{"id":"W3168871350","doi":"10.3390/safety7020045","title":"Using Video Replay of Simulated Driving to Estimate Driving Safety and Cognitive Status","year":2021,"lang":"en","type":"article","venue":"Safety","topic":"Older Adults Driving Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Paul University; Bruyère; University of Ottawa","funders":"University of Ottawa","keywords":"CLIPS; Cognition; Driving simulator; Psychology; Poison control; Human factors and ergonomics; Dementia; Injury prevention; Applied psychology; Physical medicine and rehabilitation; Simulation; Computer science; Medicine; Medical emergency; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000756613,0.0002759665,0.0006676113,0.0001261396,0.001156106,0.00001368872,0.0000970046,0.0001631282,0.0002317473],"category_scores_gemma":[0.00498426,0.0002720633,0.00007311466,0.0005432317,0.0001146398,0.0001794331,0.0007847677,0.0005174198,0.00003384281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002256728,"about_ca_system_score_gemma":0.0003975985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003055501,"about_ca_topic_score_gemma":0.002480873,"domain_scores_codex":[0.9966661,0.0005828646,0.0009719654,0.0006018151,0.0003127922,0.0008644079],"domain_scores_gemma":[0.9954753,0.002797243,0.0003355821,0.000398764,0.0007300027,0.0002631015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001266435,0.0000559267,0.9748027,0.0003829462,0.0002217565,0.0000395107,0.01268125,0.001757689,0.005144159,0.0001695735,0.0001296081,0.004488213],"study_design_scores_gemma":[0.00168245,0.00005852781,0.9802136,0.004353992,0.000160895,0.000006593487,0.004815344,0.004984377,0.000801624,0.0001521972,0.002422082,0.0003482794],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9799475,0.0003221018,0.0127873,0.0006896563,0.0005877832,0.0007852014,0.0001096612,0.0001655831,0.004605219],"genre_scores_gemma":[0.993319,0.0001389406,0.005289088,0.000340697,0.00009813318,0.000007846278,0.00002521353,0.00005847513,0.000722558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01337155,"threshold_uncertainty_score":0.9999732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04831668797497295,"score_gpt":0.4381685947728333,"score_spread":0.3898519067978604,"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."}}