{"id":"W2022256535","doi":"10.2151/sola.2011-016","title":"Elemental Composition of Atmospheric Particles during Periods with and without Traffic Restriction in Beijing: The Effectiveness of Traffic Restriction Measure","year":2011,"lang":"en","type":"article","venue":"SOLA","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Environment and Climate Change Canada","funders":"National Key Research and Development Program of China; Chinese Academy of Sciences","keywords":"Beijing; Environmental science; Aerosol; Pollution; Restriction site; Environmental chemistry; Atmospheric sciences; Chemistry; Restriction enzyme; Meteorology; Physics; Geography; Biology; Ecology","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":[0.0006448913,0.00008134859,0.0001330784,0.00001116135,0.00009883624,0.000005793626,0.00005552812,0.00004468299,0.00002255585],"category_scores_gemma":[0.00001439479,0.0000588158,0.00001767348,0.0002634754,0.0001884473,0.0001724093,0.00002068852,0.0001001924,0.000002321657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000101932,"about_ca_system_score_gemma":0.00001523083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002937497,"about_ca_topic_score_gemma":0.0002587847,"domain_scores_codex":[0.9989703,0.0003270693,0.0002047442,0.0001459773,0.0001922851,0.0001595878],"domain_scores_gemma":[0.999669,0.00004883519,0.0001205922,0.0001050077,0.000007496346,0.00004914005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001561925,0.0002827332,0.9581566,0.0001841087,0.00001407606,0.000001448137,0.005455586,0.01325319,0.01820206,0.00005158374,0.000004362198,0.002832321],"study_design_scores_gemma":[0.0007258354,0.0004354103,0.9908029,0.0001084097,0.00001816594,0.000005624239,0.001001854,0.002923441,0.003888873,0.00002049902,0.000002384685,0.00006663656],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992573,0.00004638013,0.0001173004,0.00004337231,0.00002399513,0.0003299598,0.000001816981,0.00001317867,0.0001667405],"genre_scores_gemma":[0.9993838,0.00003974594,0.0005396333,0.000009664487,0.00000676779,0.00001001674,0.000001384797,0.000006958357,0.000002016551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03264626,"threshold_uncertainty_score":0.2398439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02652182500256031,"score_gpt":0.2561018680537239,"score_spread":0.2295800430511636,"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."}}