{"id":"W7162093546","doi":"10.82308/53365","title":"Development of an integrated transport and emissions model and applications for population exposure and environmental justice","year":2014,"lang":"en","type":"dissertation","venue":"","topic":"Vehicle emissions and performance","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Metropolitan area; Air pollution; Greenhouse gas; Equity (law); TRIPS architecture; Car ownership; Criteria air contaminants; Baseline (sea); Downtown; Population","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":[],"consensus_categories":[],"category_scores_codex":[0.0000549184,0.0001319846,0.0001451193,0.0000531595,0.0001109838,0.000007032463,0.00002969061,0.0001440412,0.000007899764],"category_scores_gemma":[0.000001206569,0.0001182097,0.00001068313,0.00002509947,0.000009223693,0.00007221258,0.00000276419,0.00007459513,9.513926e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001072771,"about_ca_system_score_gemma":0.00001384128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004800869,"about_ca_topic_score_gemma":0.00009307,"domain_scores_codex":[0.9995008,0.000002388769,0.0002206265,0.0001447134,0.00005631102,0.00007523651],"domain_scores_gemma":[0.9997845,0.00001124045,0.00003619001,0.00007593035,0.00001006339,0.00008204189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001454938,0.0001400791,0.003978592,0.006386106,0.0001249677,2.238151e-7,0.007723329,0.03839435,0.08680306,0.0008603937,0.00007941144,0.855364],"study_design_scores_gemma":[0.0004312058,0.00003625495,0.04013847,0.0001408021,0.0001617076,0.000002503566,0.001967662,0.9495777,0.002964842,0.00007701442,0.004151648,0.0003501191],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9681007,0.0002066485,0.03099401,0.000001363107,0.00002010451,0.0003228485,0.00006952197,0.00003584176,0.0002489126],"genre_scores_gemma":[0.9622787,0.0001992312,0.03297826,0.000003127191,0.00001573674,0.0001082943,0.003763674,0.00002373108,0.0006292239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9111834,"threshold_uncertainty_score":0.4820451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008690130353691965,"score_gpt":0.228452931036749,"score_spread":0.2197628006830571,"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."}}