{"id":"W4309859151","doi":"10.1002/alz.12852","title":"Adverse driving behaviors increase over time as a function of preclinical Alzheimer's disease biomarkers","year":2022,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Older Adults Driving Studies","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotchkiss Brain Institute; University of Calgary","funders":"National Institute on Aging; National Institutes of Health; BrightFocus Foundation","keywords":"Adverse effect; Medicine; Disease; Cognition; Amyloid beta; Biomarker; Oncology; Psychology; Internal medicine; Psychiatry; Biology","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":[0.0006237443,0.0001982719,0.0001741874,0.0005106944,0.0002312232,0.000446662,0.0001829403,0.0002695614,0.001143787],"category_scores_gemma":[0.002181776,0.0001463438,0.0002856941,0.0004327138,0.0001201282,0.0002717079,0.0002580913,0.0002952852,0.0001882296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001863744,"about_ca_system_score_gemma":0.0002501388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004781903,"about_ca_topic_score_gemma":0.005509627,"domain_scores_codex":[0.9997491,0.00006378093,0.00002874931,0.00006654723,0.00005446993,0.00003734905],"domain_scores_gemma":[0.9977823,0.0002705123,0.00130382,0.0001330008,0.0003200197,0.0001904083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008881848,0.00003266658,0.9982514,0.000005356102,0.00003335089,0.00001434449,0.00003243939,0.00002874875,0.0003204454,0.000005036494,0.00003228175,0.001155127],"study_design_scores_gemma":[0.000001124448,0.00007807736,0.9995358,0.000001429107,0.00001098786,0.00005872807,0.00002715987,0.0001008677,0.00009937017,0.000008016316,0.00007727702,0.000001068484],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999167,0.0001217178,0.000121069,0.00002098368,0.000002104652,0.000006307242,0.000347389,0.000005744671,0.0002076774],"genre_scores_gemma":[0.9992056,0.00004551554,0.0001344633,0.00001030455,0.000003379201,0.000007428039,0.0004092685,8.95998e-7,0.000183046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004781903,"threshold_uncertainty_score":0.009508133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04063564956632978,"score_gpt":0.3720426233396663,"score_spread":0.3314069737733365,"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."}}