{"id":"W2795367869","doi":"10.51847/jeq9wjc","title":"10.51847/JEQ9wJC","year":2000,"lang":"en","type":"review","venue":"Time to knit","topic":"Biodiesel Production and Applications","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transesterification; Biodiesel production; Biodiesel; Catalysis; Glycerol; Organic chemistry; Chemistry; Context (archaeology); Animal fat; Food science; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00004750169,0.0002324147,0.0004879809,0.0001148229,0.00004116293,0.00003015714,0.0002104005,0.000147576,0.9602747],"category_scores_gemma":[0.000005438252,0.0002196867,0.0001476265,0.000314667,0.00001462232,0.00002578841,0.00002132473,0.0001922829,0.993315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004885504,"about_ca_system_score_gemma":0.00002031108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.600047e-7,"about_ca_topic_score_gemma":1.522289e-8,"domain_scores_codex":[0.9992824,0.0000137237,0.0002387988,0.0002125959,0.00007580315,0.000176731],"domain_scores_gemma":[0.9994312,0.00001664551,0.00002095394,0.0004195248,0.00001367913,0.00009803111],"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":[2.152583e-7,0.000005066428,2.814906e-11,0.0007768407,0.00002518655,2.605412e-7,9.046502e-7,0.00001769349,4.395729e-8,0.000001064851,0.1332503,0.8659224],"study_design_scores_gemma":[0.00001664151,0.000005757116,8.30586e-9,0.0004255665,0.00009149517,0.00001087037,5.232291e-8,0.0000204557,1.14534e-7,3.937057e-7,0.9991908,0.0002378333],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[7.145493e-10,0.5115177,0.000001237796,0.00001335471,0.000004013962,0.0002116626,0.00003477084,0.000305924,0.4879113],"genre_scores_gemma":[6.785743e-10,0.4227654,0.00005239493,0.000003231988,0.0001772577,0.0001180712,0.00006857995,0.00003699229,0.5767781],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8659405,"threshold_uncertainty_score":0.8958563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02200343009381358,"score_gpt":0.2265995822957653,"score_spread":0.2045961522019517,"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."}}