{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003025905,0.0001358232,0.0001930355,0.00009092195,0.0001523073,0.00001273426,0.0001291361,0.00007845571,0.0001021873],"category_scores_gemma":[0.00001403655,0.0001141998,0.00004188683,0.000444435,0.0002612666,0.00009151161,0.00004232642,0.0001262038,4.904483e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002370447,"about_ca_system_score_gemma":0.0001098939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004107437,"about_ca_topic_score_gemma":0.00646791,"domain_scores_codex":[0.9990581,0.00003450726,0.0002985802,0.0002490291,0.00008216698,0.0002776438],"domain_scores_gemma":[0.9994212,0.00004834149,0.00002958522,0.0003511527,0.0001125309,0.00003716715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001098483,0.0004082384,0.7837749,0.0063557,0.0003051404,0.00002005766,0.003142975,0.06014944,0.000206634,0.02840632,0.01492447,0.1012077],"study_design_scores_gemma":[0.001712827,0.00004544356,0.5574766,0.00003996132,0.00008215105,0.000005494166,0.006596139,0.003273519,0.004863882,0.01174032,0.4138056,0.0003581252],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860051,0.004836945,0.0006451003,0.003622442,0.0001164346,0.0007856524,0.00004429901,0.0001277998,0.003816203],"genre_scores_gemma":[0.992514,0.0004784237,0.00001947528,0.00003779155,0.00002002398,0.0001752891,0.00006029137,0.000006623717,0.006688128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3988811,"threshold_uncertainty_score":0.6209244,"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."}}