{"id":"W3162223723","doi":"10.1016/j.chemosphere.2021.130858","title":"Fumaric acid production using alternate fermentation mode by immobilized Rhizopus oryzae-a greener production strategy","year":2021,"lang":"en","type":"article","venue":"Chemosphere","topic":"Microbial Metabolic Engineering and Bioproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University; Institut National de la Recherche Scientifique","funders":"Natural Sciences and Engineering Research Council of Canada; York University; Ministère des relations internationales et de la Francophonie","keywords":"Rhizopus oryzae; Fumaric acid; Bioproduction; Fermentation; Chemistry; Raw material; Pomace; Pulp and paper industry; Food science; Aspergillus oryzae; Organic chemistry; Biochemistry","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":[0.0001360406,0.0005685575,0.0003491435,0.0002418182,0.0001308085,0.0004036707,0.0003656625,0.0002994462,0.000384435],"category_scores_gemma":[0.00006689758,0.0001469627,0.0004123002,0.0002318723,0.0001082905,0.0003955462,0.0003254542,0.0004670804,0.0002849374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002260584,"about_ca_system_score_gemma":0.000214362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001016315,"about_ca_topic_score_gemma":0.001546513,"domain_scores_codex":[0.9998593,0.00001449577,0.00001413371,0.00003792599,0.00003906534,0.00003495999],"domain_scores_gemma":[0.9999671,0.000003085404,0.000008615992,0.000007156572,0.000005893133,0.000008190947],"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":[0.00002310919,0.00002118336,0.00004769367,0.000009476234,0.000002540771,0.00001465142,0.000004010298,0.00002865174,0.999131,0.00003235416,0.000008617232,0.0006767582],"study_design_scores_gemma":[0.000008397566,0.0001152888,0.0005788527,0.000001690279,0.00001450716,0.00004987943,0.00001310949,0.001034501,0.997691,0.00001977596,0.0004667371,0.000006194552],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877006,0.0005384621,0.009976386,0.0001330806,0.00004072641,0.00003055487,0.0002175538,0.0001808,0.001181838],"genre_scores_gemma":[0.9852051,0.0004514627,0.01126793,0.0000354459,0.000008166844,0.00002449256,0.0003684417,0.00002554549,0.002613261],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001016315,"threshold_uncertainty_score":0.002020836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01083306443014056,"score_gpt":0.2542400541091177,"score_spread":0.2434069896789771,"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."}}