{"id":"W2494035975","doi":"10.1021/acs.est.6b02549","title":"Relationships between Changes in Urban Characteristics and Air Quality in East Asia from 2000 to 2010","year":2016,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":91,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"NIH Office of the Director; National Institutes of Health","keywords":"Air quality index; East Asia; Geography; Environmental science; Air pollution; Physical geography; Environmental protection; Meteorology; China; Archaeology; Ecology; Biology","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":[0.001429766,0.0001667476,0.0002486068,0.0003512326,0.0002295205,0.00001282613,0.0004634795,0.0002347202,0.0006416656],"category_scores_gemma":[0.000293162,0.0001383615,0.00001198753,0.0008518876,0.001858335,0.0003706667,0.0005760568,0.0003338718,0.0006565775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001189474,"about_ca_system_score_gemma":0.00002792432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006649117,"about_ca_topic_score_gemma":0.00223797,"domain_scores_codex":[0.9978268,0.0001182707,0.0003750041,0.0006537578,0.0003756268,0.0006505362],"domain_scores_gemma":[0.9990745,0.0001175141,0.0001172105,0.0003916296,0.000001147513,0.0002980248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009902905,0.00005274365,0.9350764,0.000001237495,6.138516e-7,0.000003313559,0.001052104,0.000001850319,0.02358946,0.0001038089,0.00007029751,0.04003824],"study_design_scores_gemma":[0.0002829994,0.00009893385,0.9894297,0.00002918806,0.000001894789,0.000001871067,0.0006670445,0.00001118885,0.002930869,0.001462996,0.004888332,0.0001950452],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9669052,0.00002536275,0.0001717647,0.03210616,0.00006213651,0.0003111138,0.00009234492,0.00004380137,0.0002821578],"genre_scores_gemma":[0.9981127,0.00003778674,0.001056006,0.0005047942,0.00002777178,0.00003150368,0.000004767258,0.000009319599,0.000215284],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05435321,"threshold_uncertainty_score":0.8439195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04372792394130589,"score_gpt":0.286415510915112,"score_spread":0.2426875869738061,"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."}}