{"id":"W4284673119","doi":"10.1139/cjce-2021-0486","title":"Drivers’ ability to distinguish consecutive horizontal curves","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Traffic and Road Safety","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Indian Institute of Technology Bombay","keywords":"Deflection (physics); Mathematics; Statistics; Geodesy; Geometry; Geology; Optics; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002225598,0.0002925321,0.0002742847,0.0008992699,0.0001679587,0.0006397472,0.0003306104,0.0004662677,0.001884046],"category_scores_gemma":[0.02351784,0.0001636411,0.0003979685,0.000329996,0.0003535225,0.0004462275,0.0007842956,0.0003788482,0.0003788417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001763311,"about_ca_system_score_gemma":0.0002342095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003139354,"about_ca_topic_score_gemma":0.002813232,"domain_scores_codex":[0.9986116,0.0003069894,0.0001779867,0.0002967123,0.0004607626,0.0001459605],"domain_scores_gemma":[0.9810733,0.01179982,0.002637784,0.001979735,0.002033345,0.0004760636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001458519,0.0003964767,0.9178442,0.0001129135,0.0002053037,0.0002473306,0.002777721,0.003370269,0.01736168,0.0002177558,0.0003314069,0.05567636],"study_design_scores_gemma":[0.00001042901,0.0006395303,0.9868084,0.0000110702,0.00004252324,0.0002971571,0.0008358229,0.006104753,0.004581825,0.0002153647,0.0004191901,0.0000341128],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986505,0.00002506325,0.0005621806,0.000007235468,0.000002961952,0.00001423054,0.00007370133,0.000009275244,0.0006549293],"genre_scores_gemma":[0.9993647,0.00002146842,0.0002227232,0.000005158231,0.000001713113,0.00001031178,0.000118427,0.000002334638,0.0002531767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003139354,"threshold_uncertainty_score":0.01177019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005082300833304646,"score_gpt":0.1662824610379484,"score_spread":0.1612001602046438,"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."}}