{"id":"W2921826029","doi":"10.1159/000496824","title":"Language in Amnestic Mild Cognitive Impairment and Dementia of Alzheimer’s Type: Quantitatively or Qualitatively Different?","year":2019,"lang":"en","type":"article","venue":"Dementia and Geriatric Cognitive Disorders Extra","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Baycrest Hospital; York University; University of Toronto","funders":"","keywords":"Dementia; Psychology; Cognition; Cognitive impairment; Episodic memory; Executive functions; Alzheimer's disease; Developmental psychology; Audiology; Disease; Cognitive psychology; Medicine; Psychiatry; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000550657,0.0004415816,0.0007582551,0.0006284096,0.0001049176,0.00005039115,0.0000840364,0.0001224991,0.00127181],"category_scores_gemma":[0.000267098,0.0003618714,0.0001292856,0.0007437349,0.0003482915,0.0002315817,0.0001698958,0.0002861418,0.00004052598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002178464,"about_ca_system_score_gemma":0.0001525693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002289937,"about_ca_topic_score_gemma":0.0001880557,"domain_scores_codex":[0.9970288,0.0003534988,0.0006758678,0.0007502319,0.0005589298,0.000632639],"domain_scores_gemma":[0.9983227,0.0007093931,0.0002544837,0.0001354997,0.0003453793,0.0002325391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004956998,0.001749226,0.9483184,0.0007981615,0.002633298,0.00006492843,0.006969869,1.822599e-7,0.003297681,0.0002687001,0.00007018466,0.03087242],"study_design_scores_gemma":[0.01302926,0.00356077,0.9490866,0.000560741,0.002077515,0.00001538177,0.02908848,0.0001184998,0.001689122,0.000318494,0.00003085881,0.0004242965],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821612,0.01262658,0.000375431,0.0001623731,0.000102751,0.002615634,0.0001181561,0.00003162397,0.00180623],"genre_scores_gemma":[0.9966289,0.002289107,0.0001820914,0.0001807671,0.0000237691,0.0001378989,0.0001889876,0.00004499313,0.0003234371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03044813,"threshold_uncertainty_score":0.9998834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02769197918629083,"score_gpt":0.3441036739663023,"score_spread":0.3164116947800115,"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."}}