{"id":"W2520988582","doi":"10.1021/acs.est.6b02533","title":"The Regional Impacts of Cooking and Heating Emissions on Ambient Air Quality and Disease Burden in China","year":2016,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":94,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of British Columbia","funders":"Georgia Institute of Technology; U.S. Environmental Protection Agency","keywords":"Environmental science; Air pollution; Air quality index; China; Pollution; Pollutant; Environmental health; Combustion; Environmental protection; Solid fuel; Coal; Disease burden; Environmental engineering; Waste management; Meteorology; Geography; Medicine; Engineering; Population","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":[0.001232014,0.0005569638,0.0004892351,0.000711351,0.000326897,0.0006043182,0.0005484604,0.0003143849,0.0006526178],"category_scores_gemma":[0.001110802,0.0002604066,0.001604172,0.0007940885,0.0003466587,0.0003831261,0.0009077006,0.0001975311,0.00008129932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002499753,"about_ca_system_score_gemma":0.001616624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1743335,"about_ca_topic_score_gemma":0.09597391,"domain_scores_codex":[0.9994791,0.0001806357,0.00002346877,0.00009942274,0.00006888546,0.0001484713],"domain_scores_gemma":[0.9995396,0.0001207942,0.00008452536,0.00006563459,0.0001248679,0.00006466325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003316801,0.00008576419,0.5730382,0.00007664727,0.0009264697,0.000670236,0.0002386202,0.4107569,0.004396379,0.0009319039,0.0005428502,0.008004294],"study_design_scores_gemma":[0.00005266565,0.0001383621,0.8415211,0.00001678048,0.0004219036,0.00009385589,0.0003256552,0.154662,0.001408043,0.0007288263,0.0005795092,0.00005132216],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998305,0.0001560658,0.0003722711,0.00008058024,0.000003224488,0.00001091027,0.000364333,0.00001620709,0.0006914125],"genre_scores_gemma":[0.9994168,0.00007667259,0.000107703,0.00001345869,0.000001609796,0.000006109751,0.0002245563,0.000002375071,0.0001505386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1743335,"threshold_uncertainty_score":0.3466374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02114298238811652,"score_gpt":0.3048357681314655,"score_spread":0.283692785743349,"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."}}