{"id":"W4200148151","doi":"10.1097/ede.0000000000001455","title":"Differential Mortality Risks Associated With PM2.5 Components","year":2021,"lang":"en","type":"article","venue":"Epidemiology","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":96,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Health Canada","funders":"National Center for Advancing Translational Sciences; Medical Research Council; National Institute of Environmental Health Sciences; Natural Environment Research Council; Sight Research UK","keywords":"Differential (mechanical device); Environmental health; Medicine; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008469239,0.001075382,0.001405514,0.001335953,0.0002188186,0.001208601,0.0007770212,0.001063067,0.00174827],"category_scores_gemma":[0.01188896,0.0005064259,0.007823525,0.001276029,0.0006418652,0.0005048751,0.001028079,0.0009773942,0.0001215165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004059571,"about_ca_system_score_gemma":0.0004715453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001998502,"about_ca_topic_score_gemma":0.002162376,"domain_scores_codex":[0.9959902,0.001986858,0.0004952622,0.001031181,0.0003023101,0.0001942242],"domain_scores_gemma":[0.9894527,0.007072374,0.001849323,0.0008823424,0.0005956261,0.0001475504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008649941,0.0001089246,0.7476526,0.01461526,0.1660926,0.0004386098,0.0004289637,0.007694891,0.005790439,0.0008617541,0.001343157,0.04632302],"study_design_scores_gemma":[0.0003968878,0.001066908,0.8217988,0.001590074,0.1621295,0.0006775366,0.0002749806,0.002550894,0.002661903,0.001909917,0.004874873,0.00006774426],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7506376,0.2329094,0.00885664,0.001555665,0.0003592827,0.0001461812,0.003307446,0.0001223785,0.002105559],"genre_scores_gemma":[0.9827204,0.01378787,0.001792743,0.0003792713,0.0001619944,0.00007028424,0.000776511,0.0000174446,0.0002935154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008469239,"threshold_uncertainty_score":0.04479015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.298602493918584,"score_gpt":0.4141456498671617,"score_spread":0.1155431559485778,"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."}}