{"id":"W2092607609","doi":"10.1038/sj.jes.7500640","title":"Infiltration of forest fire and residential wood smoke: an evaluation of air cleaner effectiveness","year":2007,"lang":"en","type":"article","venue":"Journal of Exposure Science & Environmental Epidemiology","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":171,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Centre for Disease Control; University of Northern British Columbia; University of British Columbia","funders":"","keywords":"HEPA; Environmental science; Smoke; Aerodynamic diameter; Particulates; Infiltration (HVAC); Air pollution; Environmental engineering; Indoor air quality; Waste management; Meteorology; Aerosol; Filter (signal processing); Geography; Engineering; Chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03350502,0.0001330692,0.0004430891,0.0001206327,0.0001727336,0.000004206551,0.000305946,0.0001406459,0.0001912324],"category_scores_gemma":[0.00168001,0.0001097203,0.00007350208,0.0002137117,0.00207736,0.0009888789,0.0001135283,0.0002222717,0.00000349121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003683074,"about_ca_system_score_gemma":0.00008965633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003344091,"about_ca_topic_score_gemma":0.0001483364,"domain_scores_codex":[0.9962752,0.001035366,0.001175514,0.000270164,0.0008702683,0.0003734604],"domain_scores_gemma":[0.9974708,0.0006943436,0.001282226,0.0002281148,0.00003111318,0.0002934346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002706966,0.0001946609,0.8988563,0.00002109299,0.000008026609,0.000002240963,0.0006800544,0.01186529,0.0619557,0.0001581667,0.00002963614,0.02595809],"study_design_scores_gemma":[0.0007153824,0.001886175,0.9787841,0.00003603709,0.00004448038,0.00009177806,0.0004452892,0.001003251,0.01375999,0.003092017,0.00004844499,0.00009307621],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974872,0.0002264177,0.001446268,0.000245712,0.0001976851,0.0002343997,0.00000456435,0.000002699072,0.0001550217],"genre_scores_gemma":[0.9977698,0.00008177722,0.001789829,0.0002814899,0.00006366606,0.000001262255,0.000002815813,0.000006733036,0.000002624642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07992773,"threshold_uncertainty_score":0.99521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06983224992668714,"score_gpt":0.3798555418627147,"score_spread":0.3100232919360276,"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."}}