{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01107426,0.0004729387,0.0009002613,0.002567366,0.0007634167,0.002875596,0.001316372,0.001456618,0.000829573],"category_scores_gemma":[0.03489393,0.0004341108,0.0004284851,0.002663116,0.0009554806,0.002488042,0.001505953,0.002973489,0.000377234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001158362,"about_ca_system_score_gemma":0.002090466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007113955,"about_ca_topic_score_gemma":0.008083832,"domain_scores_codex":[0.9923909,0.003432693,0.0009744755,0.0008059121,0.002090217,0.000305835],"domain_scores_gemma":[0.9859428,0.006107276,0.0024541,0.000722876,0.004102351,0.0006706539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000207845,0.0001332714,0.6969755,0.0007309079,0.0002095211,0.0006536385,0.0008927984,0.0005478561,0.0004804055,0.007900331,0.02359666,0.2676714],"study_design_scores_gemma":[0.00004736331,0.0004372279,0.8105394,0.006530589,0.0005253404,0.01288215,0.006614653,0.01101746,0.0009855389,0.04729065,0.1028937,0.0002359399],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.2374584,0.4981001,0.02380907,0.2113075,0.003250597,0.0001793503,0.003112552,0.0002891495,0.02249343],"genre_scores_gemma":[0.7832966,0.1664345,0.02672379,0.01297104,0.006952928,0.0002241441,0.001950564,0.00007280489,0.001373646],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01107426,"threshold_uncertainty_score":0.05856699,"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."}}