{"id":"W2137552152","doi":"10.1002/9780470054581.eib304","title":"Ethanol Fuel Production: Yeast Processes","year":2009,"lang":"en","type":"other","venue":"Encyclopedia of Industrial Biotechnology","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Production (economics); Ethanol fuel; Biofuel; Process engineering; Yeast; Biochemical engineering; Pulp and paper industry; Manufacturing engineering; Environmental science; Engineering; Waste management; Chemistry; Economics","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000871977,0.0003494046,0.000452266,0.000672279,0.00002021148,0.000006927185,0.0003509487,0.002940384,0.0009332066],"category_scores_gemma":[0.0002025449,0.0003338353,0.00006679373,0.0007320037,0.0002209582,0.00004419269,0.00004894971,0.0008915628,0.0002043521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004585734,"about_ca_system_score_gemma":0.0001134887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002916062,"about_ca_topic_score_gemma":0.00001885071,"domain_scores_codex":[0.9987289,0.00002102072,0.0003457214,0.0004310505,0.0001848652,0.000288453],"domain_scores_gemma":[0.9992213,0.000006863985,0.0001795149,0.0004964969,0.00004174851,0.00005408547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001329322,0.00004711705,0.00001512876,0.0004547201,0.00006332427,0.000004354747,0.00002224808,0.000005368097,0.001084618,0.00003210921,0.9461794,0.05207831],"study_design_scores_gemma":[0.0003088091,0.0000978616,0.000001546653,0.0002031409,0.00003706592,0.00001785488,0.00003598712,0.000001207765,0.03989331,0.00006375553,0.9590203,0.0003191713],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003381797,0.008704956,0.0000579693,0.00391181,0.01062185,0.001210413,0.0001449419,0.004332406,0.9706775],"genre_scores_gemma":[0.009274684,0.0936093,0.001882663,0.00008441961,0.0148111,0.00008271798,0.000285041,0.001039215,0.8789309],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09174661,"threshold_uncertainty_score":0.9999801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01512525277543868,"score_gpt":0.2123603159013907,"score_spread":0.197235063125952,"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."}}