{"id":"W4390200086","doi":"10.1002/alz.072857","title":"Speech changes in neurodegenerative diseases relate to clinical outcomes","year":2023,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Hospital; University of Waterloo; University of Toronto","funders":"","keywords":"Dementia; Audiology; Clinical Dementia Rating; Aphasia; Primary progressive aphasia; Medical diagnosis; Frontotemporal dementia; Psychology; Cognition; Disease; Neurology; Rating scale; Medicine; Cognitive psychology; Psychiatry; Developmental psychology; Internal medicine","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":[0.0009917349,0.0003635352,0.0003575638,0.001265638,0.0003878479,0.000755221,0.0002183797,0.0005312124,0.002225961],"category_scores_gemma":[0.003761756,0.0001016278,0.0003024222,0.0006391156,0.0004556871,0.0004530462,0.0006087683,0.0004683359,0.0004893545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002921801,"about_ca_system_score_gemma":0.0001862465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008852464,"about_ca_topic_score_gemma":0.00119693,"domain_scores_codex":[0.9995453,0.00008791971,0.00008800217,0.0001296895,0.00008917403,0.00005989848],"domain_scores_gemma":[0.9966692,0.0008106738,0.001669649,0.0001043352,0.000402501,0.0003435412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002490605,0.00002309842,0.9968985,0.00001334289,0.0000512874,0.000125606,0.00008245793,0.00003750939,0.00042468,0.00000622781,0.0000502898,0.002037964],"study_design_scores_gemma":[0.000001949757,0.00005415236,0.9994191,0.0000059332,0.00001604418,0.000227292,0.00007820358,0.00005243939,0.00008537289,0.00002071949,0.00003680403,0.000001963967],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985915,0.0004347883,0.00008138893,0.00002923587,0.000007930254,0.00000947652,0.0002320999,0.000004067309,0.0006094843],"genre_scores_gemma":[0.9993864,0.0001010174,0.00006325667,0.00001186963,0.00001164642,0.000007736203,0.0003169604,0.000001346591,0.0000997575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002225961,"threshold_uncertainty_score":0.007446587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0739500157295916,"score_gpt":0.3976891877034913,"score_spread":0.3237391719738997,"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."}}