{"id":"W3200120366","doi":"10.3390/ijerph18189811","title":"Using Low-Cost Sensors to Assess Fine Particulate Matter Infiltration (PM2.5) during a Wildfire Smoke Episode at a Large Inpatient Healthcare Facility","year":2021,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Coastal Health; Health Canada; University of British Columbia; Provincial Health Services Authority; BC Centre for Disease Control","funders":"Health Canada","keywords":"Particulates; Smoke; Infiltration (HVAC); Environmental science; Environmental health; Medicine; Waste management; Meteorology; Chemistry; Geography; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0005435197,0.0006162622,0.0003675035,0.0003531041,0.0004636123,0.0006202237,0.0007018844,0.0003595092,0.0007350073],"category_scores_gemma":[0.001020341,0.000300366,0.0003472021,0.0004423243,0.0002678419,0.000254573,0.0005530558,0.0004160167,0.0002445469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001743803,"about_ca_system_score_gemma":0.001575481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1509368,"about_ca_topic_score_gemma":0.3528728,"domain_scores_codex":[0.9994679,0.00006775719,0.00002396034,0.0001308987,0.0001823532,0.0001270325],"domain_scores_gemma":[0.9994235,0.0000720429,0.00009895513,0.00004770181,0.0002618136,0.00009587155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004072847,0.0006755952,0.9335551,0.00009804887,0.000111392,0.0002675023,0.0005860838,0.006304824,0.02072448,0.0000800585,0.0008370755,0.03635256],"study_design_scores_gemma":[0.00004229621,0.001046193,0.9304908,0.00003066291,0.00008115915,0.0001949296,0.001739723,0.05568004,0.009616356,0.00009529846,0.0009375787,0.00004494395],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975566,0.00002028739,0.00168207,0.00002569314,0.00000529757,0.0000473311,0.0002654823,0.00004237181,0.0003549088],"genre_scores_gemma":[0.9957523,0.00003432038,0.003403058,0.00003631826,0.000003272895,0.00002935818,0.0003319272,0.000005620296,0.0004036748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1509368,"threshold_uncertainty_score":0.3001164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2051298159982538,"score_gpt":0.433774035184298,"score_spread":0.2286442191860442,"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."}}