{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007392081,0.0001968669,0.0004579448,0.00008466495,0.0003299521,4.921627e-7,0.0003367172,0.0003433423,0.008390611],"category_scores_gemma":[0.008988933,0.0001608644,0.0001048324,0.0002506096,0.0001141417,0.0001471412,0.0002009331,0.0009450378,0.001772685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005185794,"about_ca_system_score_gemma":0.0003974468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002065797,"about_ca_topic_score_gemma":0.0001728529,"domain_scores_codex":[0.9956241,0.0006481258,0.0006691522,0.0005105373,0.001989908,0.0005581385],"domain_scores_gemma":[0.996068,0.000217844,0.0002132429,0.0005154932,0.002360008,0.0006253868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005826136,0.0004035726,0.9870789,0.00009321421,0.00004572712,0.000008829138,0.01029185,5.208154e-7,1.977207e-7,0.00008728536,0.001803605,0.0001280586],"study_design_scores_gemma":[0.004237547,0.0004904586,0.9697028,0.0002843694,0.00005455263,1.065714e-7,0.02053305,0.00002521244,3.506815e-7,0.00004262669,0.004451152,0.0001777476],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9732321,0.00001559508,0.000140405,0.001243302,0.00269726,0.003868837,0.00004888406,0.0001440197,0.01860961],"genre_scores_gemma":[0.9918763,0.000008914218,0.00003606756,0.005836984,0.000151951,0.0005053616,0.0002286652,0.00002978313,0.001325944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01864424,"threshold_uncertainty_score":0.9993588,"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."}}