{"id":"W4401784063","doi":"10.1002/brb3.3649","title":"Markers of too little effort or too much alertness during neuropsychological assessment: Demonstration with perioperative changes","year":2024,"lang":"en","type":"article","venue":"Brain and Behavior","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministry of Health, State of Israel","keywords":"Montreal Cognitive Assessment; Cognition; Alertness; Perioperative; Neuropsychological assessment; Neuropsychology; Cognitive decline; Effects of sleep deprivation on cognitive performance; Cognitive Assessment System; Medicine; Neuropsychological test; Psychology; Cognitive test; Clinical psychology; Audiology; Cognitive impairment; Psychiatry; Dementia; Internal medicine; Anesthesia; Disease","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":[0.001196643,0.0005953386,0.0002913923,0.0008548973,0.0001658605,0.0005528661,0.000239392,0.0003766533,0.001238541],"category_scores_gemma":[0.01152025,0.0001093725,0.0002150981,0.0004605734,0.0003820076,0.0005380661,0.0005831125,0.0005547215,0.0002004904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001171888,"about_ca_system_score_gemma":0.0001940858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000284671,"about_ca_topic_score_gemma":0.0004710767,"domain_scores_codex":[0.9992501,0.0002541801,0.000143709,0.00009192853,0.000184827,0.00007522075],"domain_scores_gemma":[0.9933704,0.002330866,0.002852096,0.0003524947,0.0005834848,0.0005105886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001469673,0.0003015386,0.9198602,0.0002559428,0.000198776,0.002453268,0.0007943328,0.0003013402,0.02502908,0.00013053,0.0005041097,0.04870124],"study_design_scores_gemma":[0.00001771909,0.001196254,0.9906207,0.0000390889,0.00007966899,0.002616225,0.0002976861,0.0006522004,0.003770922,0.0001987648,0.0004948018,0.00001595122],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916719,0.001213338,0.003747748,0.0002166673,0.00005695701,0.00004705548,0.0001336682,0.00005840744,0.002854206],"genre_scores_gemma":[0.9986711,0.0002096186,0.0008249913,0.00003919551,0.00004009895,0.00001698105,0.00004840267,0.00000411318,0.0001456487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001238541,"threshold_uncertainty_score":0.006328523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0219462084392874,"score_gpt":0.3302486280402581,"score_spread":0.3083024196009707,"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."}}