{"id":"W4408978895","doi":"10.1016/j.envpol.2025.126165","title":"Spatial variation of resuspended particulate matter in urban environments and real-world assessment of street sweeping","year":2025,"lang":"en","type":"article","venue":"Environmental Pollution","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Occupational Cancer Research Centre; University of Toronto","funders":"City of Toronto; Natural Sciences and Engineering Research Council of Canada","keywords":"Particulates; Spatial variability; Environmental science; Variation (astronomy); Geography; Physical geography; Ecology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0002546537,0.0001871041,0.0001841861,0.0004880041,0.0001797957,0.0004647063,0.00022905,0.0002438705,0.0002353013],"category_scores_gemma":[0.0005002672,0.0001321236,0.0001971848,0.0005687133,0.0002046838,0.0003276262,0.0003056524,0.0001155153,0.00009212373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002177077,"about_ca_system_score_gemma":0.0001349318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006101635,"about_ca_topic_score_gemma":0.0113602,"domain_scores_codex":[0.9997934,0.00004132064,0.00001662814,0.00007360962,0.00005038161,0.00002463557],"domain_scores_gemma":[0.9997035,0.00005510912,0.00009848841,0.00003477844,0.00008514371,0.00002307438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002018551,0.0001051922,0.9483281,0.00005804608,0.0001183104,0.0003355738,0.0004885502,0.006959222,0.02659352,0.00008976979,0.0001293246,0.01659249],"study_design_scores_gemma":[0.000002384837,0.0001126809,0.9923779,0.00000396079,0.00002049411,0.0000917689,0.0003661756,0.004827111,0.001902092,0.00003853501,0.0002488173,0.000008169956],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992892,0.00002348394,0.000396097,0.000004890603,8.932224e-7,0.000004497655,0.0001237628,0.000008577907,0.0001486194],"genre_scores_gemma":[0.9991633,0.00002499056,0.000517996,0.00000367908,0.000001897368,0.000005107371,0.000216553,0.000002202516,0.00006434946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006101635,"threshold_uncertainty_score":0.01213223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01555156505565276,"score_gpt":0.2941944867712232,"score_spread":0.2786429217155705,"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."}}