{"id":"W4391815780","doi":"10.1111/liv.15864","title":"Links between gut microbiome, metabolome, clinical variables and non‐alcoholic fatty liver disease severity in bariatric patients","year":2024,"lang":"en","type":"article","venue":"Liver International","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University Health Network; Toronto General Hospital; University of Toronto; Toronto Western Hospital; Princess Margaret Cancer Centre","funders":"Canadian Institutes of Health Research","keywords":"Metabolome; Fatty liver; Steatohepatitis; Biology; Internal medicine; Gastroenterology; Steatosis; Bile acid; Metabolite; Endocrinology; Medicine; Disease","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002064175,0.0002084643,0.0003212392,0.0003090027,0.00004100002,0.00009395282,0.0001365697,0.0001634842,0.0004780354],"category_scores_gemma":[0.00008812136,0.0001752234,0.0001931217,0.0002205969,0.00008170513,0.0002342401,0.0001851397,0.0003340431,0.0002013605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001454647,"about_ca_system_score_gemma":0.0001420167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002673485,"about_ca_topic_score_gemma":0.00001166743,"domain_scores_codex":[0.9983995,0.00007121502,0.0004487439,0.0005425137,0.0003227498,0.0002152648],"domain_scores_gemma":[0.9990498,0.0002588192,0.00005977818,0.0001877297,0.0001222711,0.00032164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001241134,0.0009993413,0.9816983,0.0001154201,0.0006091769,0.0003325165,0.000112787,8.559813e-7,0.00000861373,0.0003125378,0.002181477,0.01350486],"study_design_scores_gemma":[0.002088061,0.0000790097,0.9871552,0.0001975136,0.0006726597,0.00000374028,0.000004808077,0.0008683341,0.00002497549,0.000135368,0.00860753,0.0001627925],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940528,0.002422142,0.00005539691,0.0005833827,0.0007666755,0.0004848052,0.0008095009,0.00005188336,0.0007734552],"genre_scores_gemma":[0.9953866,0.001696378,0.0006103013,0.0005200644,0.000582593,0.00005380888,0.000761399,0.00002269451,0.0003661584],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01334206,"threshold_uncertainty_score":0.7145403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0246275012840183,"score_gpt":0.314184808336303,"score_spread":0.2895573070522847,"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."}}