{"id":"W3215722587","doi":"10.18331/brj2021.8.4.4","title":"Yeast cell factories for sustainable whey-to-ethanol valorisation towards a circular economy","year":2021,"lang":"en","type":"article","venue":"Biofuel Research Journal","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fundação para a Ciência e a Tecnologia","keywords":"Valorisation; Biorefinery; Biofuel; Biotechnology; Yeast; Food science; Bioconversion; Value added; Business; Fermentation; Chemistry; Waste management; Engineering; Biology; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002702508,0.0006615244,0.0004899937,0.0004883259,0.0001712453,0.0006202098,0.0003156541,0.0003051548,0.001409748],"category_scores_gemma":[0.0002623681,0.0001650761,0.0006102258,0.0006960601,0.0001463981,0.0005347749,0.0006012898,0.0007916907,0.001207815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003617735,"about_ca_system_score_gemma":0.0003371312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00109203,"about_ca_topic_score_gemma":0.00176667,"domain_scores_codex":[0.9998294,0.00002218018,0.00002086532,0.00002612838,0.00007186776,0.00002958089],"domain_scores_gemma":[0.9999578,0.000006150782,0.000008545951,0.000005880345,0.00001271454,0.000008845942],"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":[0.0001293211,0.0001342015,0.0004614161,0.0007134425,0.00005465212,0.0003424826,0.00006154725,0.001087612,0.9453629,0.002045996,0.0009939165,0.04861242],"study_design_scores_gemma":[0.00006311093,0.0006745768,0.003490589,0.000310077,0.0002079478,0.000820247,0.0001654092,0.003808282,0.8364725,0.001749186,0.1521878,0.00005024234],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7267871,0.08998384,0.1487462,0.001845994,0.000797773,0.0005302852,0.003796765,0.001654335,0.02585768],"genre_scores_gemma":[0.8470831,0.0624293,0.07208958,0.0002680092,0.00008211235,0.0003079837,0.004804911,0.0002485565,0.01268645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001409748,"threshold_uncertainty_score":0.004716039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04970222547746629,"score_gpt":0.3035443062713817,"score_spread":0.2538420807939154,"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."}}