{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004825344,0.00009895703,0.000146259,0.00002899748,0.0002799513,0.0000971814,0.0003794357,0.00003931461,0.0004202493],"category_scores_gemma":[0.00007030278,0.00002124183,0.0001140618,0.0008923356,0.0001775318,0.001219187,0.00001684006,0.00005798883,0.00003842533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009784813,"about_ca_system_score_gemma":0.00001395142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003050801,"about_ca_topic_score_gemma":0.00005515531,"domain_scores_codex":[0.9986054,0.00004927344,0.0003651745,0.0001361609,0.0006136439,0.0002303801],"domain_scores_gemma":[0.9990802,0.000080768,0.0002701381,0.00002602265,0.0003536908,0.0001891983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000008938604,0.00002680151,0.0005263105,7.231572e-7,0.000006717922,0.000001291738,0.00008741344,0.000001481454,0.9762148,0.00009670763,0.001632383,0.02139641],"study_design_scores_gemma":[0.0003503036,0.0004820672,0.6617568,0.0000346366,0.00002978578,0.0001688147,0.001394676,0.000006809151,0.3212828,0.0001070745,0.01416225,0.0002240301],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904897,0.00005050328,0.00002548423,0.008370955,0.000158584,0.00004958272,0.00001361742,0.00001297841,0.0008285466],"genre_scores_gemma":[0.9991286,0.00006548486,0.00004485371,0.0001224495,0.0001147436,6.298761e-7,0.000002711086,2.461162e-7,0.0005202875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6612304,"threshold_uncertainty_score":0.4601435,"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."}}