{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002587517,0.0007529477,0.001200805,0.001801626,0.00674223,0.003368647,0.001935576,0.03321262,0.01469876],"category_scores_gemma":[0.02082809,0.0006924308,0.001573412,0.0007647105,0.001339003,0.001957224,0.002483537,0.02065591,0.007893721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004604589,"about_ca_system_score_gemma":0.01311378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04219509,"about_ca_topic_score_gemma":0.07672665,"domain_scores_codex":[0.9969448,0.0005811878,0.000381195,0.0003625875,0.0006687992,0.00106144],"domain_scores_gemma":[0.9903341,0.002286242,0.0003571343,0.0003167978,0.002892725,0.003813047],"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":[0.00004112557,0.00009826863,0.007536461,0.00004006715,0.00001393084,0.002650231,0.0001232263,0.00004933558,0.0002805204,0.001383313,0.9559923,0.03179117],"study_design_scores_gemma":[0.0002122523,0.0002286673,0.02950872,0.001599739,0.0001067301,0.009572401,0.001324218,0.001287617,0.0009058969,0.01588686,0.9392583,0.0001085112],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002526853,0.001202607,0.0003231486,0.9549628,0.01269555,0.0000630343,0.0002743221,0.00008799198,0.02786371],"genre_scores_gemma":[0.02326106,0.001299245,0.000858864,0.9158169,0.02186969,0.0001330384,0.0003320856,0.00005184406,0.03637733],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04219509,"threshold_uncertainty_score":0.08389896,"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."}}