{"id":"W2948072539","doi":"10.3390/diagnostics9020058","title":"Codex (Cognitive Disorders Examination) Decision Tree Modified for the Detection of Dementia and MCI","year":2019,"lang":"en","type":"article","venue":"Diagnostics","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dementia; Cognition; Categorical variable; Recall; Cognitive impairment; Montreal Cognitive Assessment; Psychology; Mini–Mental State Examination; Clinical psychology; Cognitive psychology; Medicine; Psychiatry; Computer science; Disease; Machine learning; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003044292,0.00008067562,0.0001251037,0.00008142795,0.00007132316,0.00001586396,0.00004360042,0.000042949,0.00005245936],"category_scores_gemma":[0.001509974,0.00005732532,0.0000490966,0.0001157989,0.00007552974,0.00005545884,0.00003936717,0.00007161495,0.00001226421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001210864,"about_ca_system_score_gemma":0.00002440052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001484207,"about_ca_topic_score_gemma":0.00005595802,"domain_scores_codex":[0.9992542,0.00003100978,0.0001543792,0.0001575844,0.000254332,0.0001484965],"domain_scores_gemma":[0.9961097,0.003429618,0.00005562397,0.0001037648,0.0002559392,0.00004541464],"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":[0.0003300382,0.0002304067,0.2224601,0.00009679592,0.0001680229,0.00000102837,0.0001830886,0.000005846114,0.001551866,0.0002323772,0.0000620761,0.7746783],"study_design_scores_gemma":[0.00327163,0.001003086,0.9774371,0.0001082884,0.0003765034,0.000001987696,0.0007682799,0.006719971,0.00910092,0.0007082209,0.0004339148,0.00007013311],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8867024,0.0006987915,0.1097743,0.0001469755,0.0001083898,0.001405924,0.00002197359,0.00001031548,0.001130995],"genre_scores_gemma":[0.997965,0.001432069,0.0001458832,0.00009794156,0.00002969002,0.000117364,0.00002856233,0.00001196201,0.0001714706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7746082,"threshold_uncertainty_score":0.2337659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01538157144105342,"score_gpt":0.2989396087927743,"score_spread":0.2835580373517209,"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."}}