{"id":"W4399606164","doi":"10.3390/foods13121853","title":"Effect of Bioactive Peptides on Gut Microbiota and Their Relations to Human Health","year":2024,"lang":"en","type":"article","venue":"Foods","topic":"Protein Hydrolysis and Bioactive Peptides","field":"Biochemistry, Genetics and Molecular Biology","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Uva Wellassa University","keywords":"Gut flora; Biology; Immune system; Antimicrobial peptides; Human health; Novelty; Computational biology; Immunology; Antimicrobial; Microbiology; Medicine; Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.0002413281,0.0001256597,0.0001519553,0.00007165723,0.00007733115,0.00002151293,0.00006867766,0.00006806209,0.000008164655],"category_scores_gemma":[0.00002919878,0.00008778407,0.00008066447,0.0001008352,0.00006079841,0.000002575591,0.00006529828,0.00007022946,0.00000862901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001699502,"about_ca_system_score_gemma":0.00002631728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004599562,"about_ca_topic_score_gemma":0.00003598299,"domain_scores_codex":[0.9993273,0.00009346886,0.0001262735,0.0002791818,0.00004193602,0.0001318467],"domain_scores_gemma":[0.9996744,0.00003374475,0.00003515624,0.0001775403,0.00001864921,0.00006051153],"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":[0.00005516801,0.00002196131,0.0002485836,0.00005719053,0.00009114915,3.401333e-7,0.000123188,0.000007008696,0.9880301,0.0001804918,0.001216014,0.009968811],"study_design_scores_gemma":[0.000140435,0.004436848,0.002731039,0.000109483,0.00001129915,0.00000383818,0.00002967732,0.00001763373,0.9790183,0.00006393111,0.01332861,0.0001089154],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962775,0.001625052,0.0002402756,0.0005209384,0.00004673549,0.0002818582,0.00008980546,0.00001367146,0.0009041667],"genre_scores_gemma":[0.999139,0.00004139269,0.0001451429,0.0001159767,0.00008759697,0.00002234457,0.00005005472,0.0000141323,0.0003843309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01211259,"threshold_uncertainty_score":0.3579731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007312204497578211,"score_gpt":0.2954248691116237,"score_spread":0.2881126646140455,"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."}}