{"id":"W2181654713","doi":"","title":"Modeling Driver Speed Behavior on Horizontal Curves of Different Road Classifications","year":2007,"lang":"en","type":"article","venue":"Transportation Research Board 86th Annual MeetingTransportation Research Board","topic":"Traffic and Road Safety","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Operating speed; Transport engineering; Work (physics); Computer science; Traffic speed; Field (mathematics); Design speed; Simulation; Engineering; Civil engineering; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004183973,0.0005010215,0.0006474893,0.001596903,0.0006127813,0.00005790454,0.0007355895,0.0004123335,0.0002565782],"category_scores_gemma":[0.0001497876,0.0004882415,0.0003363553,0.00192507,0.0006310153,0.000496548,0.00001051618,0.0021894,0.00009286357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003039025,"about_ca_system_score_gemma":0.0002124229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00198131,"about_ca_topic_score_gemma":0.009163841,"domain_scores_codex":[0.9909927,0.0003806175,0.001672279,0.00086197,0.004324878,0.001767575],"domain_scores_gemma":[0.9953358,0.000679383,0.0001146963,0.0007067423,0.00240104,0.0007623488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00669113,0.006930815,0.3463024,0.008966242,0.00130625,0.001054684,0.04095787,0.3436729,0.1153918,0.04095961,0.01782701,0.06993928],"study_design_scores_gemma":[0.001696411,0.0007836825,0.967171,0.0009331151,0.00009216634,6.52341e-7,0.007475326,0.01026507,0.009641819,0.0001645081,0.001095963,0.0006803323],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885952,0.0004326788,0.0043975,0.0003515834,0.0003268735,0.001979334,0.0005604529,0.0005043328,0.002852083],"genre_scores_gemma":[0.9961587,0.001524593,0.0006808963,0.00002492291,0.0001902622,0.0002073134,0.0007667799,0.0001420961,0.0003044129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6208685,"threshold_uncertainty_score":0.9997569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06146073130540997,"score_gpt":0.3562749371180007,"score_spread":0.2948142058125908,"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."}}