{"id":"W4414215125","doi":"10.46754/ps.2025.07.002","title":"BIODIESEL AT THE CROSSROADS OF CLEAN ENERGY AND CANCER PREVENTION: A DOUBLE-EDGED SWORD IN SUSTAINABLE TRANSPORT","year":2025,"lang":"en","type":"article","venue":"PLANETARY SUSTAINABILITY","topic":"Biodiesel Production and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Mary's University; Dalhousie University; Cancer Care Nova Scotia","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Biodiesel; Cetane number; Pollutant; Renewable energy; Diesel fuel; Particulates; Air pollution; Air quality index; Biodiesel production","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001184327,0.0004445893,0.0007309511,0.0009159855,0.0007281593,0.002315092,0.0005461713,0.001844399,0.002868929],"category_scores_gemma":[0.0009142712,0.00019018,0.0005176303,0.0008317894,0.001853464,0.003654415,0.001564533,0.002576235,0.0005486546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001234419,"about_ca_system_score_gemma":0.002464417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001435453,"about_ca_topic_score_gemma":0.003062482,"domain_scores_codex":[0.9995502,0.0001248936,0.00002509899,0.0000663844,0.0001636791,0.00006972077],"domain_scores_gemma":[0.9992735,0.0002919187,0.00009742892,0.00003805912,0.0002091434,0.00008998586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001947034,0.0001969638,0.002612163,0.007879809,0.0002324258,0.0007270718,0.0008640468,0.00255618,0.02473507,0.2159098,0.02761345,0.7164783],"study_design_scores_gemma":[0.00001271482,0.0003838525,0.002443753,0.005102443,0.0001089012,0.0005379088,0.001795582,0.0006353479,0.01047081,0.08481222,0.8936448,0.0000517335],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01445502,0.9030975,0.007101003,0.05886548,0.003234318,0.00002204652,0.00005922352,0.00006270146,0.01310264],"genre_scores_gemma":[0.07857209,0.9020529,0.004443738,0.006357141,0.00145704,0.00002022993,0.00004886551,0.00002556898,0.007022387],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002868929,"threshold_uncertainty_score":0.00959748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008021641346482375,"score_gpt":0.2413155379318038,"score_spread":0.2332938965853215,"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."}}