{"id":"W2766016891","doi":"10.1016/j.jalz.2017.06.311","title":"[P1–295]: EARLY DETECTION OF COGNITIVE DISORDERS SUCH AS DEMENTIA ON THE BASIS OF SPEECH ANALYSIS: A CROSS‐LINGUISTIC COMPARISON OF SPEECH FEATURES","year":2017,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Healthcare Systems and Practices","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Toronto Rehabilitation Institute; University Health Network","funders":"","keywords":"Dementia; USable; Cognition; Set (abstract data type); Computer science; Psychology; Applied psychology; Medicine; Multimedia; Psychiatry; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003797794,0.0008928103,0.0004033497,0.001294647,0.0008230162,0.001471487,0.0007977202,0.001722267,0.009331839],"category_scores_gemma":[0.01720032,0.0001721498,0.0007064389,0.001018531,0.0006526163,0.00147435,0.001081509,0.0008326811,0.006159188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003070105,"about_ca_system_score_gemma":0.001081674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006155083,"about_ca_topic_score_gemma":0.005551278,"domain_scores_codex":[0.9981839,0.0006716117,0.0002257348,0.0003391168,0.0004818322,0.00009776063],"domain_scores_gemma":[0.9924212,0.003159005,0.0004594507,0.0005559523,0.002970795,0.0004335452],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003812887,0.001069935,0.05508656,0.004354599,0.000480615,0.001531722,0.003420367,0.001626235,0.02691727,0.001700655,0.1630716,0.7369276],"study_design_scores_gemma":[0.0006134761,0.007421684,0.6652756,0.001775307,0.0007886611,0.0148196,0.005650461,0.01179495,0.03788631,0.006564903,0.2469463,0.0004627401],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6239395,0.01231492,0.1271712,0.01141241,0.01208183,0.007054786,0.05763473,0.005144035,0.1432466],"genre_scores_gemma":[0.8528301,0.003750199,0.05842381,0.004641136,0.001533844,0.002782365,0.04258048,0.0008505519,0.03260764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009331839,"threshold_uncertainty_score":0.03121817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1006441380482325,"score_gpt":0.4719239838925429,"score_spread":0.3712798458443104,"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."}}