{"id":"W4405002296","doi":"10.3390/medicina60122003","title":"MRI-PDFF Assessment of Intrahepatic Fat Changes Post-Bariatric Surgery: A Systematic Literature Review","year":2024,"lang":"en","type":"review","venue":"Medicina","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Obesity Surgery; Systematic review; Obesity; General surgery; Surgery; Internal medicine; MEDLINE; Gastric bypass; Weight loss; Chemistry","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009915616,0.0008619853,0.007929495,0.000850039,0.00003982507,0.00004035704,0.000225797,0.0003305648,0.0002306788],"category_scores_gemma":[0.000481489,0.0004612756,0.001623779,0.001737132,0.00006451424,0.00004400571,0.0001055291,0.0006028284,0.0001380146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004824503,"about_ca_system_score_gemma":0.0009520704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002143109,"about_ca_topic_score_gemma":0.000005490761,"domain_scores_codex":[0.995636,0.0005423319,0.0016304,0.0007145295,0.001064985,0.0004117932],"domain_scores_gemma":[0.996402,0.0009079817,0.0008861751,0.001097682,0.0003182072,0.0003879449],"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":[0.000002637118,0.0003296562,0.00003467068,0.8899523,0.002264021,0.001566047,0.00009077838,3.24188e-9,3.423273e-8,0.00008978914,0.02024653,0.08542354],"study_design_scores_gemma":[0.0001988389,0.0003313627,0.00003560785,0.8110509,0.08315285,0.0003700778,0.0000231574,0.000003628964,1.469095e-7,0.000005546319,0.1045686,0.0002593015],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002830136,0.9898906,0.000002949545,0.001487063,0.0009861405,0.006838995,0.0002919968,0.00008966463,0.0004097959],"genre_scores_gemma":[0.0000604151,0.9947762,0.00006377474,0.000730118,0.0006003728,0.001586691,0.001705562,0.0001140458,0.0003627992],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.08516424,"threshold_uncertainty_score":0.9997839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03327715906935866,"score_gpt":0.3593407910491724,"score_spread":0.3260636319798137,"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."}}