{"id":"W4414703582","doi":"10.1186/s12883-025-04425-9","title":"The validity of computerized Montreal cognitive assessment among aging people living with HIV: A pilot study","year":2025,"lang":"en","type":"article","venue":"BMC Neurology","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Chulalongkorn University","keywords":"Montreal Cognitive Assessment; Touchscreen; Cognitive Assessment System; Cognition; Neurology; Psychometrics; Cognitive impairment; Test validity; Correlation","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005270601,0.0001409941,0.0003455537,0.000124996,0.0001869501,0.00002916907,0.0001312511,0.00002249282,0.0000360435],"category_scores_gemma":[0.0001723228,0.00009214379,0.00004839128,0.0002692189,0.0001916668,0.00004258792,0.000237232,0.0002893917,0.00000321268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001504284,"about_ca_system_score_gemma":0.0002327167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002830979,"about_ca_topic_score_gemma":0.001662277,"domain_scores_codex":[0.9979872,0.0007886101,0.0002515706,0.0003246598,0.0003168273,0.000331149],"domain_scores_gemma":[0.9973855,0.001982508,0.00009906024,0.0002194843,0.0002475531,0.00006589616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001171615,0.001833563,0.9949018,0.00006162139,0.0001781311,0.00005719572,0.0001785822,0.000003071963,0.0001865923,0.00003090932,0.00006887084,0.001328032],"study_design_scores_gemma":[0.004550542,0.0111229,0.9823787,0.00008381933,0.0002478822,0.00001554428,0.0004868437,0.0009029829,0.00009431531,0.00003912177,0.00001471275,0.00006260271],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840384,0.0000143566,0.01053416,0.0005252982,0.00009203999,0.001383821,0.000003560883,0.00003899715,0.003369411],"genre_scores_gemma":[0.9988948,0.00001539726,0.00006702659,0.0003304003,0.0000350344,0.000175554,0.000005392182,0.00001211281,0.0004643339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01485639,"threshold_uncertainty_score":0.3757515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02863987031610766,"score_gpt":0.3351338881983452,"score_spread":0.3064940178822375,"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."}}