{"id":"W4392586105","doi":"10.1016/j.biombioe.2024.107160","title":"Sustainable production of high-performance bio-based hydraulic fluids from vegetable oils: Recent advances, current challenges, and future perspectives","year":2024,"lang":"en","type":"article","venue":"Biomass and Bioenergy","topic":"Biodiesel Production and Applications","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Hydraulic fluid; Vegetable oil; Biochemical engineering; Petroleum; Sustainability; Environmental science; Edible oil; Pulp and paper industry; Petroleum engineering; Chemistry; Biotechnology; Hydraulic machinery; Engineering; Organic chemistry; Food science; Mechanical engineering; Ecology","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":[0.00007453968,0.000150695,0.0001432056,0.0001205976,0.0000812246,0.00003453617,0.00005118174,0.00006700343,0.0000138541],"category_scores_gemma":[0.00000409227,0.0001263334,0.00001981681,0.0002633043,0.00009514056,0.0002004157,0.000022099,0.00007961431,0.000002137711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005008304,"about_ca_system_score_gemma":0.00002239958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005933325,"about_ca_topic_score_gemma":0.00001655348,"domain_scores_codex":[0.9992183,0.0000127535,0.000150921,0.0003471264,0.0000917148,0.0001791986],"domain_scores_gemma":[0.9996624,0.000007869582,0.00002096107,0.0001804929,0.00007259253,0.00005567506],"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":[0.0000242893,0.0001008703,0.00003904017,0.001813111,0.00007306458,0.000001546305,0.000619006,0.0001866105,0.04386616,0.01650829,0.001324541,0.9354435],"study_design_scores_gemma":[0.0001410408,0.00004903362,0.001146454,0.00006688295,0.00002326688,0.000002837219,0.0009900541,0.002100365,0.1156491,0.0003224362,0.879334,0.0001745061],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.220441,0.7733403,0.0001703553,0.004434688,0.0009599153,0.0001298128,0.00001906275,0.0002376363,0.0002671961],"genre_scores_gemma":[0.6665475,0.3324348,0.0003041134,0.000003876713,0.0005558071,0.00003866177,0.00003033011,0.00001369119,0.00007119116],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.9352689,"threshold_uncertainty_score":0.5151728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01085933837377945,"score_gpt":0.2149462456859682,"score_spread":0.2040869073121888,"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."}}