{"id":"W4296799706","doi":"","title":"Global Burden of Disease from Major Air Pollution Sources (GBD MAPS): A Global Approach.","year":2021,"lang":"en","type":"article","venue":"PubMed","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Environmental science; Air pollution; Air quality index; Fossil fuel; Particulates; Pollution; Atmospheric dispersion modeling; Burden of disease; Environmental protection; Natural resource economics; Meteorology; Environmental health; Geography; Population; Engineering; Waste management; Chemistry","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":[0.00169969,0.001327537,0.0008743239,0.009041714,0.0003315358,0.001438775,0.001091869,0.0007068965,0.01560495],"category_scores_gemma":[0.004499377,0.0004793395,0.001770229,0.01680306,0.000339811,0.001322207,0.002338966,0.001686722,0.004411843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001307311,"about_ca_system_score_gemma":0.003303897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07004376,"about_ca_topic_score_gemma":0.04697121,"domain_scores_codex":[0.9991086,0.0002340138,0.0001357452,0.0001695086,0.0002710003,0.00008114161],"domain_scores_gemma":[0.9983934,0.0002939014,0.0003341175,0.0001999636,0.0006394077,0.0001392509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002176824,0.0000537928,0.03173703,0.006492863,0.001568731,0.0001360206,0.0003917298,0.003503109,0.0005488179,0.007113535,0.8505794,0.0976572],"study_design_scores_gemma":[0.0001982528,0.00006223784,0.1426122,0.002339252,0.0009376056,0.0004090412,0.0007081684,0.002782733,0.0007074435,0.006530148,0.8426332,0.00007970597],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.004718244,0.007873721,0.003478559,0.002331751,0.0005902436,0.0001853439,0.9714324,0.0009337322,0.008456018],"genre_scores_gemma":[0.07775877,0.01263138,0.0259155,0.0008411147,0.0003367288,0.001393004,0.8758209,0.0004467478,0.004855938],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07004376,"threshold_uncertainty_score":0.1392721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02671797329958857,"score_gpt":0.2497430478904327,"score_spread":0.2230250745908441,"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."}}