{"id":"W4318915360","doi":"10.2174/1381612829666230201121353","title":"Production Technology and Functionality of Bioactive Peptides","year":2023,"lang":"en","type":"review","venue":"Current Pharmaceutical Design","topic":"Protein Hydrolysis and Bioactive Peptides","field":"Biochemistry, Genetics and Molecular Biology","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Production (economics); Chemistry; Computer science; Biotechnology; Computational biology; Business; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000542521,0.0003696015,0.0008031494,0.0003181348,0.00007459587,0.0000155813,0.0002087285,0.0003549121,0.00001089241],"category_scores_gemma":[0.000389065,0.0002935372,0.0002683837,0.0005985138,0.0004956519,0.000005909269,0.0002462223,0.0003681479,0.00002614294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003241152,"about_ca_system_score_gemma":0.0001668409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.743875e-7,"about_ca_topic_score_gemma":2.190497e-7,"domain_scores_codex":[0.998001,0.0002994191,0.0004940302,0.0007479227,0.0001821375,0.0002754399],"domain_scores_gemma":[0.9990665,0.00006935969,0.000298566,0.0003204157,0.0001442404,0.0001009194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005541625,0.0001474169,0.00001562443,0.005797862,0.0004443297,0.000001070785,0.000002772652,0.000001416279,0.0054122,0.0002362324,0.0006863012,0.9871994],"study_design_scores_gemma":[0.0001684127,0.0002208319,0.000009758845,0.002035373,0.0008210703,0.00002843532,0.000007660957,0.00001596278,0.02193985,0.0004601416,0.9739138,0.0003787061],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001788804,0.9958598,0.002328317,0.0000433407,0.00040279,0.00103822,0.00007934224,0.00004199455,0.00002728836],"genre_scores_gemma":[0.001085967,0.9976605,0.0002707631,0.000005065771,0.0003755017,0.0002766719,0.0001410242,0.00004234075,0.0001421343],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9868206,"threshold_uncertainty_score":0.9999517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2002366378459088,"score_gpt":0.4271164066491547,"score_spread":0.2268797688032458,"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."}}