{"id":"W4409402140","doi":"10.1002/imt2.70028","title":"Enhancing human gut health: Global innovations in dysbiosis management","year":2025,"lang":"en","type":"letter","venue":"iMeta","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; McMaster University","funders":"National Natural Science Foundation of China","keywords":"Dysbiosis; Business; Human health; Gut flora; Knowledge management; Medicine; Computer science; Environmental health; Immunology","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":[0.003702939,0.0007842956,0.00113296,0.0005647283,0.002316065,0.003321773,0.001454257,0.0284651,0.00717049],"category_scores_gemma":[0.01447347,0.0003745274,0.001110633,0.000462171,0.004398359,0.004370132,0.001932185,0.03247096,0.006715141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00321507,"about_ca_system_score_gemma":0.002676403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001133502,"about_ca_topic_score_gemma":0.002583906,"domain_scores_codex":[0.9975526,0.0008388062,0.0002199788,0.0003157039,0.0007991976,0.0002737382],"domain_scores_gemma":[0.9910175,0.005939275,0.0003817533,0.0003591338,0.001185192,0.001117272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001145411,0.00009272011,0.0005334514,0.0002067407,0.00002867611,0.002058525,0.0001243584,0.0001164847,0.0006621174,0.01180965,0.930218,0.05403482],"study_design_scores_gemma":[0.0001313474,0.0001172006,0.0007454884,0.0003440587,0.00002669634,0.002209106,0.0002383489,0.0003413122,0.000421447,0.02621127,0.9691749,0.00003872761],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000218731,0.009392611,0.0001776872,0.9697016,0.01866433,0.000005844028,0.00001627764,0.00002883986,0.001794166],"genre_scores_gemma":[0.004332471,0.009882603,0.000451208,0.919346,0.06192789,0.00002674668,0.00001813838,0.00002012454,0.003994889],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0284651,"threshold_uncertainty_score":0.02398771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0151103709095359,"score_gpt":0.3236883742086102,"score_spread":0.3085780032990743,"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."}}