{"id":"W4401308499","doi":"10.1002/mnfr.202400251","title":"Interplay of Food‐Derived Bioactive Peptides with Gut Microbiota: Implications for Health and Disease Management","year":2024,"lang":"en","type":"review","venue":"Molecular Nutrition & Food Research","topic":"Protein Hydrolysis and Bioactive Peptides","field":"Biochemistry, Genetics and Molecular Biology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Key Research and Development Program of China; Natural Science Foundation of Hubei Province","keywords":"Gut flora; Biology; Disease; Gut bacteria; Immune system; Computational biology; Immunity; Bioinformatics; Immunology; Medicine","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":[0.0004310927,0.0003916814,0.0007375733,0.0004778885,0.0001818887,0.00009875336,0.00034311,0.0002042608,0.000001719197],"category_scores_gemma":[0.00006881759,0.0003049975,0.00044143,0.0004634509,0.0003349764,0.000006612181,0.0003934727,0.0002981516,0.000002945306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001039532,"about_ca_system_score_gemma":0.0004710086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005335779,"about_ca_topic_score_gemma":0.00001544984,"domain_scores_codex":[0.9974964,0.0003391972,0.000467907,0.0009739093,0.0002428493,0.0004797312],"domain_scores_gemma":[0.9984574,0.00004169231,0.0002052831,0.0006202282,0.0003331435,0.000342192],"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":[0.001555961,0.002647368,0.000009020238,0.2602094,0.01183271,0.00003057949,0.000122503,0.000001531342,0.2223521,0.01105009,0.01336236,0.4768264],"study_design_scores_gemma":[0.00100964,0.006582869,0.00001457798,0.0160282,0.0008436327,0.00003990624,0.0001416677,0.000001785901,0.01523567,0.001868895,0.9575684,0.0006647462],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00113296,0.9895594,0.001908512,0.0007825508,0.00002352923,0.004528556,0.001983673,0.00001509592,0.00006571604],"genre_scores_gemma":[0.02154463,0.9711519,0.001723693,0.00007033833,0.00008823093,0.003216735,0.002009792,0.00009269985,0.0001019468],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9442061,"threshold_uncertainty_score":0.9999402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05717099180989971,"score_gpt":0.4098730437543095,"score_spread":0.3527020519444098,"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."}}