{"id":"W2746451532","doi":"10.21037/hbsn.2017.07.06","title":"Implementing genetic screening for the management of hepatic disease","year":2017,"lang":"en","type":"letter","venue":"HepatoBiliary Surgery and Nutrition","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Cancer Council Queensland; Cancer Council NSW","keywords":"Medicine; Cirrhosis; Hepatocellular carcinoma; Internal medicine; Fatty liver; Gastroenterology; Liver disease; Disease; Cancer; Incidence (geometry); Diabetes mellitus; Liver cancer; Asymptomatic","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":[],"consensus_categories":[],"category_scores_codex":[0.0002830587,0.0002505897,0.0004807107,0.000108083,0.0003819889,0.00004514823,0.00007997837,0.0001192871,0.00004365416],"category_scores_gemma":[0.00001980506,0.0001827899,0.0004596525,0.00004345095,0.0000908086,0.00007051048,0.00007472873,0.000169096,0.000001796337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002849417,"about_ca_system_score_gemma":0.00004274625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005923075,"about_ca_topic_score_gemma":0.000001891298,"domain_scores_codex":[0.998529,0.0000535144,0.0003950114,0.0003872709,0.0002746808,0.0003605519],"domain_scores_gemma":[0.9982891,0.0006667532,0.000294574,0.0005639373,0.00008560671,0.0001000136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006555898,0.000688025,0.348977,0.02694887,0.002256163,0.00202925,0.00002663628,3.042281e-7,0.000002801449,0.00002162085,0.5586573,0.05973648],"study_design_scores_gemma":[0.002232724,0.0001667181,0.4249313,0.00911611,0.008772463,0.00003357888,0.00007056306,0.0006415728,0.0001165695,0.0005086442,0.5529947,0.000415137],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4977066,0.06861328,0.0007400212,0.417265,0.0009282166,0.01203975,0.002423599,0.0001192433,0.0001642607],"genre_scores_gemma":[0.8323344,0.06115015,0.00247936,0.08391766,0.003949086,0.007643206,0.007703491,0.0001765049,0.0006461451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3346278,"threshold_uncertainty_score":0.7453955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04205050391197837,"score_gpt":0.285087919571727,"score_spread":0.2430374156597486,"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."}}