{"id":"W3173415049","doi":"10.1016/j.biortech.2021.125487","title":"Overexpressing CCW12 in Saccharomyces cerevisiae enables highly efficient ethanol production from lignocellulose hydrolysates","year":2021,"lang":"en","type":"article","venue":"Bioresource Technology","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"National Natural Science Foundation of China","keywords":"Corncob; Hydrolysate; Xylose; Fermentation; Ethanol; Ethanol fuel; Food science; Chemistry; Ethanol fermentation; Saccharomyces cerevisiae; Strain (injury); Corn stover; Yeast; Biochemistry; Pichia stipitis; Stover; Biology; Hydrolysis; Raw material; Agronomy","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":[0.0001178324,0.0002352196,0.0002695466,0.0004321148,0.00007812864,0.00004172834,0.0002163261,0.0004390011,0.0001279698],"category_scores_gemma":[0.00008489767,0.0002330494,0.0000591047,0.0008337222,0.0001362442,0.00006889325,0.0001325361,0.0003862481,0.0001084868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001134635,"about_ca_system_score_gemma":0.00002193746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003691706,"about_ca_topic_score_gemma":0.000008305738,"domain_scores_codex":[0.9985719,0.00004396349,0.0003101754,0.0005484566,0.0001582633,0.0003672748],"domain_scores_gemma":[0.9993034,0.00002391988,0.00006032333,0.0005137329,0.00004745685,0.00005119171],"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":[0.00001223578,0.00009331248,0.002171494,0.0001102517,0.00002603126,0.00003410963,0.0002574593,0.00154829,0.9857235,0.00004261248,0.0009760353,0.009004658],"study_design_scores_gemma":[0.0003365816,0.00001958384,0.0005119803,0.0001401349,0.00001544448,0.00002373692,0.000698333,0.003134563,0.9557428,0.000287052,0.03881688,0.0002729204],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863081,0.008681042,0.00007780776,0.002668075,0.0005808439,0.0001819076,0.00001028958,0.001147197,0.0003447205],"genre_scores_gemma":[0.9982017,0.0003586777,0.0009293169,0.00004091695,0.0002169878,0.00001828397,0.00002936902,0.00003846113,0.0001662485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03784084,"threshold_uncertainty_score":0.950348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007489458365301275,"score_gpt":0.1919270885226516,"score_spread":0.1844376301573503,"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."}}