{"id":"W3006485758","doi":"10.1007/s13399-020-00626-z","title":"Ultrasound-assisted extraction ameliorates the physicochemical properties of defatted mulberry seed protein to promote lipid production in Schizochytrium sp. SR21","year":2020,"lang":"en","type":"article","venue":"Biomass Conversion and Biorefinery","topic":"Proteins in Food Systems","field":"Agricultural and Biological Sciences","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ministry of Agriculture","funders":"Agriculture Research System of China; Six Talent Peaks Project in Jiangsu Province","keywords":"Hydrolysate; Chemistry; Extraction (chemistry); Food science; Antioxidant; Biorefinery; Ultrasound; Nitrogen; Amino acid; Biochemistry; Chromatography; Hydrolysis; Organic chemistry; 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":[0.0001266686,0.0003804925,0.0002612962,0.0001620368,0.0001898741,0.0002944337,0.000171043,0.0002333627,0.000946791],"category_scores_gemma":[0.0001453206,0.0001442888,0.000230129,0.000153047,0.0001672786,0.0002350977,0.0002725605,0.0004259688,0.000259621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001978298,"about_ca_system_score_gemma":0.0002331196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001778149,"about_ca_topic_score_gemma":0.004506003,"domain_scores_codex":[0.9999053,0.00001092667,0.000008280461,0.00001746709,0.00002918901,0.00002878123],"domain_scores_gemma":[0.9999348,0.00001291843,0.00001743507,0.000006048514,0.0000144895,0.00001424737],"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":[0.00001629269,0.000004595131,0.00003329702,0.00001034313,8.336048e-7,0.00001155116,0.00001005359,0.00000890944,0.9996403,0.000007989182,0.000007173247,0.0002485409],"study_design_scores_gemma":[0.00000268135,0.00007492877,0.003192499,0.000002771895,0.000007427116,0.00003480519,0.00003173186,0.0003022136,0.9956164,0.00001256577,0.0007181636,0.000003721955],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972026,0.0004912638,0.001363002,0.00007045699,0.00001823771,0.00001604947,0.0001465133,0.00003710239,0.0006548997],"genre_scores_gemma":[0.9941195,0.0003105247,0.001515213,0.00005787536,0.000005073585,0.00001385406,0.0003937869,0.00003218495,0.003551927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001778149,"threshold_uncertainty_score":0.003535569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03569485153421983,"score_gpt":0.2186777902178863,"score_spread":0.1829829386836665,"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."}}