{"id":"W3143542816","doi":"10.1377/hlthaff.2020.02373","title":"Cognitive Impairment Detection","year":2021,"lang":"en","type":"letter","venue":"Health Affairs","topic":"Healthcare Systems and Public Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Cognitive impairment; Pharmacy; Gerontology; Medicine; Montreal Cognitive Assessment; Cognition; Family medicine; Psychology; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.001396283,0.0005006874,0.00144701,0.0004144293,0.0002976285,0.00005040246,0.00008996094,0.00143557,0.0005691875],"category_scores_gemma":[0.0002344359,0.0004633288,0.0003260465,0.0005450807,0.00006164434,0.00006513405,0.00004900676,0.004159357,0.0003381328],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001771154,"about_ca_system_score_gemma":0.01370677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006049884,"about_ca_topic_score_gemma":0.0006617813,"domain_scores_codex":[0.9943329,0.0009257808,0.001238842,0.000936045,0.00101156,0.00155488],"domain_scores_gemma":[0.996902,0.0002458731,0.0005776075,0.0006321823,0.0005806872,0.001061632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004334439,0.00007432942,0.000120371,0.01027914,0.00008485315,0.0009899819,0.0005841069,2.989713e-8,7.08611e-7,0.000006856822,0.9506902,0.03712611],"study_design_scores_gemma":[0.0012177,0.001551224,0.001401857,0.003932507,0.00004295828,0.001228257,0.001803413,0.00001763115,0.00001078186,0.00001196242,0.9884647,0.0003169902],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002945508,0.005006178,0.0003543585,0.9795793,0.002638844,0.002939309,0.0001888149,0.000291432,0.008707192],"genre_scores_gemma":[0.05229978,0.001150588,0.0001539135,0.9259263,0.01284477,0.0003362615,0.001977883,0.0001540074,0.005156493],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05365302,"threshold_uncertainty_score":0.9998608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04539247160579539,"score_gpt":0.3484042625953435,"score_spread":0.3030117909895481,"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."}}