{"id":"W4407800780","doi":"10.1163/18762891-bja00062","title":"Gut microbiota composition of lean and obese Lebanese individuals","year":2025,"lang":"en","type":"article","venue":"Beneficial Microbes","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Zayed University; Universiteit Maastricht","keywords":"UniFrac; Gut flora; Lachnospiraceae; Ruminococcus; Biology; Obesity; Clostridiales; Zoology; Internal medicine; Firmicutes; Endocrinology; Genetics; Medicine; Bacteria; 16S ribosomal RNA; Biochemistry","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":[0.0001232965,0.0002069376,0.000182152,0.0004985036,0.0002708234,0.0002871488,0.00006185147,0.000120894,0.001117153],"category_scores_gemma":[0.0002529549,0.0000953587,0.0001271079,0.0002240722,0.0001401165,0.000100497,0.0002240583,0.0001059488,0.0001364713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001715897,"about_ca_system_score_gemma":0.0001119537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004082042,"about_ca_topic_score_gemma":0.004335493,"domain_scores_codex":[0.9999329,0.0000134529,0.000006590222,0.00001504857,0.00001365448,0.00001828574],"domain_scores_gemma":[0.9999285,0.000006971706,0.00002379792,0.000002962452,0.00001284761,0.00002487583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009973808,0.0001212636,0.9651725,0.00004722393,0.0000846892,0.001027188,0.0007746164,0.00004532027,0.01996647,0.0000625276,0.0001863803,0.01151445],"study_design_scores_gemma":[0.00001049034,0.0002931737,0.9972872,0.0000110486,0.00002303572,0.0006130019,0.0009268746,0.00008711559,0.0003835328,0.00003023002,0.0003307085,0.000003602046],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995251,0.0001864079,0.00002567247,0.00001626684,0.000002304242,0.000001905546,0.00005325291,9.193295e-7,0.0001882651],"genre_scores_gemma":[0.9992197,0.0001692076,0.00008031113,0.00004954937,0.000004823491,0.000003593262,0.000117401,0.000001237696,0.0003542569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004082042,"threshold_uncertainty_score":0.008116603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005494939585845633,"score_gpt":0.2568027536521534,"score_spread":0.2513078140663078,"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."}}