{"id":"W3199663607","doi":"10.1177/01945998211045293","title":"Cognitive Impairment and Delirium in Older Patients Undergoing Major Head and Neck Surgery","year":2021,"lang":"en","type":"article","venue":"Otolaryngology","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"National Cancer Institute; Physicians' Services Incorporated Foundation","keywords":"Delirium; Medicine; Logistic regression; Odds ratio; Univariate analysis; Bayesian multivariate linear regression; Multivariate statistics; Multivariate analysis; Internal medicine; Head and neck cancer; Surgery; Regression analysis; Psychiatry; Cancer","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0000993371,0.0001676461,0.0003973289,0.0002115,0.00004981025,0.00001185965,0.00001720853,0.0001366035,0.0001119438],"category_scores_gemma":[0.005223913,0.000171278,0.00005383984,0.0001785143,0.0001564329,0.00006841249,0.00009426032,0.0002271049,0.00001383248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004812355,"about_ca_system_score_gemma":0.0001742514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005462442,"about_ca_topic_score_gemma":0.000429966,"domain_scores_codex":[0.9988021,0.0001380082,0.0002397208,0.0003822498,0.000107533,0.0003304396],"domain_scores_gemma":[0.9957581,0.0006279479,0.00005355578,0.00009835431,0.003345076,0.0001169584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000272247,0.000251107,0.9949685,0.0001555678,0.00007648984,0.0007714893,0.0004109636,3.468676e-8,0.000184433,0.00004216051,0.001508172,0.001358822],"study_design_scores_gemma":[0.00501433,0.0003122171,0.9899837,0.0005495297,0.00007545417,0.0003067408,0.002685566,0.00001604126,0.0006963845,0.00007676591,0.0001219026,0.0001614066],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99413,0.0009029286,0.0000407084,0.002864318,0.0001538007,0.0004323067,0.0000159194,0.00001970074,0.001440373],"genre_scores_gemma":[0.9598694,0.0001918713,0.00009140176,0.03944818,0.00002478801,0.0000333146,0.0001846312,0.00002493159,0.0001314811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03658386,"threshold_uncertainty_score":0.6984512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01191123340787114,"score_gpt":0.2639155731252729,"score_spread":0.2520043397174017,"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."}}