{"id":"W4408858762","doi":"10.1021/acsestair.4c00342","title":"Impact of Wildfire Smoke PM2.5 on Indoor Air Quality of Public Buildings on a University Campus","year":2025,"lang":"en","type":"article","venue":"ACS ES&T Air","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Alberta","funders":"Environment and Climate Change Canada; Canada Foundation for Innovation; University of Alberta; Natural Sciences and Engineering Research Council of Canada; Government of Canada","keywords":"Smoke; Indoor air quality; Air quality index; Environmental science; Architectural engineering; Meteorology; Engineering; Environmental engineering; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002557403,0.0003348731,0.0002469,0.0004130871,0.00085624,0.0009685715,0.0004244808,0.0002590162,0.000696533],"category_scores_gemma":[0.0003854449,0.0001379505,0.0002499562,0.0006373886,0.0004816646,0.0001743911,0.0005198261,0.0002202606,0.0001256386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003681821,"about_ca_system_score_gemma":0.002465441,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6294206,"about_ca_topic_score_gemma":0.7864547,"domain_scores_codex":[0.9996015,0.00003536175,0.00001007133,0.00005453044,0.0001766739,0.0001217199],"domain_scores_gemma":[0.9996498,0.0000358384,0.00004388965,0.00001963859,0.0001631067,0.00008775607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004473651,0.000263238,0.9341999,0.00006066595,0.00009031728,0.0004544306,0.001387329,0.005662737,0.02833932,0.0001113676,0.0003743135,0.02860901],"study_design_scores_gemma":[0.000001959506,0.0001130216,0.993396,0.000004762028,0.00001907645,0.00003456827,0.001712537,0.002099013,0.002353776,0.00001300621,0.0002444032,0.000007914782],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994562,0.00002557508,0.00007207714,0.000008442095,9.707173e-7,0.000005167508,0.00005855976,0.000006838013,0.0003662085],"genre_scores_gemma":[0.9995857,0.00002290354,0.0001047956,0.000005260314,7.262256e-7,0.000001595118,0.00006555617,0.000001182241,0.0002122635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6294206,"threshold_uncertainty_score":0.7455237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04998061240961921,"score_gpt":0.340940084460387,"score_spread":0.2909594720507678,"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."}}