{"id":"W2950686006","doi":"10.1002/hep.30825","title":"Evaluating Noninvasive Markers to Identify Advanced Fibrosis by Liver Biopsy in HBV/HIV Co‐infected Adults","year":2019,"lang":"en","type":"article","venue":"Hepatology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; National Institute on Drug Abuse; National Institute on Alcohol Abuse and Alcoholism","keywords":"Transient elastography; Medicine; Fibrosis; Internal medicine; Gastroenterology; Liver biopsy; Interquartile range; Hepatitis C; Liver disease; Biopsy; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001130905,0.0002172478,0.0004747986,0.000170342,0.00003187839,0.00001401143,0.00008516091,0.0001342536,0.001283269],"category_scores_gemma":[0.0001589493,0.0001982033,0.0001145428,0.0002643694,0.00003753361,0.00007990814,0.00005999457,0.000127089,0.001842523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000205356,"about_ca_system_score_gemma":0.00009651716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003451979,"about_ca_topic_score_gemma":0.0000551401,"domain_scores_codex":[0.998365,0.0001361248,0.0003093962,0.0005436036,0.0002323349,0.0004135442],"domain_scores_gemma":[0.9989458,0.0002594643,0.00009288098,0.0003538503,0.0001220236,0.0002259526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001094916,0.0004489853,0.9826595,0.0001325489,0.000113891,0.0003384992,0.0004682003,0.000008649139,0.006014487,0.00002140206,0.004060073,0.004638849],"study_design_scores_gemma":[0.009171134,0.001389115,0.9759486,0.000580456,0.000214788,0.0001024607,0.0002891154,0.001893975,0.008566329,0.00001050245,0.001515838,0.0003176637],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963759,0.000595067,0.000006167872,0.0006608091,0.0002381681,0.001292001,0.0000908166,0.00005582219,0.0006852473],"genre_scores_gemma":[0.9975336,0.0001239923,0.0007175374,0.0006877153,0.00002159345,0.0002657674,0.0003384447,0.0000290731,0.0002822629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008076218,"threshold_uncertainty_score":0.9996297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01822893950929843,"score_gpt":0.343169674814176,"score_spread":0.3249407353048776,"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."}}