{"id":"W2182004316","doi":"","title":"INNOVATIVE BIODIESEL PRODUCTION BY HEAT-INTEGRATED REACTIVE ABSORPTION","year":2010,"lang":"en","type":"article","venue":"","topic":"Biodiesel Production and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"AkzoNobel (Canada)","funders":"","keywords":"Process engineering; Biodiesel; Raw material; Biodiesel production; Reactive distillation; Process (computing); Production (economics); Waste management; Environmental science; Engineering; Computer science; Catalysis; Chemistry","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":[0.0001017975,0.0001241605,0.00008819668,0.00008541517,0.00008902782,0.00002779317,0.00006675852,0.00009348096,0.0002739455],"category_scores_gemma":[0.00004364863,0.0001099759,0.00001802631,0.0006612871,0.00007828965,0.0001990188,0.000008411535,0.0003630921,0.0003151409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003849075,"about_ca_system_score_gemma":0.00001161414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006972213,"about_ca_topic_score_gemma":0.00004610626,"domain_scores_codex":[0.999391,0.00000715491,0.0001556244,0.0002188559,0.00008244025,0.0001449908],"domain_scores_gemma":[0.999471,0.000007943593,0.00001615342,0.0002316078,0.0002322341,0.00004104867],"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":[0.000003679909,0.00003327766,0.00007534611,0.000005658425,0.00001846196,4.18102e-8,0.0001067613,0.00003205135,0.8474661,0.001501488,0.1458121,0.004945058],"study_design_scores_gemma":[0.00009465148,0.00001154553,0.0007376242,0.000002756907,0.000004333217,0.000007141324,0.0002675723,0.001179168,0.6831747,0.0002648189,0.3140841,0.0001715703],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9187776,0.00006909938,0.01310231,0.005752151,0.002448616,0.0007137212,0.00007682342,0.002469355,0.05659034],"genre_scores_gemma":[0.994784,0.00003550596,0.001981379,0.00006870143,0.0002060181,0.0001049901,0.0001482889,0.00001980773,0.002651305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.168272,"threshold_uncertainty_score":0.4484688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007894950396448823,"score_gpt":0.2134743908081578,"score_spread":0.205579440411709,"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."}}