{"id":"W4414164306","doi":"10.34133/research.0867","title":"Gut Commensal Antibiotic-Resistant <i>Parabacteroides goldsteinii</i> Ameliorates Mouse Colitis through Valine–Isobutyrate Metabolism","year":2025,"lang":"en","type":"article","venue":"Research","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"MD Precision (Canada)","funders":"Central Public-interest Scientific Institution Basal Research Fund, Chinese Academy of Fishery Sciences; Natural Science Foundation of Shandong Province; National Natural Science Foundation of China","keywords":"Colitis; Ulcerative colitis; Gut flora; Inflammatory bowel disease; Metabolism; Receptor; Intestinal mucosa; Mediator; Inflammation","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":[0.0001625133,0.0004993813,0.0003440662,0.0003367062,0.0001607384,0.0003111458,0.0002401755,0.0003634705,0.001338916],"category_scores_gemma":[0.00007386505,0.0001657613,0.0003079943,0.000176161,0.0002876965,0.0002345302,0.0002454914,0.00107313,0.0003257304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002375854,"about_ca_system_score_gemma":0.0002867114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007126531,"about_ca_topic_score_gemma":0.001081491,"domain_scores_codex":[0.9998105,0.0000303396,0.00002072907,0.00003796846,0.0000437194,0.00005669372],"domain_scores_gemma":[0.9998932,0.000005682824,0.00003687069,0.00001062678,0.000009105383,0.00004460779],"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":[0.00032799,0.00008853768,0.0001522175,0.00003978584,0.000004902119,0.00003790993,0.000008750063,0.00003591219,0.9978551,0.00005804079,0.00005503714,0.001335784],"study_design_scores_gemma":[0.00005524877,0.002400058,0.007112525,0.0000262828,0.00003513068,0.0003274301,0.00008469041,0.0005990546,0.9844952,0.00008161268,0.0047733,0.000009489848],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916182,0.001397228,0.003318869,0.0003975686,0.00007924112,0.00005709587,0.0006232339,0.000293137,0.002215441],"genre_scores_gemma":[0.9903398,0.001340098,0.002904754,0.0001997502,0.0000174792,0.00006850481,0.0006908076,0.00005243677,0.004386309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001338916,"threshold_uncertainty_score":0.00447917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04726917529920052,"score_gpt":0.3904718889494008,"score_spread":0.3432027136502003,"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."}}