{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008923511,0.0008310692,0.0008369337,0.000703196,0.0008204666,0.001257478,0.002200605,0.00167852,0.009688088],"category_scores_gemma":[0.002701607,0.0006433063,0.001740759,0.001085793,0.0003105626,0.001392715,0.001184796,0.001675287,0.001276807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001941638,"about_ca_system_score_gemma":0.003617398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08065176,"about_ca_topic_score_gemma":0.0468141,"domain_scores_codex":[0.9996991,0.00007696388,0.00002094508,0.00007745789,0.00007977634,0.00004573831],"domain_scores_gemma":[0.9993568,0.0002583999,0.00003280139,0.000039095,0.000277966,0.00003497349],"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":[0.00001533855,0.00003567832,0.001280053,0.0000203231,0.00002050615,0.00005229741,0.0000282441,0.9797522,0.000222699,0.007239356,0.001362713,0.009970628],"study_design_scores_gemma":[0.000005104481,0.00000619916,0.0001084631,0.000003930686,0.000005910746,0.000008149092,0.000008267544,0.9962132,0.00009034957,0.002161717,0.001383489,0.000005239797],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03145626,0.000161292,0.9475847,0.0009233652,0.0002295598,0.0002957043,0.002619031,0.001771468,0.01495872],"genre_scores_gemma":[0.5388324,0.000587955,0.4252236,0.0004017468,0.0002236005,0.001439001,0.003701245,0.0006727887,0.02891771],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08065176,"threshold_uncertainty_score":0.1603646,"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."}}