{"id":"W2036841482","doi":"10.3810/pgm.2009.03.1990","title":"Computer Assessment of Mild Cognitive Impairment","year":2009,"lang":"en","type":"article","venue":"Postgraduate Medicine","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":172,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Aging; University of Pittsburgh","keywords":"Medicine; Cognition; Neuropsychology; Affect (linguistics); Dementia; Referral; Cognitive impairment; Population; Gerontology; Cognitive decline; Cognitive test; Disease; Montreal Cognitive Assessment; Neuropsychological assessment; Psychiatry; Clinical psychology; Audiology; Psychology; Pathology; Family 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":[0.0006135256,0.0003042685,0.0003385765,0.00107182,0.0001764234,0.0002793126,0.0002106282,0.0002026509,0.002215349],"category_scores_gemma":[0.004845525,0.00006284573,0.0001981213,0.0003984806,0.0001425283,0.0002824668,0.0002735398,0.0002093197,0.0005700981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001612423,"about_ca_system_score_gemma":0.0002479406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002436619,"about_ca_topic_score_gemma":0.004087613,"domain_scores_codex":[0.9995356,0.0001453339,0.00008315175,0.00006257427,0.0001335193,0.00003985368],"domain_scores_gemma":[0.9988525,0.0003409226,0.0002635438,0.0000639074,0.0003504592,0.000128728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006185554,0.0002870242,0.8959607,0.0001602593,0.0001288848,0.000231037,0.0003627369,0.0004350653,0.002014125,0.0002309654,0.00384844,0.09572215],"study_design_scores_gemma":[0.00003354369,0.0006743672,0.9928192,0.00002894906,0.00004380353,0.001338547,0.00009169474,0.0008750429,0.0006720027,0.0002567185,0.003153434,0.00001263422],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9810374,0.002137232,0.001670754,0.000185795,0.00003624452,0.0003927824,0.001222755,0.0001198681,0.01319708],"genre_scores_gemma":[0.9938123,0.0007385494,0.002291714,0.0001329436,0.00003592651,0.0001524837,0.000797336,0.000004720382,0.00203403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002436619,"threshold_uncertainty_score":0.007411122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0328451169875016,"score_gpt":0.3802288192280461,"score_spread":0.3473837022405445,"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."}}