{"id":"W2101295059","doi":"10.1002/atr.1248","title":"A new kind of fundamental diagram with an application to road traffic emission modeling","year":2013,"lang":"en","type":"article","venue":"Journal of Advanced Transportation","topic":"Traffic control and management","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Environmental Protection Agency","keywords":"Occupancy; Mode (computer interface); Diagram; Traffic flow (computer networking); Distribution (mathematics); Empirical distribution function; Flow (mathematics); Function (biology); Distribution function; Statistical physics; Computer science; Mechanics; Mathematics; Engineering; Physics; Statistics; Mathematical analysis; Thermodynamics","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":[0.0009017904,0.0002888795,0.0004650871,0.001238082,0.0004103954,0.001041554,0.0008091797,0.0008103329,0.002922812],"category_scores_gemma":[0.003476073,0.000227874,0.000677039,0.0009930875,0.0008149632,0.002320251,0.0007068888,0.00106096,0.0003904226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000840998,"about_ca_system_score_gemma":0.0005680461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001649829,"about_ca_topic_score_gemma":0.001032984,"domain_scores_codex":[0.9996021,0.0001125488,0.00001914316,0.00009610529,0.0001230796,0.00004695663],"domain_scores_gemma":[0.9990007,0.0004661221,0.0001101566,0.0001077013,0.00025206,0.00006313826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000220447,0.00003274718,0.000982978,0.0000504059,0.00001422411,0.00006863798,0.0001809234,0.1675432,0.002804404,0.7988188,0.001713018,0.02776852],"study_design_scores_gemma":[0.000003879768,0.00001289812,0.0002644144,0.000007280785,0.0000031632,0.00007641254,0.00001449399,0.7461727,0.0003798544,0.2470985,0.005953394,0.00001300681],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02052346,0.0001969953,0.9737259,0.0001921521,0.00006492724,0.00002139995,0.0001473529,0.0001681873,0.004959598],"genre_scores_gemma":[0.7373411,0.0006052931,0.2544514,0.0001483073,0.0002570661,0.0001547498,0.0004161499,0.0002618177,0.00636415],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002922812,"threshold_uncertainty_score":0.009777725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00454571038463379,"score_gpt":0.2088696050016693,"score_spread":0.2043238946170355,"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."}}