{"id":"W4406732339","doi":"10.2196/59203","title":"Assessment of Geriatric Problems and Risk Factors for Delirium in Surgical Medicine: Protocol for Multidisciplinary Prospective Clinical Study","year":2025,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Delirium; Medicine; Polypharmacy; Pittsburgh Sleep Quality Index; Geriatrics; Perioperative; Population; Quality of life (healthcare); Incidence (geometry); Activities of daily living; Intensive care medicine; Physical therapy; Gerontology; Psychiatry; Surgery; Cognition; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0210981,0.003885297,0.007018326,0.003494084,0.004603266,0.001865123,0.002465447,0.002757923,0.01955674],"category_scores_gemma":[0.01636557,0.002040568,0.004296419,0.004125592,0.001666161,0.002095097,0.002474792,0.00369458,0.00500792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005500777,"about_ca_system_score_gemma":0.02150643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003473865,"about_ca_topic_score_gemma":0.006946054,"domain_scores_codex":[0.9868633,0.005859223,0.003196893,0.001172785,0.001660895,0.001247069],"domain_scores_gemma":[0.9851753,0.001531513,0.002893442,0.001585004,0.006870505,0.001944266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"not_applicable","study_design_scores_codex":[0.3252542,0.09469081,0.1235562,0.07736176,0.00535822,0.002976234,0.007262328,0.01884389,0.01082127,0.01092494,0.1272759,0.1956743],"study_design_scores_gemma":[0.3223218,0.0958843,0.3403465,0.02476406,0.002050966,0.001305562,0.005870626,0.01488139,0.004556363,0.007897899,0.1789531,0.001167456],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.004312829,0.0002360572,0.001821769,0.0001070362,0.0001011595,0.990624,0.00193046,0.00004077234,0.0008258498],"genre_scores_gemma":[0.003011825,0.0001141208,0.002444998,0.00006849363,0.00001432784,0.9935846,0.0006255863,0.000003130777,0.0001330212],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.0210981,"threshold_uncertainty_score":0.1115787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2613755637879212,"score_gpt":0.6299219471289315,"score_spread":0.3685463833410103,"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."}}