{"id":"W2984304072","doi":"10.1097/mlr.0000000000001238","title":"Adverse Events Among Hospitalized Critically Ill Patients: A Retrospective Cohort Study","year":2019,"lang":"en","type":"article","venue":"Medical Care","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Alberta Health Services","funders":"","keywords":"Medicine; Confidence interval; Retrospective cohort study; Odds ratio; Emergency medicine; Adverse effect; Intensive care; Cohort study; Intensive care unit; Internal medicine; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001563152,0.0004412834,0.000547013,0.00148017,0.001044903,0.001041566,0.0007093979,0.0004836508,0.001124991],"category_scores_gemma":[0.003239383,0.0005436194,0.0006533898,0.00232196,0.0004938695,0.0007690829,0.0008260557,0.000708861,0.0002252041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001614576,"about_ca_system_score_gemma":0.002475163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06811908,"about_ca_topic_score_gemma":0.08361988,"domain_scores_codex":[0.9984444,0.0002586065,0.0001964218,0.000436802,0.0004191384,0.0002447783],"domain_scores_gemma":[0.9966431,0.0003349933,0.001685968,0.0002993596,0.0005933729,0.0004432074],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000047289,0.00002499221,0.9992788,0.000007995048,0.00003643222,0.0000721012,0.00006696087,0.00001170152,0.00004226735,0.000009260091,0.00007268215,0.0003295323],"study_design_scores_gemma":[0.00001823374,0.0001944615,0.9982131,0.00001994838,0.00005055489,0.0005364843,0.0004385676,0.0001408129,0.00003214307,0.00001707975,0.0003297659,0.000008930211],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983322,0.0002434229,0.0001839275,0.0000413123,0.000008372167,0.00008720829,0.0008562096,0.000003778363,0.0002436147],"genre_scores_gemma":[0.9977767,0.0002814343,0.000332621,0.0001110232,0.00002101133,0.00008807009,0.001250458,0.000003319299,0.0001353645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06811908,"threshold_uncertainty_score":0.1354452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01281275673094406,"score_gpt":0.3614745430028505,"score_spread":0.3486617862719065,"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."}}