{"id":"W4385690636","doi":"10.1159/000531263","title":"Driving Automation for Older Adults with Preclinical Alzheimer’s Disease","year":2023,"lang":"en","type":"article","venue":"Gerontology","topic":"Older Adults Driving Studies","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Research Resources; National Institute on Aging; National Institutes of Health","keywords":"Cognition; Workload; Medicine; Driving simulator; Cognitive decline; Effects of sleep deprivation on cognitive performance; Montreal Cognitive Assessment; Disease; Psychology; Physical medicine and rehabilitation; Internal medicine; Cognitive impairment; Simulation; Psychiatry; Dementia; Computer science","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":[0.0004449723,0.0001755438,0.0003457604,0.00009837908,0.0006809002,0.000005410071,0.0001634939,0.0001682274,0.0001305667],"category_scores_gemma":[0.0008831845,0.0001388153,0.0000681171,0.0001627087,0.0001031436,0.0001088222,0.0001323242,0.0002569965,0.0005310226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005239997,"about_ca_system_score_gemma":0.0001801751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005336697,"about_ca_topic_score_gemma":0.003349882,"domain_scores_codex":[0.9979012,0.000281181,0.0004656878,0.0004607151,0.0001548464,0.0007363549],"domain_scores_gemma":[0.9970669,0.002014459,0.0001996705,0.0003661393,0.0001855233,0.0001673477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002319983,0.00008379512,0.8956868,0.0003836988,0.0001763955,0.0000146488,0.009612018,0.00001782752,0.000003683304,0.0006320784,0.07890359,0.01425348],"study_design_scores_gemma":[0.002089147,0.0001147252,0.9874256,0.0004329674,0.0001274683,8.926472e-7,0.001557422,0.002813902,0.000002022301,0.0003299997,0.004932709,0.0001730994],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9759765,0.0003492023,0.003341534,0.01324533,0.001737123,0.002945898,0.000037985,0.001357843,0.001008606],"genre_scores_gemma":[0.9942108,0.00003209361,0.001283927,0.0005897838,0.0003913529,0.001851084,0.00008293315,0.00004518745,0.001512827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09173886,"threshold_uncertainty_score":0.6825399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.125279847250325,"score_gpt":0.4629090981552212,"score_spread":0.3376292509048963,"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."}}