{"id":"W4233024354","doi":"10.17294/2330-0698.1424","title":"Models for Predicting Incident Delirium in Hospitalized Older Adults: A Systematic Review","year":2016,"lang":"en","type":"review","venue":"Journal of patient-centered research and reviews","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Delirium; Incidence (geometry); Medicine; Older people; Emergency medicine; Intensive care medicine; Medical emergency; Gerontology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01563027,0.002427671,0.01005033,0.01111483,0.00061107,0.002594839,0.003008905,0.001796599,0.003351972],"category_scores_gemma":[0.06693922,0.001547151,0.01747398,0.008586772,0.0006767813,0.002743528,0.001370288,0.001553686,0.0003719671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003756905,"about_ca_system_score_gemma":0.009523317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01634319,"about_ca_topic_score_gemma":0.03137039,"domain_scores_codex":[0.9905165,0.00412797,0.002958533,0.0006604812,0.001598251,0.0001382858],"domain_scores_gemma":[0.9357266,0.05161201,0.007869271,0.0007260824,0.00372294,0.0003431049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003783055,0.00006057332,0.004091299,0.8979143,0.04267133,0.0000912665,0.0001898216,0.000761224,0.00004270409,0.0002649971,0.001410149,0.05212412],"study_design_scores_gemma":[0.0006431299,0.0005157455,0.01025344,0.7328497,0.244192,0.0003427673,0.0002880505,0.002017427,0.0001349025,0.0007291663,0.007919634,0.0001139662],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002283334,0.9950451,0.0006865672,0.0002762009,0.00009701536,0.0006768961,0.0007087805,0.00003464864,0.0001915122],"genre_scores_gemma":[0.04099528,0.9535429,0.00294543,0.0003105459,0.0001048809,0.001329623,0.0006605836,0.00001247725,0.00009819929],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01634319,"threshold_uncertainty_score":0.08266169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09331302925215854,"score_gpt":0.4124588369997823,"score_spread":0.3191458077476237,"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."}}