{"id":"W3213768596","doi":"10.3390/fermentation7040267","title":"Value-Added Products from Ethanol Fermentation—A Review","year":2021,"lang":"en","type":"article","venue":"Fermentation","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Genome Prairie; University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Fermentation; Stillage; Biofuel; Food science; Yeast; Ethanol fuel; Ingredient; Chemistry; Sugar; Biotechnology; Biochemistry; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004861546,0.001249562,0.001557822,0.003497144,0.0004094162,0.001945058,0.000956374,0.00105219,0.006749105],"category_scores_gemma":[0.0006689235,0.0004974107,0.001011341,0.003950372,0.0003731329,0.001727311,0.0007625973,0.001480064,0.003172586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005968556,"about_ca_system_score_gemma":0.001046996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001520537,"about_ca_topic_score_gemma":0.001390385,"domain_scores_codex":[0.9997186,0.00002875386,0.00004620489,0.00005679268,0.0001150755,0.00003445468],"domain_scores_gemma":[0.9996465,0.0001577243,0.00006156763,0.00001401405,0.00009715487,0.00002295468],"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":[0.0001182247,0.0001938706,0.0002798588,0.06923266,0.0001829707,0.0004196657,0.0001032307,0.0008218214,0.005791102,0.005603828,0.02519649,0.8920563],"study_design_scores_gemma":[0.000008656368,0.0001016261,0.0005419329,0.005891483,0.0001634964,0.0006844187,0.00005881549,0.0001173956,0.001313293,0.001195712,0.9898975,0.00002578994],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004122803,0.9965839,0.0002224647,0.0001410436,0.0002017221,0.00001480417,0.0001001372,0.00001375844,0.002309816],"genre_scores_gemma":[0.001216227,0.9973605,0.000312965,0.0001270441,0.00008315705,0.00001195621,0.0001214948,0.000003132773,0.0007634665],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006749105,"threshold_uncertainty_score":0.02257794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01810994660817792,"score_gpt":0.2442858329735753,"score_spread":0.2261758863653973,"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."}}