{"id":"W2555220437","doi":"10.1186/s12940-016-0198-9","title":"Portable air cleaners should be at the forefront of the public health response to landscape fire smoke","year":2016,"lang":"en","type":"letter","venue":"Environmental Health","topic":"Injury Epidemiology and Prevention","field":"Medicine","cited_by":75,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; BC Centre for Disease Control","funders":"Health Canada","keywords":"Particulates; Smoke; Environmental health; Public health; Air quality index; Indoor air quality; Environmental science; Doors; Air pollution; Environmental planning; Waste management; Environmental engineering; Medicine; Engineering; Geography; Meteorology; Chemistry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004115615,0.0003247919,0.0007330908,0.00007702272,0.0005117303,0.000003176024,0.0003242382,0.0005104675,0.001597231],"category_scores_gemma":[0.0001034824,0.0001672111,0.0003037607,0.00008693274,0.0002978715,0.00004721453,0.0002520485,0.001264182,0.0001224256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00127981,"about_ca_system_score_gemma":0.0004958307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002991777,"about_ca_topic_score_gemma":0.0001335593,"domain_scores_codex":[0.9953376,0.001936806,0.0007951198,0.0005094786,0.0005325258,0.000888435],"domain_scores_gemma":[0.9974864,0.0004573139,0.0006839646,0.001116918,0.000005894351,0.0002495385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005470968,0.00004384279,0.01378004,0.0001630862,0.00006434601,0.00001099878,0.0004041648,0.000001384341,0.0000303636,0.000007577456,0.977234,0.007713086],"study_design_scores_gemma":[0.000500768,0.0009401767,0.1174411,0.0002060768,0.0000264235,0.00008288962,0.0001152455,0.000002913725,0.0000387278,0.00003377394,0.8804795,0.0001324491],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1410604,0.001318566,0.00001831341,0.8547156,0.0005984678,0.001390025,0.0006276007,0.00002152892,0.0002495066],"genre_scores_gemma":[0.1358514,0.0006616465,0.00005985297,0.8248052,0.0007749543,0.00007172221,0.0006418363,0.00005549872,0.03707789],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1036611,"threshold_uncertainty_score":0.9993154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05455445763345587,"score_gpt":0.3306113719462606,"score_spread":0.2760569143128048,"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."}}