{"id":"W4383755642","doi":"10.1007/s11606-023-08238-9","title":"Effectiveness of a Multi-component Delirium Prevention Program Implemented on General Medicine Hospital Units: an Interrupted Time Series Analysis","year":2023,"lang":"en","type":"article","venue":"Journal of General Internal Medicine","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Health Services and Policy Research; University of Toronto; Trillium Health Centre","funders":"Hospital for Sick Children; University of Toronto; Ontario Ministry of Health and Long-Term Care; Medical Psychiatry Alliance; Centre for Addiction and Mental Health","keywords":"Delirium; Medicine; Incidence (geometry); Intervention (counseling); Interrupted Time Series Analysis; Emergency medicine; Chart; Pediatrics; Intensive care medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.01872517,0.0006620981,0.001589714,0.00149183,0.0003382255,0.0007452058,0.001236101,0.0006909085,0.001334254],"category_scores_gemma":[0.04273183,0.0003326928,0.003261361,0.001670681,0.0003717262,0.0007188199,0.0008410648,0.0008600152,0.00009744825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002666417,"about_ca_system_score_gemma":0.002382681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01548503,"about_ca_topic_score_gemma":0.005594796,"domain_scores_codex":[0.9891459,0.007038263,0.001090497,0.0009067727,0.001240399,0.0005782628],"domain_scores_gemma":[0.9600722,0.02482157,0.009319023,0.002048843,0.002089085,0.001649266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0998648,0.01041522,0.7715549,0.001547759,0.01572328,0.0003446476,0.0009059577,0.02405861,0.0007642276,0.0003704793,0.0009625897,0.07348747],"study_design_scores_gemma":[0.004416716,0.05707144,0.8512462,0.0002236231,0.006524194,0.0001201182,0.0006159321,0.07795504,0.0008302414,0.0002472737,0.0006565427,0.00009252922],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973152,0.0003734441,0.001339456,0.00005883508,0.00002388813,0.0003193021,0.0003649018,0.00001540359,0.0001894915],"genre_scores_gemma":[0.9972624,0.0002124747,0.001143597,0.00002991338,0.00002446046,0.0005127103,0.0006765449,0.000003749555,0.000134222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01872517,"threshold_uncertainty_score":0.09902936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03042033050783396,"score_gpt":0.3697893104441069,"score_spread":0.339368979936273,"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."}}