{"id":"W4388495991","doi":"10.1007/s13399-023-05028-5","title":"Valorization of by-product from rice milling industry by enzymatic hydrolysis and potential application","year":2023,"lang":"en","type":"article","venue":"Biomass Conversion and Biorefinery","topic":"GABA and Rice Research","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Hydrolysis; Broken rice; Food science; Chemistry; Enzymatic hydrolysis; Amylase; Ice cream; Food industry; Pulp and paper industry; Mathematics; Biotechnology; Biochemical engineering; Enzyme; Biochemistry; Engineering; Organic chemistry; Biology; Raw material","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":[0.0001730153,0.0004363198,0.0002508862,0.0002710688,0.0001425293,0.0003941367,0.0002584533,0.0003067808,0.0005643048],"category_scores_gemma":[0.0001199285,0.0001595821,0.0004687414,0.0002658539,0.0002333941,0.0003706275,0.0002658095,0.0004521335,0.0002453877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002126934,"about_ca_system_score_gemma":0.0002613956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006293859,"about_ca_topic_score_gemma":0.001129375,"domain_scores_codex":[0.9999241,0.00001371169,0.000006653142,0.00001404529,0.00001685585,0.00002471035],"domain_scores_gemma":[0.9999557,0.000009011263,0.00001084234,0.000005864981,0.00001021708,0.000008398537],"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":[0.0001947771,0.00003789577,0.0003624206,0.0001451709,0.00001715786,0.000127213,0.00003101316,0.0004236937,0.9905301,0.0002391309,0.00004576873,0.007845569],"study_design_scores_gemma":[0.000006450172,0.0001485347,0.001024341,0.000009273219,0.00002207546,0.0001140317,0.00004292983,0.0005271398,0.996604,0.0001025055,0.001393437,0.000005366232],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9828469,0.006633849,0.007641661,0.0001872933,0.00003769766,0.00001973496,0.00009938747,0.0000493053,0.002484128],"genre_scores_gemma":[0.9927276,0.002982937,0.002421677,0.00003523539,0.000008270617,0.000007946095,0.0001355519,0.00001467728,0.001665966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006293859,"threshold_uncertainty_score":0.001887798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.012191013146908,"score_gpt":0.2142716339559427,"score_spread":0.2020806208090347,"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."}}