{"id":"W4412973918","doi":"10.3390/en18154156","title":"Hydroprocessed Ester and Fatty Acids to Jet: Are We Heading in the Right Direction for Sustainable Aviation Fuel Production?","year":2025,"lang":"en","type":"article","venue":"Energies","topic":"Advanced Aircraft Design and Technologies","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nexen (Canada); Université de Sherbrooke","funders":"Natural Sciences and Engineering Research Council of Canada; Université de Sherbrooke","keywords":"Jet fuel; Heading (navigation); Aviation; Aviation biofuel; Jet (fluid); Production (economics); Sustainable production; Aerospace engineering; Aeronautics; Chemistry; Environmental science; Automotive engineering; Engineering; Waste management; Biofuel; Economics; Bioenergy","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":[0.001507985,0.0003154189,0.0003390368,0.0004377958,0.0002896796,0.002613715,0.0005114505,0.0009700495,0.007413004],"category_scores_gemma":[0.001736374,0.0001232643,0.0002352513,0.0004982463,0.0009978827,0.004231366,0.0004793059,0.0008357163,0.00117467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00093316,"about_ca_system_score_gemma":0.001834938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002706617,"about_ca_topic_score_gemma":0.006967602,"domain_scores_codex":[0.9995924,0.00007940479,0.00002071812,0.00008503225,0.0001350701,0.00008735626],"domain_scores_gemma":[0.9990698,0.0002507697,0.0003543727,0.0000425668,0.0001920178,0.00009067287],"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":[0.001712806,0.0004465786,0.02964302,0.003978498,0.0001686123,0.0009009873,0.0004053051,0.004088144,0.1379935,0.04166445,0.005708204,0.7732899],"study_design_scores_gemma":[0.0001291089,0.004277669,0.07161624,0.003994887,0.0004167997,0.001783298,0.01402934,0.008498478,0.278149,0.1005018,0.516275,0.000328393],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6318147,0.2476315,0.02076301,0.0519204,0.0009475777,0.0001173753,0.001015924,0.0001294346,0.0456601],"genre_scores_gemma":[0.8897567,0.09081893,0.006797721,0.002266998,0.0002274152,0.00003117355,0.0003549819,0.00004030284,0.00970574],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007413004,"threshold_uncertainty_score":0.02479893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008317841137511143,"score_gpt":0.2467678231889016,"score_spread":0.2384499820513905,"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."}}