{"id":"W2010563600","doi":"10.1111/1539-6924.00358","title":"The Speeding Attitude Scale and the Role of Sensation Seeking in Profiling Young Drivers at Risk","year":2003,"lang":"en","type":"article","venue":"Risk Analysis","topic":"Adventure Sports and Sensation Seeking","field":"Psychology","cited_by":88,"is_retracted":false,"has_abstract":true,"ca_institutions":"Laurentian University","funders":"","keywords":"Sensation seeking; Discriminant function analysis; Psychology; Profiling (computer programming); Scale (ratio); Psychological intervention; Clinical psychology; Applied psychology; Human factors and ergonomics; Social psychology; Poison control; Medicine; Statistics; Environmental health; Computer science; Psychiatry; Mathematics; Personality; Geography","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":[0.0007467804,0.0002051146,0.000145541,0.0009649235,0.000171512,0.0003275606,0.0001434822,0.0002158796,0.001166531],"category_scores_gemma":[0.004865672,0.0001249288,0.0002766655,0.0003126737,0.0001780764,0.0002460559,0.0003226662,0.0003077252,0.0001460063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001336827,"about_ca_system_score_gemma":0.0002234577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001610122,"about_ca_topic_score_gemma":0.004421182,"domain_scores_codex":[0.9997103,0.000104471,0.00003690168,0.00001627891,0.00009494682,0.00003699785],"domain_scores_gemma":[0.9975843,0.0006198197,0.0009989656,0.00008973399,0.0002767193,0.0004304571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005033362,0.00006344484,0.9942923,0.00001241686,0.00001376871,0.00003154402,0.0003212829,0.00003335279,0.0004128816,0.00002903619,0.00002891663,0.004710728],"study_design_scores_gemma":[0.000002882335,0.0001510645,0.9989311,0.00000518714,0.000009827111,0.000098408,0.0003075603,0.0002648622,0.0001042028,0.00003080533,0.00009160745,0.000002407569],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995126,0.00002829155,0.00008852191,0.000009610067,0.00000193392,0.000009951158,0.00001520195,0.0000014577,0.0003324845],"genre_scores_gemma":[0.9995078,0.00003522696,0.0002429458,0.000004833116,0.0000033974,0.000009032154,0.00003638584,5.706215e-7,0.0001597873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001610122,"threshold_uncertainty_score":0.003949404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006757857802863262,"score_gpt":0.2560767057662521,"score_spread":0.2493188479633888,"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."}}