{"id":"W4389337755","doi":"10.1186/s12882-023-03410-z","title":"Correlation between gut microbiome and cognitive impairment in patients undergoing peritoneal dialysis","year":2023,"lang":"en","type":"article","venue":"BMC Nephrology","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Science Foundation of Anhui Province; Anhui Medical University","keywords":"Medicine; Internal medicine; Peritoneal dialysis; Microbiome; Dialysis; Nephrology; Gut flora; Gastroenterology; Physiology; Immunology; Biology; Bioinformatics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001571979,0.0001153906,0.0001694062,0.0001496576,0.0000732714,0.00001009555,0.00004597495,0.0001917797,0.00001073401],"category_scores_gemma":[0.00004351149,0.0001218491,0.00004062757,0.0001805421,0.00007323051,0.000003630314,0.0001199104,0.00007859252,0.00004039537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002069329,"about_ca_system_score_gemma":0.00007636675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003699115,"about_ca_topic_score_gemma":0.0003716578,"domain_scores_codex":[0.9990209,0.0001192401,0.0002053909,0.0003165588,0.0000420676,0.0002958942],"domain_scores_gemma":[0.9996645,0.00007214602,0.00006618147,0.000103346,0.00003672987,0.00005706627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000173573,0.00005197704,0.9536627,0.00003609496,0.00004426375,0.000001980114,0.000195388,0.00007317381,0.04431858,0.000005827706,0.0004395672,0.0009968568],"study_design_scores_gemma":[0.001737988,0.0005050406,0.9959996,0.00001036495,0.00003179503,0.000002244078,0.00007964831,0.0001068445,0.00049539,0.00002410378,0.0008833706,0.0001236184],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989955,0.0000878135,0.0003619159,0.00008895182,0.00008495939,0.0002800623,0.00004616441,0.00001495215,0.00003963535],"genre_scores_gemma":[0.9983823,0.00005522405,0.0001174059,0.0003028025,0.0001054186,0.00001726212,0.0008987927,0.00001467967,0.0001061454],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04382319,"threshold_uncertainty_score":0.4968863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01064498571202916,"score_gpt":0.256997145321597,"score_spread":0.2463521596095678,"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."}}