{"id":"W4206429269","doi":"10.5114/pg.2021.112365","title":"Sodium-glucose cotransporter-2 inhibitors improve liver enzymes in patients with co-existing non-alcoholic fatty liver disease: a systematic review and metanalysis","year":2022,"lang":"en","type":"review","venue":"Gastroenterology Review","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Fatty liver; Medicine; Cotransporter; Internal medicine; Alcoholic liver disease; Gastroenterology; Disease; Sodium; Chemistry; Cirrhosis","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007857577,0.001205417,0.009793684,0.000383494,0.0001289482,0.00002862296,0.0003423953,0.0001381518,0.0006066514],"category_scores_gemma":[0.0001518179,0.0007837206,0.001553456,0.0005532437,0.0001762263,0.0001393411,0.0001732235,0.0006848319,0.00005657751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004315307,"about_ca_system_score_gemma":0.0002267925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003520614,"about_ca_topic_score_gemma":0.00002474984,"domain_scores_codex":[0.9937003,0.001209705,0.002321039,0.001351258,0.0006598845,0.000757876],"domain_scores_gemma":[0.9961496,0.000207736,0.001641297,0.001231656,0.000138881,0.0006308231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00007385771,0.0009840459,0.04571434,0.9340227,0.00355755,0.0007672602,0.00001583647,2.177085e-8,2.505275e-9,0.000003049125,0.0003202092,0.01454118],"study_design_scores_gemma":[0.00169973,0.0008181817,0.01065207,0.7708751,0.1886346,0.00009392804,0.000002743799,0.000001349214,5.256547e-8,2.037342e-7,0.02683987,0.0003821472],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001620549,0.9845748,0.000002762923,0.0001041183,0.00006305138,0.01434415,0.0006878754,0.0000416735,0.00001949822],"genre_scores_gemma":[0.0001965381,0.986828,0.00005783844,0.003141347,0.00004279925,0.00664469,0.002937226,0.0001157221,0.00003580044],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1850771,"threshold_uncertainty_score":0.9994614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02418622661378415,"score_gpt":0.2889841832521556,"score_spread":0.2647979566383714,"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."}}