{"id":"W4396813057","doi":"10.1038/s41370-024-00677-8","title":"Practical considerations for using low-cost sensors to assess wildfire smoke exposure in school and childcare settings","year":2024,"lang":"en","type":"article","venue":"Journal of Exposure Science & Environmental Epidemiology","topic":"Air Quality Monitoring and Forecasting","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"Agency for Toxic Substances and Disease Registry; National Institute of Environmental Health Sciences; Centers for Disease Control and Prevention; University of Washington; National Institutes of Health; U.S. Environmental Protection Agency","keywords":"Environmental science; Smoke; Particulates; Air quality index; Environmental health; Meteorology; Medicine; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.006355723,0.0002320718,0.000473723,0.0002118501,0.0004317417,0.00009473466,0.0001893303,0.0001559045,0.0001240945],"category_scores_gemma":[0.006229699,0.0001990365,0.0001188369,0.0003066623,0.0009752064,0.0009621642,0.0002458338,0.0005910792,0.00001914083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007531774,"about_ca_system_score_gemma":0.0001154638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004132047,"about_ca_topic_score_gemma":0.00000821156,"domain_scores_codex":[0.9969718,0.0003575552,0.001040661,0.0005929634,0.0004037161,0.0006333412],"domain_scores_gemma":[0.9969641,0.001995694,0.0003385978,0.0002075922,0.000009861315,0.0004841727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006493548,0.0001330906,0.9272383,0.00003334247,0.00002212396,0.000159754,0.001601849,0.02263276,0.04174252,0.0003705989,0.0008033287,0.005197341],"study_design_scores_gemma":[0.0009425044,0.001113219,0.9592641,0.0005644737,0.00009419176,0.004247677,0.004459964,0.01809749,0.003833674,0.003735228,0.002924829,0.0007226263],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913744,0.0002300275,0.003387974,0.003938889,0.0006020849,0.0003722445,0.00001908606,0.00001541603,0.00005986575],"genre_scores_gemma":[0.9514992,0.0000348556,0.04734434,0.0008167091,0.0002523596,0.00001046928,0.000001576224,0.00002031796,0.00002021596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04395637,"threshold_uncertainty_score":0.8116473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1273318011161687,"score_gpt":0.391072060068658,"score_spread":0.2637402589524893,"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."}}