{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008680452,0.0001707429,0.0003455942,0.0001255761,0.0001591978,0.000005599106,0.0004056632,0.0001630683,0.0002014819],"category_scores_gemma":[0.000376588,0.000153832,0.0001498616,0.0006330661,0.0003246235,0.0002448496,0.000195098,0.0002545135,0.0000508792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006761901,"about_ca_system_score_gemma":0.0001716756,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01050119,"about_ca_topic_score_gemma":0.0004008404,"domain_scores_codex":[0.9982842,0.0002669501,0.0003495528,0.0003119881,0.0003963665,0.0003909302],"domain_scores_gemma":[0.998701,0.0002936849,0.0003000278,0.0004763808,0.00001799964,0.0002108711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006941794,0.001087564,0.9185789,0.000160331,0.0001028127,0.000006063154,0.001663883,0.001022986,0.001393366,0.01194046,0.02030552,0.04304397],"study_design_scores_gemma":[0.0007423795,0.0005690078,0.9896843,0.00007057817,0.00001130097,3.930565e-7,0.0002202543,0.00002086426,0.001686166,0.0005960728,0.00626436,0.0001343326],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847126,0.00001505279,0.0001091427,0.003591706,0.00007137177,0.0002339498,0.00005152538,0.00003987136,0.0111748],"genre_scores_gemma":[0.9972213,0.00002222573,0.0001447425,0.001945629,0.00001204743,0.000001054811,0.000007297941,0.000007400243,0.0006383043],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07110543,"threshold_uncertainty_score":0.996088,"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."}}