{"id":"W4414183425","doi":"10.1021/acsestair.5c00182","title":"Impacts of the 2023 Canadian Wildfires on the Oxidative Potential of Particulate Matter","year":2025,"lang":"en","type":"article","venue":"ACS ES&T Air","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Environment and Climate Change Canada; University of Toronto","funders":"Environment and Climate Change Canada; Natural Sciences and Engineering Research Council of Canada; Mitacs; Government of Canada","keywords":"Particulates; Air quality index; Smoke; Aerosol; Air pollution; Human health","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0002859104,0.00007725948,0.0001042308,0.00002227224,0.0001628524,0.000006330733,0.0002666737,0.00004997631,0.0008374341],"category_scores_gemma":[0.00009237126,0.00004247493,0.00004596445,0.0002353551,0.0002622604,0.00006418707,0.00009494615,0.0001159356,0.0002086613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001061098,"about_ca_system_score_gemma":0.00009428557,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1787437,"about_ca_topic_score_gemma":0.08030137,"domain_scores_codex":[0.9991288,0.0001224366,0.0001859418,0.0001100744,0.0001898153,0.0002629231],"domain_scores_gemma":[0.9993953,0.00008904035,0.00009317032,0.0003168723,0.000006908056,0.00009870576],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009834009,0.000149689,0.5613789,0.00008459471,0.00008993196,0.000004562543,0.004274067,0.004183203,0.008987113,0.00431944,0.4135105,0.002919676],"study_design_scores_gemma":[0.0001005166,0.00003536981,0.9753928,0.00005536535,0.00001277531,4.342098e-7,0.0001700934,0.00008117804,0.01930364,0.001040938,0.003760194,0.00004670071],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9433067,0.00001517401,0.000004857857,0.05038346,0.0001017029,0.0002038385,0.00002295085,0.00000345451,0.005957822],"genre_scores_gemma":[0.9833589,0.000006177126,0.00001449288,0.01596973,0.00001105239,0.00000455111,9.931834e-7,0.000003901516,0.000630215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4140139,"threshold_uncertainty_score":0.9364808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01595065613087344,"score_gpt":0.2704986650131634,"score_spread":0.25454800888229,"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."}}