{"id":"W4404672200","doi":"10.5206/mase/18033","title":"Incorporating mean-field velocity difference in a continuum macroscopic traffic flow model for adverse road conditions","year":2024,"lang":"en","type":"article","venue":"Mathematics in Applied Sciences and Engineering","topic":"Traffic control and management","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mechanics; Thermal velocity; Flow velocity; Statistical physics; Environmental science; Flow (mathematics); 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":[0.000369762,0.0005662374,0.0006720707,0.0007458797,0.0005574697,0.001281131,0.001399958,0.001644406,0.001195714],"category_scores_gemma":[0.0009331506,0.0003369268,0.0007639403,0.0005596733,0.001274032,0.001382489,0.001015734,0.001035854,0.0001689276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001474601,"about_ca_system_score_gemma":0.001284187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01564829,"about_ca_topic_score_gemma":0.008479307,"domain_scores_codex":[0.9998022,0.00005472092,0.000007710292,0.00004858016,0.00003999381,0.00004677075],"domain_scores_gemma":[0.9996881,0.0001132122,0.00006268345,0.00002236327,0.00006795269,0.00004568784],"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":[0.000008332264,0.00002430338,0.0006143287,0.000007948002,0.000005514501,0.00006544257,0.00002159395,0.9836125,0.0005490378,0.01372183,0.000205151,0.00116417],"study_design_scores_gemma":[0.000001684032,0.00000558759,0.00008853929,0.000001249981,0.000001993542,0.000008288376,0.000007180028,0.998234,0.00003346281,0.001484893,0.0001293421,0.000003783039],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2261822,0.0004942825,0.7516487,0.0009986366,0.0003059159,0.00008995918,0.0003361874,0.0002473164,0.01969681],"genre_scores_gemma":[0.981158,0.0003734493,0.01200129,0.0001124248,0.00007997345,0.00006731042,0.0001120648,0.00003135711,0.006064066],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01564829,"threshold_uncertainty_score":0.03111446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01478576017401445,"score_gpt":0.2297403544770822,"score_spread":0.2149545943030677,"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."}}