{"id":"W4296691780","doi":"10.32920/ryerson.14661852.v2","title":"An Investigation Into The Comparability Of Common Jet Engine Materials With Next Generation Biofuels","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Biodiesel Production and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Pratt and Whitney Canada","keywords":"Jet fuel; Aviation biofuel; Biofuel; Environmental science; Fossil fuel; Jet engine; Energy independence; Combustion; Gasoline; Waste management; Carbon footprint; Process engineering; Bioenergy; Greenhouse gas; Engineering; Renewable energy; Mechanical engineering; Chemistry","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":[0.0003688057,0.0001768384,0.0002358725,0.00005794809,0.0001280169,0.00007732597,0.0002563307,0.0000911688,0.0005901782],"category_scores_gemma":[0.000004727762,0.0001239994,0.00002777487,0.000153579,0.0001174759,0.0000993252,0.00009462071,0.0002646602,0.000005775496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007204949,"about_ca_system_score_gemma":0.00003010829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007792058,"about_ca_topic_score_gemma":0.000322063,"domain_scores_codex":[0.9990325,0.0001125768,0.0003513426,0.0002581048,0.0001557198,0.00008976443],"domain_scores_gemma":[0.9989695,0.00001970585,0.00009600569,0.0008038225,0.00006944954,0.0000415447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001431338,0.0001321643,0.001582356,0.0005684672,0.0001131263,1.362727e-7,0.004484359,0.3058175,0.677982,0.003927761,0.002105122,0.003272664],"study_design_scores_gemma":[0.0001930284,0.000078643,0.005567221,0.00002150941,0.00007207249,0.000002602857,0.000775,0.09092918,0.8940843,0.004404675,0.003433565,0.0004381512],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946083,0.00012141,0.002790578,0.0009707519,0.0003440312,0.000628492,0.00006605734,0.0002813053,0.0001890836],"genre_scores_gemma":[0.9931609,0.00007403061,0.004997688,0.00005605754,0.0001785336,0.0003392512,0.001144012,0.0000217808,0.00002774714],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2161023,"threshold_uncertainty_score":0.6462037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06374743391732983,"score_gpt":0.2687888020988918,"score_spread":0.2050413681815619,"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."}}