{"id":"W6959638252","doi":"10.11575/prism/48469","title":"Impact of Lifestyle on the Gut Microbiota of Middle-Aged Adults: Insights from Alberta’s Tomorrow Project","year":2025,"lang":"en","type":"other","venue":"Open MIND","topic":"Soybean genetics and cultivation","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Gut flora; Mediterranean diet; Obesity; Overweight; Metabolic syndrome; Metabolome; Body mass index; Feces","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007958243,0.0004583518,0.0003285501,0.0009305377,0.002395183,0.001186353,0.0007062955,0.0004018639,0.00189047],"category_scores_gemma":[0.000799127,0.000183444,0.0004367101,0.0017832,0.0003786973,0.0002464706,0.00115391,0.0006117646,0.0002915526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005938555,"about_ca_system_score_gemma":0.01008245,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.910956,"about_ca_topic_score_gemma":0.9543568,"domain_scores_codex":[0.9994497,0.00007595286,0.00001436208,0.00006500355,0.0001626691,0.000232345],"domain_scores_gemma":[0.9993896,0.00003726313,0.00006938901,0.00002398898,0.000233416,0.0002463634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006945928,0.0002857299,0.9323387,0.000170781,0.0001288266,0.0004677608,0.004960422,0.00007871919,0.0009935204,0.0002878352,0.006862603,0.05273051],"study_design_scores_gemma":[0.00001528792,0.00005669858,0.9943588,0.00006424141,0.00005452841,0.0000528696,0.002569551,0.00004818034,0.00004957104,0.00006428939,0.002658948,0.000007143886],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838811,0.003585636,0.0001810067,0.001663631,0.00005763015,0.0001074874,0.002826838,0.00001433062,0.007682364],"genre_scores_gemma":[0.9859843,0.004010102,0.0007071887,0.001056395,0.00006938501,0.00007798184,0.002036655,0.00001340225,0.006044769],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08904397,"threshold_uncertainty_score":0.1791367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03439016998460206,"score_gpt":0.2624542479075996,"score_spread":0.2280640779229975,"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."}}