{"id":"W2515083109","doi":"10.5539/jas.v8n9p37","title":"Cassava Biomass Transformation by Aspergillus oryzae","year":2016,"lang":"en","type":"article","venue":"Journal of Agricultural Science","topic":"Fermentation and Sensory Analysis","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fermentation; Aspergillus oryzae; Chemistry; Food science; Ethanol fermentation; Yeast; Methanol; Hydrolysis; Brix; Starch; Biochemistry; Organic chemistry; Sugar","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":[0.0001427066,0.0004311097,0.0002126877,0.0002474036,0.0001110681,0.0003371257,0.0001608721,0.0001516243,0.0006119725],"category_scores_gemma":[0.0001001235,0.0001180433,0.0003804015,0.0003036483,0.00008647886,0.0001429911,0.0004154601,0.0003139048,0.0003267752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002391851,"about_ca_system_score_gemma":0.0002682408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002019674,"about_ca_topic_score_gemma":0.001709492,"domain_scores_codex":[0.9997848,0.00002674403,0.00002795254,0.00004762767,0.00005478723,0.00005800044],"domain_scores_gemma":[0.9999521,0.000006586271,0.00001429471,0.00001047597,0.00001006837,0.000006558729],"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":[0.00003805133,0.00002624842,0.0001780522,0.00001555917,0.000003808929,0.00005551859,0.00001294783,0.00004756626,0.9985423,0.00005107828,0.00001432379,0.00101452],"study_design_scores_gemma":[0.000008467322,0.0002422183,0.00285936,0.000005829075,0.00001667449,0.0001118439,0.00004957999,0.0005766197,0.9943628,0.0000366535,0.001724979,0.000005009656],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921218,0.0006693683,0.003478909,0.00007731287,0.00004356134,0.00005353289,0.0004356352,0.0001083027,0.003011652],"genre_scores_gemma":[0.9899361,0.0005116822,0.004077106,0.00003902224,0.000006489221,0.00003866889,0.0008106469,0.00003845596,0.004541789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002019674,"threshold_uncertainty_score":0.004015923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01571053069797633,"score_gpt":0.2245302337432651,"score_spread":0.2088197030452887,"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."}}