{"id":"W2990426983","doi":"10.1289/isee.2011.01956","title":"INFLUENCE OF THE BUILT ENVIRONMENT ON PERSONAL EXPOSURE TO FINE PARTICULATE MATTER IN CYCLISTS DURING THE MORNING COMMUTE IN A CANADIAN CITY","year":2011,"lang":"en","type":"article","venue":"ISEE Conference Abstracts","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Particulates; Morning; Environmental science; Air pollution; Pollution; Wind speed; Intersection (aeronautics); Meteorology; Environmental health; Atmospheric sciences; Geography; Cartography; Ecology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005638386,0.0001432259,0.0001530702,0.0000461538,0.000138735,0.00001658368,0.0004198736,0.00007365607,0.001245111],"category_scores_gemma":[0.00009043821,0.00009864958,0.00002947244,0.0001432724,0.0001908435,0.0001484082,0.0001411052,0.0003636147,0.0003492961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003347041,"about_ca_system_score_gemma":0.00008046849,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3166,"about_ca_topic_score_gemma":0.5985452,"domain_scores_codex":[0.9984406,0.0001206043,0.000369578,0.0002361938,0.0002833648,0.0005496191],"domain_scores_gemma":[0.9991544,0.0000631402,0.0001232119,0.0003790752,0.000005236169,0.0002749746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003715619,0.00006790108,0.8444266,0.00001596139,0.000002291237,0.00001687523,0.01278205,0.1410701,0.001297753,0.00001761466,0.00005392103,0.0002118166],"study_design_scores_gemma":[0.0001992194,0.00003961769,0.9972827,0.0001245009,0.00000235907,0.000003366213,0.0001351321,0.00006917371,0.001663241,0.0001134412,0.0002505646,0.0001166281],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993371,0.000005098157,8.494387e-7,0.004282734,0.00002227263,0.0003488552,0.00001338255,0.000004269179,0.001951508],"genre_scores_gemma":[0.9974933,0.000004416897,0.00003725315,0.002326959,0.000007235726,0.00002685418,7.496993e-7,0.000007085373,0.00009615145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2819451,"threshold_uncertainty_score":0.9996679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05018702252180432,"score_gpt":0.264383516043699,"score_spread":0.2141964935218947,"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."}}