{"id":"W4416146618","doi":"10.1016/j.biortech.2025.133631","title":"Which processes to making biojet/Sustainable Aviation Fuel (SAF) are likely to supplement the predominant, HEFA/lipid-to-biojet production route?","year":2025,"lang":"en","type":"article","venue":"Bioresource Technology","topic":"Anaerobic Digestion and Biogas Production","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"University of British Columbia","keywords":"Jet fuel; Aviation biofuel; Raw material; Aviation; Refinery; Production (economics); Biomass (ecology); Biofuel; Aviation fuel","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":[0.00287499,0.0009814585,0.001052287,0.0008486827,0.001071886,0.007004638,0.00155565,0.002599784,0.01006545],"category_scores_gemma":[0.002874337,0.000734702,0.001036626,0.0007733598,0.001851888,0.01053625,0.0009887636,0.00268083,0.003915958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001887998,"about_ca_system_score_gemma":0.005165383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004946068,"about_ca_topic_score_gemma":0.01111387,"domain_scores_codex":[0.9990829,0.0001462163,0.00005459422,0.0002719671,0.0002477668,0.0001966291],"domain_scores_gemma":[0.9981415,0.0003087653,0.000543482,0.0001307784,0.000649973,0.0002253164],"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":[0.001382237,0.001639494,0.009260103,0.01088552,0.0004341776,0.0007307307,0.000579694,0.01100217,0.4181323,0.06883741,0.0154892,0.4616269],"study_design_scores_gemma":[0.0002009057,0.002760751,0.01406141,0.002638196,0.0006544286,0.001625274,0.007818808,0.02848271,0.5447761,0.07098476,0.3256507,0.0003459446],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4277747,0.2042094,0.1927198,0.08353253,0.005897403,0.0009645025,0.002100106,0.001700367,0.08110116],"genre_scores_gemma":[0.6688591,0.154016,0.1371514,0.006919014,0.001834458,0.0003680114,0.001311328,0.0003289819,0.02921177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01006545,"threshold_uncertainty_score":0.03367221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00638821083807909,"score_gpt":0.2338603544740324,"score_spread":0.2274721436359533,"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."}}