{"id":"W4392455922","doi":"10.1061/9780784485255.025","title":"Speed Management of Road Sections with Sudden Change in Road Adhesion Coefficient","year":2024,"lang":"en","type":"article","venue":"","topic":"Traffic control and management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Adhesion; Computer science; Materials science; Composite material","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":[0.0002099117,0.0003262112,0.0002558322,0.0007366995,0.0002534832,0.0003160161,0.0003785623,0.0002620334,0.0004590671],"category_scores_gemma":[0.0006619056,0.0001415573,0.0003289535,0.0002298163,0.0001397601,0.0002743035,0.0002363374,0.0001527291,0.00009387498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002526286,"about_ca_system_score_gemma":0.0002374976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002426033,"about_ca_topic_score_gemma":0.002336751,"domain_scores_codex":[0.9998314,0.00001477722,0.00001092473,0.00003967507,0.00004085447,0.00006222633],"domain_scores_gemma":[0.9997218,0.00004468129,0.00008004678,0.00002706826,0.00008984243,0.00003644395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008041332,0.0002584479,0.08881044,0.0002014598,0.000123224,0.0008235395,0.0002755709,0.5264844,0.2055674,0.001399089,0.0007529477,0.1744993],"study_design_scores_gemma":[0.0000374946,0.001112833,0.1242608,0.00001374375,0.0001413674,0.000339551,0.0003278347,0.8121086,0.05904146,0.0006911188,0.001869236,0.00005595487],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9591933,0.0001144266,0.0395261,0.00001801626,0.00001675753,0.00003133232,0.00004164311,0.0001988638,0.0008595865],"genre_scores_gemma":[0.9984223,0.00002014107,0.00137378,0.000001304956,0.000001671913,0.000004959458,0.0000254855,0.00000364856,0.000146752],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002426033,"threshold_uncertainty_score":0.004823804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01271908088034605,"score_gpt":0.2189859656709414,"score_spread":0.2062668847905954,"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."}}