{"id":"W4410951921","doi":"10.1021/acsearthspacechem.5c00046","title":"Particulate Matter and Total Volatile Organic Compound Emissions Following Surface Cleaning: Comparison of Cleaning Agents and Locations","year":2025,"lang":"en","type":"article","venue":"ACS Earth and Space Chemistry","topic":"Indoor Air Quality and Microbial Exposure","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; University of Saskatchewan","funders":"Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; University of Saskatchewan; Alfred P. Sloan Foundation","keywords":"Indoor air quality; Cleaning agent; Particulates; Environmental science; Environmental chemistry; Disinfectant; Waste management; Sodium hypochlorite; Chemistry; Bleach; Environmental engineering; Pulp and paper industry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001007655,0.0001079243,0.0001712834,0.000006805913,0.0002329995,0.00004105821,0.0000505925,0.00007982725,0.0002566732],"category_scores_gemma":[0.00002679193,0.0001089681,0.00002371577,0.00009348755,0.0001450307,0.00008766883,0.0001611299,0.0001289363,0.00000839931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001185656,"about_ca_system_score_gemma":0.00001269796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009326471,"about_ca_topic_score_gemma":0.00002912842,"domain_scores_codex":[0.9993375,0.00001954447,0.0001749338,0.0002179031,0.00008248192,0.0001676182],"domain_scores_gemma":[0.999665,0.00005023063,0.00005909364,0.0001287801,0.000006541913,0.00009034991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001111086,0.00003406631,0.4014579,0.00006799087,0.00002114909,0.000001701455,0.001366168,0.0001658741,0.5949032,0.000006913933,0.001635614,0.0003283264],"study_design_scores_gemma":[0.001183088,0.00003973907,0.2888449,0.0003621177,0.0001245988,0.00002721024,0.004056377,0.003975428,0.6970997,0.0001100516,0.003763361,0.0004133638],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967902,0.0001928465,0.0001078414,0.0004285878,0.00002793777,0.00007398625,0.000004899377,0.00001367768,0.002360053],"genre_scores_gemma":[0.9970986,0.00001788358,0.0003122739,0.00009376922,0.000006090384,7.227864e-7,0.000008620256,0.000006303478,0.002455708],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.112613,"threshold_uncertainty_score":0.4443589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009475252590350447,"score_gpt":0.2462077456152507,"score_spread":0.2367324930249002,"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."}}