{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000196854,0.0003063199,0.0003135964,0.0005453806,0.0001190626,0.0003218158,0.0001833895,0.0005131848,0.0008459923],"category_scores_gemma":[0.0004378164,0.0001623008,0.0002904462,0.0004053652,0.0001616897,0.0002769069,0.0002358026,0.0002085585,0.0002200115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001192061,"about_ca_system_score_gemma":0.00009381324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002431388,"about_ca_topic_score_gemma":0.00324195,"domain_scores_codex":[0.9998137,0.00002473372,0.00001297264,0.00005778436,0.00006038178,0.00003029479],"domain_scores_gemma":[0.9995912,0.00009635266,0.000124352,0.00002276784,0.0001345576,0.00003073971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002153751,0.0002254924,0.1928594,0.000302788,0.000168878,0.0002640282,0.0003640737,0.001374476,0.7762327,0.00002101246,0.0001721845,0.02586136],"study_design_scores_gemma":[0.00001199644,0.001430725,0.912746,0.000008316547,0.00009853786,0.0001485607,0.0003632637,0.001410832,0.08330577,0.00001832336,0.0004411875,0.00001651467],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989488,0.0001760051,0.0004061646,0.000005372981,0.000003050024,0.00001284211,0.0001848231,0.00001379398,0.0002491454],"genre_scores_gemma":[0.9971528,0.0002043797,0.001286279,0.00001813933,0.000008377274,0.00002619663,0.0005930017,0.00001027897,0.0007005251],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002431388,"threshold_uncertainty_score":0.004834473,"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."}}