{"id":"W2027078859","doi":"10.1007/s12010-014-0739-z","title":"Enhanced Fumaric Acid Production from Brewery Wastewater and Insight into the Morphology of Rhizopus oryzae 1526","year":2014,"lang":"en","type":"article","venue":"Applied Biochemistry and Biotechnology","topic":"Microbial Metabolic Engineering and Bioproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":49,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Rhizopus oryzae; Fumaric acid; Rhizopus arrhizus; Chemistry; Morphology (biology); Food science; Biology; Biochemistry; Fermentation; Enzyme; Zoology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005346175,0.000180642,0.0001170925,0.0001167264,0.00007604887,0.000263978,0.0001230267,0.000165082,0.0005822698],"category_scores_gemma":[0.00007232858,0.000122543,0.0001613555,0.0001332929,0.00009944143,0.0001963168,0.0001636203,0.0002274106,0.0002749077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001537218,"about_ca_system_score_gemma":0.0001210375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001431386,"about_ca_topic_score_gemma":0.001224149,"domain_scores_codex":[0.9999589,0.000004617007,0.000003986829,0.000008398645,0.00001419661,0.00001002218],"domain_scores_gemma":[0.9999572,0.000007299091,0.00001318144,0.000006705021,0.000007369589,0.000008160115],"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":[0.00001306027,0.000003331731,0.00008237014,0.000003912432,3.9764e-7,0.00001471235,0.000005955151,0.00001897115,0.9995766,0.000009985813,0.000002555328,0.0002681276],"study_design_scores_gemma":[0.000006826536,0.00007390554,0.01240106,0.000002548976,0.000007050316,0.0001600517,0.00008353376,0.0009693419,0.9857358,0.00003603648,0.000519249,0.000004522676],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976489,0.0001228528,0.001262053,0.00004127946,0.000003660313,0.000005896057,0.0001630582,0.00003066638,0.0007214895],"genre_scores_gemma":[0.9965725,0.0001367307,0.001419223,0.0000103976,0.000001719499,0.000005102686,0.0002759318,0.00001821923,0.00156019],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001431386,"threshold_uncertainty_score":0.002846122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002427304058877128,"score_gpt":0.171186568371774,"score_spread":0.1687592643128968,"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."}}