{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003183924,0.0002710693,0.0002820836,0.0004120733,0.0003616776,0.0004543642,0.0001710265,0.0002954457,0.00215585],"category_scores_gemma":[0.001542267,0.0001115038,0.0003051039,0.0002417066,0.0001160288,0.0004024447,0.0003281563,0.0002500685,0.0003628311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001790597,"about_ca_system_score_gemma":0.0002080513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001735924,"about_ca_topic_score_gemma":0.002992223,"domain_scores_codex":[0.9998246,0.00002993441,0.00002959847,0.00004072162,0.00004689167,0.00002837454],"domain_scores_gemma":[0.9992592,0.00009543474,0.0004036703,0.00002325915,0.0001187438,0.00009960355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003442552,0.0002700059,0.9884043,0.00008478305,0.00005377761,0.0001826174,0.0003671171,0.000041643,0.0006092832,0.00001646742,0.0002181242,0.009407595],"study_design_scores_gemma":[0.000009181253,0.0006873254,0.9979668,0.000017788,0.00003044288,0.0003812345,0.0002690086,0.00009979618,0.0001121652,0.00004318577,0.0003787615,0.000004318937],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992036,0.0002438524,0.00004567429,0.00002852606,0.000005583222,0.00001193344,0.0001049624,0.000002492156,0.0003532835],"genre_scores_gemma":[0.9993692,0.0001771898,0.00006769483,0.00002368459,0.00001208574,0.00001344025,0.0001822685,4.898367e-7,0.0001539985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00215585,"threshold_uncertainty_score":0.007211983,"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."}}