{"id":"W2936941907","doi":"10.1016/j.jamda.2019.02.028","title":"Developing a Brief Neuropsychological Battery for Early Diagnosis of Cognitive Impairment","year":2019,"lang":"en","type":"article","venue":"Journal of the American Medical Directors Association","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Medical Research Council; National Institute on Aging; National Institutes of Health","keywords":"Dementia; Montreal Cognitive Assessment; Neuropsychology; Medicine; Cognition; Receiver operating characteristic; Confidence interval; Audiology; Cognitive impairment; Gerontology; Psychiatry; Disease; Internal medicine","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":[0.005373945,0.0009410083,0.0009454632,0.002162746,0.0008307061,0.001250642,0.0008993676,0.0007174857,0.001949777],"category_scores_gemma":[0.01192269,0.0004522555,0.0009492926,0.0007213105,0.0002314824,0.001408396,0.001143577,0.001345758,0.001136629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001003033,"about_ca_system_score_gemma":0.005097707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01258267,"about_ca_topic_score_gemma":0.03119704,"domain_scores_codex":[0.9983291,0.000409996,0.0004565588,0.0001198907,0.0005070892,0.0001773913],"domain_scores_gemma":[0.9955699,0.001325276,0.0005536122,0.0002055077,0.001983144,0.0003625871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005372973,0.003817171,0.6469036,0.0003823254,0.0002083462,0.0005565019,0.0009764934,0.00116173,0.003618295,0.0006149974,0.02656827,0.314655],"study_design_scores_gemma":[0.000359796,0.002267215,0.9646872,0.000454495,0.0002262726,0.001436424,0.001002004,0.00378443,0.004586749,0.001371031,0.01973127,0.00009316128],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8931079,0.003942898,0.0364305,0.003287657,0.001075556,0.01949313,0.007337758,0.001143264,0.03418139],"genre_scores_gemma":[0.7928376,0.005247172,0.1486644,0.003026448,0.0004021165,0.02038247,0.01409588,0.0001306634,0.01521331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01258267,"threshold_uncertainty_score":0.02842045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01646408648592994,"score_gpt":0.3370970751572387,"score_spread":0.3206329886713087,"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."}}