{"id":"W7045551686","doi":"","title":"From Bike Lanes to Highway Trucks, Assessing the Impact of Transportation Policies on Air Pollution Exposure at Local and Regional Scales","year":2020,"lang":"","type":"dissertation","venue":"TSpace","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Air quality index; Air pollution; Context (archaeology); Population; Data collection; Scale (ratio); Urban area; Air pollutants; Exposure assessment","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":[0.0005104442,0.0003806812,0.0002211263,0.0006109666,0.0003666801,0.001454201,0.0004591881,0.0004056902,0.002122878],"category_scores_gemma":[0.002268046,0.0002255081,0.0003934158,0.0008684786,0.0003169012,0.0007615239,0.0004602179,0.0003189377,0.0002263985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003138586,"about_ca_system_score_gemma":0.002447753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2821765,"about_ca_topic_score_gemma":0.4346162,"domain_scores_codex":[0.9997247,0.00008277682,0.000009135742,0.00005990044,0.00007831736,0.00004515765],"domain_scores_gemma":[0.9993435,0.0002471503,0.0001365742,0.00005058623,0.0001597921,0.00006251679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004446148,0.0002240298,0.5721687,0.0003840234,0.0003043753,0.0001903938,0.0007258556,0.3512765,0.00740989,0.005904736,0.002970368,0.05799653],"study_design_scores_gemma":[0.00002052861,0.0005618799,0.75032,0.00007452373,0.0002945153,0.00004599294,0.003100223,0.2304442,0.006018184,0.002612904,0.006462144,0.00004482595],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860335,0.000269414,0.005750698,0.0002427228,0.00001575198,0.00009115839,0.001921117,0.00007142587,0.005604245],"genre_scores_gemma":[0.9931591,0.0002835681,0.003600994,0.00002056885,0.000004397482,0.00002889259,0.0008406285,0.00001145855,0.002050368],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2821765,"threshold_uncertainty_score":0.5610681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02852368857543734,"score_gpt":0.3717559227357953,"score_spread":0.3432322341603579,"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."}}