{"id":"W4320855815","doi":"10.1097/ccm.0000000000005789","title":"Deep Learning–Based Recurrent Delirium Prediction in Critically Ill Patients","year":2023,"lang":"en","type":"article","venue":"Critical Care Medicine","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Delirium; Critically ill; Intensive care medicine; Critical illness","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002053146,0.0005877135,0.000567578,0.0009284777,0.0002132164,0.0007763954,0.0008827001,0.0004923891,0.0006598885],"category_scores_gemma":[0.007244984,0.0002731934,0.0005371645,0.0005971122,0.0002572884,0.0005942202,0.0007472261,0.0007534163,0.0002152653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001303437,"about_ca_system_score_gemma":0.001467393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03656417,"about_ca_topic_score_gemma":0.04812947,"domain_scores_codex":[0.9992741,0.0002227689,0.00006957558,0.0001731509,0.0001210832,0.0001393619],"domain_scores_gemma":[0.9973555,0.0007045814,0.0008842758,0.0001815792,0.0005822387,0.0002918656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005811405,0.0001694149,0.967836,0.00005499646,0.0001865675,0.0001506855,0.00006580664,0.01006983,0.000400174,0.00007775266,0.0008618275,0.01954585],"study_design_scores_gemma":[0.0001248857,0.0007867261,0.7381804,0.000129727,0.0002081219,0.000371658,0.0002779709,0.2569177,0.001314777,0.0008305265,0.0008063269,0.00005119558],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949672,0.0003675178,0.00283558,0.0002198888,0.00001524909,0.00003354619,0.001277507,0.00004149665,0.0002419626],"genre_scores_gemma":[0.9968929,0.0001010255,0.001447976,0.00004812987,0.00001084909,0.00001996182,0.001336738,0.000003019176,0.0001394229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03656417,"threshold_uncertainty_score":0.07270271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01951186157210096,"score_gpt":0.3186257233166989,"score_spread":0.299113861744598,"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."}}