{"id":"W2599958374","doi":"10.5539/ep.v6n1p70","title":"What You Need to Know about Air Pollution: Its Importance and Effective Solutions","year":2017,"lang":"en","type":"article","venue":"Environment and Pollution","topic":"Energy, Environment, Economic Growth","field":"Economics, Econometrics and Finance","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pollution; Air pollution; Natural resource economics; Environmental planning; Environmental science; Environmental protection; Business; Geography; Development economics; Economics; Ecology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004638291,0.0002513994,0.0003425523,0.0001421959,0.0008261749,0.0002046084,0.0001913787,0.0001502475,0.000221278],"category_scores_gemma":[0.0000518934,0.0003100071,0.00007421488,0.00003507782,0.0002216803,0.001130233,0.0002598634,0.0001357387,0.0006012508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003025515,"about_ca_system_score_gemma":0.000005194002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006358416,"about_ca_topic_score_gemma":0.000030753,"domain_scores_codex":[0.9984296,0.00002306363,0.0004123065,0.0006701604,0.00004560162,0.0004192694],"domain_scores_gemma":[0.9987714,0.00001433968,0.000407601,0.0005826675,0.000002661456,0.0002213524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001907983,0.0004565733,0.4920296,0.0001032802,0.0003975597,0.00001547821,0.002627488,0.006651971,0.004265742,0.4489789,0.00555788,0.03872473],"study_design_scores_gemma":[0.0007562362,0.000110843,0.8622674,0.00003292168,0.00001656522,0.00000627123,0.0001101869,0.0005154582,0.0003332479,0.003711165,0.1317607,0.0003789577],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9594454,0.01621642,0.001557635,0.01607752,0.0008230839,0.0007248514,0.0001872095,0.00003990004,0.004927956],"genre_scores_gemma":[0.9840187,0.01124307,0.0002701034,0.0007308708,0.000212492,0.0001069785,0.00001736803,0.00002950686,0.003370847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4452677,"threshold_uncertainty_score":0.9999352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01437930705436929,"score_gpt":0.2014725045585474,"score_spread":0.1870931975041781,"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."}}