260741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05028549,"threshold_uncertainty_score":0.7660938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.128477555807805,"score_gpt":0.4726921108576898,"score_spread":0.3442145550498847,"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."}}