{"id":"W4399265329","doi":"10.18331/brj2024.11.2.4","title":"Catalyzing healthier air: the impact of escalating fossil fuel prices on air quality and public health and the need for transition to clean fuels","year":2024,"lang":"en","type":"article","venue":"Biofuel Research Journal","topic":"Energy, Environment, and Transportation Policies","field":"Energy","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Air quality index; Fossil fuel; Public health; Waste management; Business; Quality (philosophy); Air pollution; Environmental science; Natural resource economics; Engineering; Economics; Chemistry; Medicine; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003440055,0.0003947905,0.0007247038,0.002072059,0.0003127464,0.001875127,0.0006204625,0.001109375,0.002877583],"category_scores_gemma":[0.01061506,0.0001883625,0.001356161,0.002092694,0.0005606923,0.002438559,0.0006418992,0.001452249,0.0002052702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001380568,"about_ca_system_score_gemma":0.004873253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004833399,"about_ca_topic_score_gemma":0.01011758,"domain_scores_codex":[0.9982314,0.0007334341,0.0002602506,0.0002130435,0.0004646682,0.00009727776],"domain_scores_gemma":[0.9923045,0.005394165,0.001079699,0.0001168926,0.0009692063,0.0001355617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006526773,0.000270212,0.01641698,0.1144928,0.002024073,0.0005807148,0.001201566,0.001229918,0.001287978,0.0125638,0.01456429,0.8347151],"study_design_scores_gemma":[0.0003650435,0.001730109,0.1290858,0.1916195,0.01802998,0.002515866,0.006500722,0.002428655,0.005902379,0.03092046,0.6106119,0.0002895964],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01056477,0.9752089,0.0008137415,0.00984392,0.0007567077,0.00005116416,0.0001687966,0.00001585711,0.002576145],"genre_scores_gemma":[0.1170368,0.872385,0.002220844,0.006396683,0.0009633024,0.00006937742,0.0001646863,0.00001206328,0.0007511564],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004833399,"threshold_uncertainty_score":0.01819295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1207732430359786,"score_gpt":0.4227500715813653,"score_spread":0.3019768285453868,"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."}}