{"id":"W4408155744","doi":"10.1007/s43657-025-00228-7","title":"Comparative Analysis of Growth Dynamics and Relative Abundances of Gut Microbiota Influenced by Ketogenic Diet","year":2025,"lang":"en","type":"article","venue":"Phenomics","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Infection and Immunity","funders":"National Natural Science Foundation of China","keywords":"Ketogenic diet; Gut flora; Dynamics (music); Biology; Psychology; Immunology; Neuroscience; Epilepsy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009605892,0.0001201796,0.0003836818,0.0001089585,0.00004743483,0.000006850283,0.0001376772,0.0001006302,0.000003909066],"category_scores_gemma":[0.00002015701,0.0001202641,0.00009511992,0.0003245464,0.0002325043,0.000004260935,0.00009953302,0.00006772822,3.854444e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002917742,"about_ca_system_score_gemma":0.0000885452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001261887,"about_ca_topic_score_gemma":0.0003590254,"domain_scores_codex":[0.9992332,0.00004519321,0.0003095187,0.0002438261,0.00003312487,0.0001351415],"domain_scores_gemma":[0.9994168,0.00003063282,0.0002039038,0.0001923075,0.000123286,0.00003308746],"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":[0.0001810987,0.0000617175,0.04517128,0.00006404136,0.001088057,5.897307e-8,0.0003368943,0.00007942314,0.9496226,0.002884032,0.0004511513,0.00005970084],"study_design_scores_gemma":[0.002172856,0.001007474,0.4542189,0.000102987,0.002344551,0.000001738479,0.001567712,0.004135503,0.5301895,0.001360944,0.002219621,0.0006782656],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950475,0.001864189,0.00131865,0.00008510284,0.00003556434,0.0001264835,0.0004556028,0.000002776994,0.001064207],"genre_scores_gemma":[0.9977465,0.0006983466,0.0008755662,0.0001101057,0.000006206596,0.000002653851,0.0003273613,0.000004649091,0.0002286431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4194331,"threshold_uncertainty_score":0.4904227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006145263338174722,"score_gpt":0.2725529135362459,"score_spread":0.2664076501980712,"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."}}