{"id":"W2282066275","doi":"10.1371/journal.pone.0150227","title":"Personality, Executive Control, and Neurobiological Characteristics Associated with Different Forms of Risky Driving","year":2016,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Traffic and Road Safety","field":"Engineering","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Université de Montréal; Université de Sherbrooke; McGill University; Douglas Mental Health University Institute","funders":"Canadian Institutes of Health Research","keywords":"Sensation seeking; Impulsivity; Disinhibition; Personality; Psychology; Clinical psychology; Big Five personality traits; Cognition; Poison control; Injury prevention; Medicine; Psychiatry; Social psychology; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002404984,0.000239864,0.0001553013,0.0006338134,0.0002975114,0.0005090306,0.0001267658,0.0002059381,0.001565135],"category_scores_gemma":[0.001092728,0.00009691465,0.0002192346,0.0003376298,0.0001753128,0.0001610602,0.0002635125,0.0002858358,0.0001420773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002017272,"about_ca_system_score_gemma":0.0001485325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002936477,"about_ca_topic_score_gemma":0.004163667,"domain_scores_codex":[0.9998804,0.00001778169,0.00001605425,0.00002501441,0.00002966235,0.00003098767],"domain_scores_gemma":[0.9993592,0.00006545212,0.0003197363,0.00003378124,0.00006661307,0.0001552139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006768637,0.00005265311,0.9975486,0.000007728835,0.00002712964,0.00008663041,0.0001221197,0.0000213537,0.0003217145,0.00001439124,0.00002853566,0.001701341],"study_design_scores_gemma":[9.44807e-7,0.000035209,0.9996709,0.0000019912,0.000004365378,0.0001318551,0.00006904332,0.00002780664,0.00001908634,0.00001557705,0.00002252048,7.636526e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994205,0.00008390639,0.00003357899,0.00001574868,0.000001749375,0.000005678995,0.00007510138,0.000001264671,0.0003624172],"genre_scores_gemma":[0.9996803,0.0000412381,0.00005039552,0.000005855889,0.000002038097,0.000003557512,0.00009602009,3.536602e-7,0.0001202132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002936477,"threshold_uncertainty_score":0.005838752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01693365578479252,"score_gpt":0.178223965403509,"score_spread":0.1612903096187165,"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."}}