{"id":"W1517825485","doi":"10.1002/jctb.4455","title":"Enhanced fumaric acid production from brewery wastewater by immobilization technique","year":2014,"lang":"en","type":"article","venue":"Journal of Chemical Technology & Biotechnology","topic":"Fungal Biology and Applications","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Fumaric acid; Fermentation; Rhizopus oryzae; Chemistry; Alginic acid; Wastewater; Food science; Nuclear chemistry; Pulp and paper industry; Waste management; 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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0002827796,0.000230597,0.00060513,0.0005433863,0.00006096658,0.000005581644,0.0003946016,0.002117199,0.00005127148],"category_scores_gemma":[0.001081515,0.0001845432,0.0001324712,0.0007741257,0.0007846901,0.00008099756,0.0001229179,0.001379746,0.0000340479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001135678,"about_ca_system_score_gemma":0.00005438615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001952731,"about_ca_topic_score_gemma":3.391456e-7,"domain_scores_codex":[0.9983639,0.00003789947,0.0007077528,0.0004180221,0.0001506131,0.0003217789],"domain_scores_gemma":[0.9985368,0.00006599676,0.0004902436,0.0005940828,0.0002474157,0.00006548349],"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":[0.0001491625,0.0002476864,0.0002607163,0.00001537283,0.00008021541,0.000004150661,0.000007405059,2.322664e-7,0.9801987,0.0009736464,0.002475154,0.01558749],"study_design_scores_gemma":[0.0005426049,0.0005334321,0.00004100324,0.0000995154,0.0001097201,0.0006609414,0.0000369666,0.000009689576,0.9760351,0.01290682,0.008868504,0.0001556594],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9464577,0.0006101652,0.01904511,0.03284983,0.0001951739,0.0003628673,0.000009135586,0.0003576292,0.0001123511],"genre_scores_gemma":[0.9885231,0.0002448267,0.01054501,0.0002906091,0.0001957448,0.00006918336,0.00004048004,0.00002608878,0.00006496705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04206535,"threshold_uncertainty_score":0.9991783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004468578244833115,"score_gpt":0.2302280559722683,"score_spread":0.2257594777274352,"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."}}