{"id":"W4312117339","doi":"10.3389/fpsyg.2022.1076735","title":"Cognitive and brain reserve predict decline in adverse driving behaviors among cognitively normal older adults","year":2022,"lang":"en","type":"article","venue":"Frontiers in Psychology","topic":"Older Adults Driving Studies","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"National Institute on Aging; Missouri Department of Transportation; BrightFocus Foundation","keywords":"Psychology; Cognitive reserve; Cognition; Cognitive decline; Cognitive psychology; Developmental psychology; Cognitive impairment; Dementia; Neuroscience; Medicine; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008221524,0.0003650726,0.00021361,0.0006880419,0.0004402162,0.0007023431,0.0003572115,0.0008383819,0.001559696],"category_scores_gemma":[0.002809649,0.0002305274,0.0005151363,0.0003718398,0.000213861,0.0005338129,0.00052869,0.0006116113,0.0002819491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002478959,"about_ca_system_score_gemma":0.000338821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01246296,"about_ca_topic_score_gemma":0.02080501,"domain_scores_codex":[0.9998104,0.00003966622,0.00003001562,0.00004821018,0.00003100474,0.00004075162],"domain_scores_gemma":[0.9991125,0.0001500938,0.0003813748,0.00005071625,0.0001084419,0.0001968785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009015344,0.0001068508,0.998357,0.000008160213,0.00003392141,0.00002207771,0.0001045613,0.00003225636,0.00005986888,0.00001375575,0.00006525416,0.001106095],"study_design_scores_gemma":[0.000004984106,0.00009804886,0.9994583,0.00000653842,0.00002192221,0.00003566608,0.0001228952,0.0001345275,0.00001606527,0.00003063454,0.00006870308,0.000001686784],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989542,0.0002544203,0.00002529777,0.00007167328,0.000006274082,0.000008524968,0.0001582883,0.00000180099,0.0005195002],"genre_scores_gemma":[0.999471,0.00008447863,0.0000404378,0.00003052735,0.000008711609,0.000006154669,0.0001528996,5.241681e-7,0.0002053074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01246296,"threshold_uncertainty_score":0.02478081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02204078567529824,"score_gpt":0.3815373284085841,"score_spread":0.3594965427332859,"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."}}