{"id":"W3113993930","doi":"","title":"Indicators of Mild Cognitive Impairment Associated with Language Processing and Production","year":2020,"lang":"en","type":"article","venue":"Digital Commons - University of South Florida (University of South Florida)","topic":"Neurobiology of Language and Bilingualism","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Production (economics); Cognition; Cognitive psychology; Computer science; Psychology; Linguistics; Natural language processing; Economics; Psychiatry","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":[0.0006529012,0.0008075336,0.0004082371,0.00233396,0.0006390869,0.0010563,0.0003847567,0.0004879852,0.002010274],"category_scores_gemma":[0.004198038,0.000167951,0.0003312505,0.0008096683,0.0004084329,0.000592567,0.0008060636,0.0004337789,0.000344416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003240572,"about_ca_system_score_gemma":0.0002998092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005817846,"about_ca_topic_score_gemma":0.01127864,"domain_scores_codex":[0.9996226,0.00004641305,0.00009601949,0.00007493561,0.000110243,0.00004973797],"domain_scores_gemma":[0.9975642,0.000265537,0.001460927,0.0001098187,0.0003019495,0.0002976529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005578023,0.0001703366,0.987954,0.00005789074,0.00007259248,0.0003417233,0.0005432355,0.0000843981,0.002210242,0.00003747247,0.0001403507,0.007829738],"study_design_scores_gemma":[0.000007469527,0.0002984091,0.9984611,0.000006297739,0.00002064614,0.0004862876,0.000228654,0.00008982682,0.0002428451,0.00007227728,0.00008094455,0.000005328465],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986569,0.0001966135,0.00006862723,0.00001956356,0.000003024518,0.00002488108,0.0001508834,0.000006353477,0.0008732413],"genre_scores_gemma":[0.9991511,0.00007789547,0.0002186386,0.00001851477,0.00001082066,0.00001643896,0.0002212671,0.00000124087,0.0002840984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005817846,"threshold_uncertainty_score":0.01156801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02108439228069504,"score_gpt":0.2036650449795796,"score_spread":0.1825806526988846,"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."}}