{"id":"W4288766883","doi":"10.1002/9781119887638.ch15","title":"Control of Airborne Contaminants","year":2022,"lang":"en","type":"other","venue":"","topic":"Air Quality Monitoring and Forecasting","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Environmental science; Contamination; Remote sensing; Geography; Biology; Ecology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.000409741,0.0006091485,0.0004130254,0.0009323952,0.0005552722,0.001213584,0.0009157168,0.0006687906,0.007560922],"category_scores_gemma":[0.0005367614,0.0001213075,0.0003564289,0.0006682185,0.0003788562,0.0004974616,0.0007633774,0.0006940068,0.003008735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004691849,"about_ca_system_score_gemma":0.0006430767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003506521,"about_ca_topic_score_gemma":0.004101647,"domain_scores_codex":[0.9986194,0.00009191538,0.00004212614,0.0002062471,0.0008817496,0.0001584425],"domain_scores_gemma":[0.9995314,0.00005957345,0.00009045707,0.00005464306,0.0002212299,0.00004273643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001165772,0.0002585258,0.00137099,0.0007288569,0.00002183646,0.0002407208,0.0001290672,0.001203898,0.7743869,0.003918831,0.006426375,0.2111973],"study_design_scores_gemma":[0.00003263093,0.0008478301,0.00465288,0.0001299309,0.00002964836,0.0006533255,0.000144142,0.004057165,0.736207,0.001304527,0.2519179,0.00002295958],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3090075,0.05976949,0.24951,0.004372486,0.002318086,0.001589658,0.00225107,0.003053693,0.368128],"genre_scores_gemma":[0.7331303,0.02231186,0.0556262,0.001751715,0.0005616418,0.0004628261,0.001121615,0.0003826687,0.1846511],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.007560922,"threshold_uncertainty_score":0.02529377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01369302340993501,"score_gpt":0.2353971179407936,"score_spread":0.2217040945308586,"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."}}