{"id":"W4415935638","doi":"10.2196/87020","title":"AI-Supported, Integrative Prediction of Postoperative Delirium: Protocol for the CONFUSED Study","year":2025,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Informed consent; Delirium; Protocol (science); Observational study; Prospective cohort study; Ethics committee; Quality of life (healthcare); Research ethics","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":[0.02138301,0.002373453,0.003410276,0.001646162,0.002720688,0.00208278,0.002059374,0.002315918,0.04741303],"category_scores_gemma":[0.02559944,0.001781089,0.004092864,0.001761809,0.001395823,0.001357447,0.002065871,0.003577816,0.01065838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003373001,"about_ca_system_score_gemma":0.01441247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002414509,"about_ca_topic_score_gemma":0.003507193,"domain_scores_codex":[0.9913556,0.004751613,0.001729912,0.0009181493,0.0007658202,0.0004789086],"domain_scores_gemma":[0.9864421,0.003256814,0.001907957,0.002333601,0.005018861,0.001040703],"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":[0.3452503,0.03844365,0.0274778,0.06531809,0.004474439,0.002514573,0.005789016,0.01826323,0.007486858,0.02102182,0.2383983,0.2255619],"study_design_scores_gemma":[0.3243688,0.0686448,0.08731305,0.03118194,0.003451127,0.001134989,0.003584936,0.01571193,0.00574048,0.01994294,0.4377493,0.001175629],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.004067111,0.0002626723,0.004644369,0.0002394021,0.0002860757,0.9836969,0.005504581,0.00009609396,0.001202751],"genre_scores_gemma":[0.001406515,0.00007579198,0.002361474,0.00007581829,0.00002377914,0.9951142,0.0007427841,0.000004763259,0.0001948647],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04741303,"threshold_uncertainty_score":0.1586124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2237883237088567,"score_gpt":0.5780160026478147,"score_spread":0.354227678938958,"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."}}