{"id":"W4225124477","doi":"10.11159/iceptp22.184","title":"Exposure of Pedestrians and Cyclist to Air Pollution in the City","year":2022,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Civil, Structural, and Environmental Engineering","topic":"Vehicle emissions and performance","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Pedestrian; Air pollution; Transport engineering; Pollution; Environmental science; Engineering; Chemistry","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":[0.00009999876,0.0001891887,0.0002631244,0.0006124805,0.0006173972,0.0006661691,0.0001460273,0.0004174883,0.001879203],"category_scores_gemma":[0.0003008957,0.0002139865,0.0002869433,0.0006997419,0.000171576,0.0003135309,0.0005306815,0.0002567348,0.0003113764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003081042,"about_ca_system_score_gemma":0.0002429434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01885154,"about_ca_topic_score_gemma":0.02501791,"domain_scores_codex":[0.9998569,0.00002381027,0.000009023821,0.0000493839,0.00002427227,0.00003644339],"domain_scores_gemma":[0.9998615,0.000009924374,0.0000397025,0.00001041489,0.00003273237,0.00004570388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001173025,0.00008023761,0.9932328,0.0000345798,0.00004501682,0.0002906442,0.001024329,0.0000842473,0.001030576,0.00002991688,0.0002380502,0.003792203],"study_design_scores_gemma":[0.000001042818,0.00006023229,0.998372,0.000006055388,0.00001120233,0.0001217022,0.001055948,0.00003953375,0.00005494065,0.00001532093,0.0002585276,0.00000349529],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988157,0.0001283275,0.00004255362,0.00003033176,0.000004682124,0.00000761731,0.0002130134,0.000002646268,0.0007552681],"genre_scores_gemma":[0.998744,0.0001964957,0.0000675865,0.00002730981,0.00000807392,0.00001250995,0.0002245892,0.000001619736,0.000717986],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01885154,"threshold_uncertainty_score":0.03748363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005223988606796548,"score_gpt":0.180949254156928,"score_spread":0.1757252655501315,"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."}}