{"id":"W4409455300","doi":"10.1177/13872877251329615","title":"Connected speech profiles in mild cognitive impairment reflect global cognition","year":2025,"lang":"en","type":"article","venue":"Journal of Alzheimer s Disease","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Concordia University; Université de Montréal; Institut Universitaire de Gériatrie de Montréal","funders":"","keywords":"Cognition; Psychology; Semantic memory; Episodic memory; Cognitive impairment; Cognitive psychology; Population; Working memory; Cognitive decline; Audiology; Dementia; Disease; Medicine; Neuroscience; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006161148,0.0006786881,0.0003827541,0.004408055,0.0004253488,0.0007729612,0.0002871669,0.0004244288,0.002278409],"category_scores_gemma":[0.002448933,0.0001046238,0.0005046608,0.00145327,0.000526468,0.0003843642,0.0008691682,0.0002409429,0.0002475513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003447036,"about_ca_system_score_gemma":0.0002372724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003906412,"about_ca_topic_score_gemma":0.005270271,"domain_scores_codex":[0.9996593,0.00005537294,0.00005723438,0.00008262788,0.00008598595,0.00005942031],"domain_scores_gemma":[0.9988422,0.0002688143,0.0004941131,0.00008065721,0.0001467582,0.000167385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000528375,0.0000636229,0.9853274,0.00008888803,0.0001614331,0.0002098554,0.0006581154,0.0002582043,0.003214044,0.00007775069,0.0001812813,0.009231032],"study_design_scores_gemma":[0.000003673576,0.00009349677,0.9988262,0.000006349478,0.00002763345,0.0001865122,0.0002143811,0.0001568511,0.0002484048,0.0001323704,0.00009992147,0.000004267028],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986001,0.000155028,0.0002115984,0.00001354202,0.000002859104,0.00002922316,0.000342363,0.000009883282,0.0006354204],"genre_scores_gemma":[0.9990426,0.00005714619,0.000308268,0.000008179582,0.000006701834,0.0000166762,0.0004416368,0.000002522824,0.0001162879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004408055,"threshold_uncertainty_score":0.00776732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02741096937090698,"score_gpt":0.3727767007655852,"score_spread":0.3453657313946782,"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."}}