{"id":"W4414033125","doi":"10.1186/s12866-025-04170-6","title":"Influence of dietary components on the gut microbiota of middle-aged adults: the gut-Mediterranean connection","year":2025,"lang":"en","type":"article","venue":"BMC Microbiology","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Libin Cardiovascular Institute of Alberta; Alberta Health Services; Alberta Cancer Foundation; University of Calgary","funders":"Health Canada; Bundesministerium für Bildung und Forschung; Canadian Institutes of Health Research; Alberta Cancer Foundation; Partenariat Canadien Contre Le Cancer; Natural Sciences and Engineering Research Council of Canada; Alberta Health Services","keywords":"Biology; Gut flora; Mediterranean diet; Mediterranean climate; Parasitology; Connection (principal bundle); Zoology; Ecology; Immunology; Internal medicine; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0002726106,0.0002303461,0.0002624785,0.0004351603,0.0004622562,0.0006155965,0.0002512175,0.000403237,0.001224321],"category_scores_gemma":[0.0007880575,0.0001316646,0.0002646228,0.0007049986,0.0002766051,0.0001626757,0.0003829021,0.0002877503,0.0001201838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005934943,"about_ca_system_score_gemma":0.0005621843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05077224,"about_ca_topic_score_gemma":0.08249974,"domain_scores_codex":[0.9998147,0.00003517916,0.00001035302,0.00003922932,0.0000494321,0.00005105647],"domain_scores_gemma":[0.9996285,0.00003825116,0.0001368437,0.00002154648,0.00006272826,0.0001121253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002284962,0.00003271863,0.9967574,0.00001426046,0.00007775756,0.00003882078,0.0001005648,0.000009688319,0.0005598067,0.00001275467,0.00006814708,0.002099482],"study_design_scores_gemma":[0.00000125981,0.00002172751,0.9997976,0.000003714213,0.00001317959,0.00002410427,0.00005702349,0.00001553192,0.00001299263,0.000006707839,0.00004552926,6.777735e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978917,0.001167538,0.00004481481,0.0001074208,0.000005994577,0.000006118238,0.0002006479,0.000003078401,0.0005727428],"genre_scores_gemma":[0.9995121,0.0002167722,0.00007123719,0.00003571511,0.000004528429,0.000002113347,0.00007444577,7.186612e-7,0.00008228749],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05077224,"threshold_uncertainty_score":0.1009535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02478438613273904,"score_gpt":0.2555834015292672,"score_spread":0.2307990153965281,"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."}}