{"id":"W2118208968","doi":"10.1186/1748-5908-5-81","title":"A pragmatic study exploring the prevention of delirium among hospitalized older hip fracture patients: Applying evidence to routine clinical practice using clinical decision support","year":2010,"lang":"en","type":"article","venue":"Implementation Science","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Foothills Medical Centre; University of Calgary","funders":"University of Toronto; Alberta Health Services","keywords":"Delirium; Medicine; Hip fracture; Orthopedic surgery; Emergency medicine; Psychological intervention; Population; Acute care; Logistic regression; Health care; Physical therapy; Intensive care medicine; Internal medicine; Osteoporosis; Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01031784,0.0001878285,0.0003760219,0.0002688584,0.0003210034,0.0001010531,0.0003717689,0.00005646282,0.000182642],"category_scores_gemma":[0.1189191,0.0001374443,0.0001554599,0.001130432,0.000467508,0.001706173,0.0002492014,0.000524195,0.00001557948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008643157,"about_ca_system_score_gemma":0.000547649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001550547,"about_ca_topic_score_gemma":0.00007790116,"domain_scores_codex":[0.9952486,0.0004465891,0.00168099,0.000635402,0.001620139,0.0003682802],"domain_scores_gemma":[0.9779466,0.002830569,0.0009633965,0.0006081883,0.01740851,0.0002427446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003705662,0.0007326754,0.9248871,0.00001918938,0.00004867092,0.000006634985,0.003908388,0.00001085959,0.001559947,0.00001371025,0.0005167982,0.06792545],"study_design_scores_gemma":[0.003320411,0.001688639,0.9463803,0.0002470658,0.0003196804,0.000008030152,0.04642877,0.0002673255,0.0009040936,0.00002927759,0.0002555905,0.0001508742],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9639086,0.000004487745,0.02889346,0.001082493,0.001273683,0.004754854,0.000004635194,0.00002578791,0.00005197288],"genre_scores_gemma":[0.9755889,0.000007855807,0.01618368,0.007837956,0.0001114223,0.0002301808,0.00001384274,0.00001947024,0.000006684488],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1086013,"threshold_uncertainty_score":0.8885026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1635922599741264,"score_gpt":0.5460939802062116,"score_spread":0.3825017202320852,"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."}}