{"id":"W4296188877","doi":"10.1016/j.cej.2022.139215","title":"Techno-economic and life-cycle analyses of sustainable aviation fuel production via integrated catalytic deoxygenation and hydrothermal gasification","year":2022,"lang":"en","type":"article","venue":"Chemical Engineering Journal","topic":"Catalysis and Hydrodesulfurization Studies","field":"Engineering","cited_by":60,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Peter's Hospital","funders":"","keywords":"Deoxygenation; Hydrodeoxygenation; Environmental science; Hydrogen production; Catalysis; Chemistry; Decarbonylation; Waste management; Pulp and paper industry; Organic chemistry; Engineering","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001915306,0.0001059862,0.0001657925,0.0002302646,0.00009201241,0.00002914241,0.0000553243,0.00003294725,0.00001723629],"category_scores_gemma":[0.0000771413,0.0001129354,0.00003224521,0.0002260049,0.00002417282,0.0001861074,0.00004030831,0.0001921681,5.343998e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001915092,"about_ca_system_score_gemma":0.00001689302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000139108,"about_ca_topic_score_gemma":3.413744e-7,"domain_scores_codex":[0.9993474,0.000007084372,0.0002821252,0.0001236825,0.0001104359,0.0001293002],"domain_scores_gemma":[0.9997107,0.00001803671,0.00007829392,0.00008265054,0.00005375059,0.00005661667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00000847821,0.00001528839,0.0001061885,0.0001020664,0.00008947604,0.000001010584,0.0002693985,0.5674508,0.4307153,0.0001743542,0.00004807009,0.001019647],"study_design_scores_gemma":[0.0003514853,0.00002320372,0.00224117,0.00001637682,0.00009621215,0.0001218218,0.0004719119,0.826889,0.1690715,0.0002481504,0.0002518591,0.0002173605],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9532216,0.001675189,0.04465319,0.00009384885,0.0001006134,0.000113881,0.000005698061,0.00009910113,0.00003692926],"genre_scores_gemma":[0.9992372,0.0001320917,0.0004656867,0.000002854116,0.0000699006,0.00002269902,0.00002734341,0.00002059106,0.00002158758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2616438,"threshold_uncertainty_score":0.4605372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007686809601657669,"score_gpt":0.2087704878438312,"score_spread":0.2010836782421735,"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."}}