{"id":"W2922213148","doi":"10.3390/medicines6010041","title":"The Epidemiology, Risk Profiling and Diagnostic Challenges of Nonalcoholic Fatty Liver Disease","year":2019,"lang":"en","type":"review","venue":"Medicines","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":133,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Nonalcoholic fatty liver disease; Epidemiology; Profiling (computer programming); Disease; Computational biology; Biology; Medicine; Bioinformatics; Fatty liver; Internal medicine; Computer science","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":[0.0007952115,0.000447881,0.002360923,0.0001123084,0.0001058672,0.000004716602,0.0001561891,0.0001694842,0.0000214526],"category_scores_gemma":[0.005926975,0.0002079391,0.0004872418,0.0001015408,0.0004316362,0.00002662154,0.0001133681,0.0003108632,0.00004892898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005220524,"about_ca_system_score_gemma":0.0002822889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006374728,"about_ca_topic_score_gemma":0.000009212093,"domain_scores_codex":[0.9976668,0.0004759246,0.0007360974,0.000530617,0.0002546178,0.0003359965],"domain_scores_gemma":[0.984789,0.01343732,0.0005893453,0.0006940051,0.0001056848,0.0003846756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003347299,0.0002276662,0.0573201,0.04487836,0.0009876443,0.0001100578,0.00006067731,1.906432e-7,1.270995e-8,0.0007333195,0.0005560829,0.8950924],"study_design_scores_gemma":[0.001408245,0.000531621,0.2053535,0.06445029,0.03536037,0.00006858109,0.00009968376,0.00002913173,7.446177e-7,0.0003026199,0.6920213,0.0003739644],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002981286,0.9954149,0.000002461521,0.001186327,0.0003195318,0.002434263,0.0001577423,0.00002201754,0.000164662],"genre_scores_gemma":[0.001139051,0.9973596,0.0000419838,0.0001387513,0.0005218454,0.0005479241,0.0001380273,0.00004555989,0.00006729925],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8947185,"threshold_uncertainty_score":0.847951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1436407093569759,"score_gpt":0.389640057974601,"score_spread":0.2459993486176251,"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."}}