{"id":"W2009150905","doi":"10.1080/15287390600884743","title":"Sources of Uncertainty in Calculating Mortality and Morbidity Attributable to Air Pollution","year":2007,"lang":"en","type":"article","venue":"Journal of Toxicology and Environmental Health","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"National Institute of Environmental Health Sciences","keywords":"Air pollution; Estimation; Environmental health; Pollution; Medicine; Environmental science; Statistics; Mathematics; Economics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.05983035,0.0008688295,0.001097688,0.004170167,0.0006959292,0.003151597,0.001696263,0.0007222394,0.0004493424],"category_scores_gemma":[0.1995223,0.0003763375,0.001868133,0.004168712,0.001943611,0.00201985,0.003099215,0.001582209,0.0001678532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00393069,"about_ca_system_score_gemma":0.003137248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0504717,"about_ca_topic_score_gemma":0.04788899,"domain_scores_codex":[0.9255201,0.05012823,0.004835336,0.002276263,0.01646724,0.0007727055],"domain_scores_gemma":[0.857691,0.1205737,0.006371396,0.00770837,0.007378866,0.000276714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004720024,0.00007026306,0.3575794,0.0021756,0.005577999,0.0005500671,0.00533093,0.206,0.001466526,0.07414592,0.003790061,0.3428413],"study_design_scores_gemma":[0.00006951845,0.0005127747,0.4283783,0.004730531,0.002645498,0.001692751,0.004956202,0.1844789,0.01009708,0.3091892,0.05271397,0.0005353597],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2571833,0.03268397,0.6748371,0.007003695,0.0003937622,0.0006147376,0.003611312,0.0004825909,0.02318951],"genre_scores_gemma":[0.9101958,0.00468788,0.08270036,0.000572953,0.0001850523,0.0003231801,0.0007624671,0.00007781471,0.000494493],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05983035,"threshold_uncertainty_score":0.3164169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05893300485640095,"score_gpt":0.3552535539583567,"score_spread":0.2963205491019557,"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."}}