{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000314059,0.0004802024,0.0004032262,0.001062302,0.003643949,0.001494001,0.0008877381,0.0004887601,0.002046569],"category_scores_gemma":[0.0007914255,0.0002751663,0.0005323204,0.001858237,0.0007895665,0.0002429008,0.0008312331,0.000460898,0.0001981254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01254649,"about_ca_system_score_gemma":0.01025791,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9868194,"about_ca_topic_score_gemma":0.9947983,"domain_scores_codex":[0.9995431,0.00004017471,0.0000156152,0.00008291213,0.0001563695,0.0001619001],"domain_scores_gemma":[0.9992735,0.00004181815,0.00008949375,0.00002208239,0.0003319416,0.0002411389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001427983,0.00007812553,0.9896492,0.00004161378,0.00005682127,0.0001978638,0.003490588,0.0001847793,0.0008985182,0.00005369279,0.0006327429,0.004573425],"study_design_scores_gemma":[0.000001292472,0.00002998946,0.9962428,0.000010049,0.00001328259,0.00003098295,0.003119294,0.0001173632,0.00004535028,0.000006774333,0.0003734985,0.000009340781],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981395,0.00009608061,0.00004452531,0.00005896148,0.000004763205,0.0000201383,0.0005680559,0.000004257718,0.001063735],"genre_scores_gemma":[0.9988343,0.00009642361,0.00009850653,0.0000211672,0.00000242581,0.000008941371,0.0003236698,0.000002562952,0.000612019],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01318061,"threshold_uncertainty_score":0.09103149,"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."}}