{"id":"W2194592171","doi":"10.1159/000442385","title":"Prevalence and Characteristics of Pre-Operative Delirium in Hip Fracture Patients","year":2015,"lang":"en","type":"article","venue":"Gerontology","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Capital District Health Authority; Dalhousie University","funders":"","keywords":"Delirium; Hip fracture; Medicine; Risk factor; Hip surgery; Complication; Organic mental disorders; Anesthesia; Surgery; Intensive care medicine; Internal medicine; Arthroplasty; Osteoporosis","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008010379,0.0001027901,0.0002869191,0.00008065553,0.000009481352,0.000002157885,0.00004019129,0.0001204159,0.0000396707],"category_scores_gemma":[0.004840107,0.00008972957,0.00001957591,0.00004857274,0.0001682718,0.00004743506,0.00003211758,0.0001662303,0.000006019245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004519277,"about_ca_system_score_gemma":0.00008105896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007930843,"about_ca_topic_score_gemma":0.00005042641,"domain_scores_codex":[0.9992749,0.00007920658,0.0002067852,0.0001743736,0.0001026809,0.0001620406],"domain_scores_gemma":[0.995064,0.00007026386,0.0000803175,0.000112524,0.004596194,0.00007675048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007033734,0.0001290609,0.9889042,0.000106153,0.00002613954,0.00002370564,0.004704414,3.54855e-7,0.0001777714,0.00004217408,0.002204293,0.002978315],"study_design_scores_gemma":[0.00182785,0.0007359191,0.9949558,0.00008476178,0.00003997835,0.00001542394,0.001251926,0.00003661971,0.0004749789,0.00005636817,0.0004403203,0.00008007269],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965751,0.0003366449,0.0001847941,0.001135789,0.0001370486,0.0003493973,0.00002126223,0.000008289314,0.001251685],"genre_scores_gemma":[0.990964,0.00003130019,0.0001449251,0.008617544,0.00002079729,0.00001323146,0.00004357955,0.000008882032,0.0001557544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007481754,"threshold_uncertainty_score":0.579441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02463480928994449,"score_gpt":0.3071805005006053,"score_spread":0.2825456912106608,"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."}}