{"id":"W1978317376","doi":"10.1016/j.aap.2010.08.010","title":"A hazard perception test for novice drivers","year":2010,"lang":"en","type":"article","venue":"Accident Analysis & Prevention","topic":"Traffic and Road Safety","field":"Engineering","cited_by":112,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Test (biology); Poison control; Occupational safety and health; Human factors and ergonomics; Engineering; Hazard; Forensic engineering; Injury prevention; Perception; Suicide prevention; Transport engineering; Applied psychology; Computer security; Medical emergency; Psychology; Computer science; Medicine; Geology","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":[],"consensus_categories":[],"category_scores_codex":[0.0001996584,0.0001166516,0.0001695257,0.0002172227,0.00009182817,0.00005153502,0.0001267108,0.0001020127,0.00047965],"category_scores_gemma":[0.00002741351,0.0001177473,0.0003821226,0.0004216673,0.00001255191,0.0002922235,0.00001452807,0.0001276054,0.0000707988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004094919,"about_ca_system_score_gemma":0.000008229751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001817501,"about_ca_topic_score_gemma":0.007784102,"domain_scores_codex":[0.9992788,0.0000102592,0.0002254115,0.0001820719,0.0001352069,0.0001682094],"domain_scores_gemma":[0.9995834,0.00004376058,0.00004757604,0.0002136785,0.00005745652,0.00005416238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001669763,0.0001625619,0.8049743,0.00001500148,0.001504034,0.00000146352,0.0008776244,0.0456866,0.04981409,0.0001530508,0.00185169,0.0949429],"study_design_scores_gemma":[0.0003546272,0.0000285083,0.8906612,0.000006969866,0.00150944,0.0000012255,0.0002318539,0.1052127,0.0003373118,0.00007669744,0.001388475,0.0001909427],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8662928,0.00001450726,0.1325978,0.00005117391,0.0002212068,0.0001845564,5.677888e-7,0.000235264,0.0004021088],"genre_scores_gemma":[0.9953408,0.00003679244,0.003821115,0.00001204237,0.0001330601,0.0000387137,0.0001534289,0.00001715237,0.000446914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.129048,"threshold_uncertainty_score":0.5251831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005722741791072622,"score_gpt":0.2407667789196786,"score_spread":0.235044037128606,"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."}}