{"id":"W4414428593","doi":"10.1097/cce.0000000000001321","title":"Methods of Adverse Event Detection in Intensive Care: A Systematic Review","year":2025,"lang":"en","type":"review","venue":"Critical Care Explorations","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Adverse effect; Event (particle physics); MEDLINE; Clinical Practice; Patient safety","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":[0.07666228,0.003382009,0.01413606,0.02019562,0.001372462,0.00720154,0.00382046,0.002603756,0.004111269],"category_scores_gemma":[0.2250867,0.002406149,0.01493095,0.01896942,0.002372656,0.006641591,0.00341669,0.0030475,0.0005230972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01016132,"about_ca_system_score_gemma":0.02852608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006644348,"about_ca_topic_score_gemma":0.01731532,"domain_scores_codex":[0.8833319,0.05265591,0.03791399,0.004321446,0.02066816,0.001108693],"domain_scores_gemma":[0.7338263,0.1910865,0.05013221,0.00445812,0.01930406,0.001192816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001777561,0.00002162444,0.00111929,0.9506056,0.009168317,0.00003083087,0.0002900282,0.0001037153,0.00004825508,0.00019394,0.001278141,0.03696248],"study_design_scores_gemma":[0.0003525984,0.0002219438,0.003059792,0.9595903,0.0271497,0.0001612536,0.0003622699,0.0001376182,0.0001369086,0.0002812032,0.008494087,0.00005237421],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001182806,0.9930447,0.001012667,0.0005282799,0.0002831395,0.002995253,0.0005289804,0.00003082552,0.0003933625],"genre_scores_gemma":[0.02917411,0.948085,0.01076556,0.001133792,0.0003226553,0.009610393,0.0006938722,0.00002780132,0.0001867478],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.07666228,"threshold_uncertainty_score":0.4054337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2136918150056134,"score_gpt":0.5868153311428231,"score_spread":0.3731235161372097,"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."}}