{"id":"W4405776230","doi":"10.2196/60442","title":"Daily Automated Prediction of Delirium Risk in Hospitalized Patients: Model Development and Validation","year":2024,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Neurological Disorders and Stroke; National Institute of General Medical Sciences; National Heart, Lung, and Blood Institute; National Institute on Aging","keywords":"Preprint; Delirium; Medicine; Computer science; Intensive care medicine; World Wide Web","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":[0.009359205,0.00137411,0.001230139,0.001598999,0.0004715848,0.001098147,0.001242869,0.0009473826,0.0009861093],"category_scores_gemma":[0.01541362,0.000402188,0.001295608,0.000836423,0.0003543372,0.0007601355,0.0009572022,0.00158504,0.0004489404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001427277,"about_ca_system_score_gemma":0.002305649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01424714,"about_ca_topic_score_gemma":0.007250902,"domain_scores_codex":[0.9982083,0.0009192272,0.0001806308,0.0003713132,0.0001897222,0.0001308189],"domain_scores_gemma":[0.9906453,0.00654118,0.0006770586,0.0004528238,0.00145418,0.0002294081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001134857,0.001154816,0.1400393,0.0001824116,0.0006620694,0.0001749394,0.0001391407,0.7453861,0.0009265961,0.0003544022,0.002464218,0.1073811],"study_design_scores_gemma":[0.00002707482,0.0002125548,0.00524618,0.00001992066,0.00004007296,0.00003235704,0.00001568801,0.9936028,0.0003467625,0.0003154974,0.0001303407,0.00001072661],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.903672,0.001317364,0.08956526,0.0008304184,0.0001288074,0.0004169715,0.001630693,0.001315939,0.001122459],"genre_scores_gemma":[0.9609362,0.0002509218,0.03653487,0.0001089141,0.00003785052,0.000245849,0.001549786,0.00002182253,0.0003137558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01424714,"threshold_uncertainty_score":0.04949683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01090769422219515,"score_gpt":0.2782067891669293,"score_spread":0.2672990949447341,"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."}}