{"id":"W2620280314","doi":"10.1111/jvh.12727","title":"Prediction of long‐term clinical outcome in a diverse chronic hepatitis B population: Role of the PAGE‐B score","year":2017,"lang":"en","type":"article","venue":"Journal of Viral Hepatitis","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Work & Health; University of Toronto; Institute of Health Services and Policy Research; University Health Network","funders":"Foundation for Liver Research","keywords":"Medicine; Internal medicine; Hepatocellular carcinoma; Liver biopsy; Gastroenterology; Biopsy; Milan criteria; Stage (stratigraphy); Liver transplantation; Hepatitis B; Population; Chronic hepatitis; Hepatitis C; Transplantation; Oncology; Immunology","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":[0.0002600425,0.0001059499,0.000490605,0.00008292764,0.00008132964,0.0000149704,0.0001877198,0.00008261353,0.0001198612],"category_scores_gemma":[0.0001790679,0.00006927829,0.0004156585,0.00005061681,0.0001236018,0.0002536942,0.00008137156,0.0001975233,0.000002720499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001989867,"about_ca_system_score_gemma":0.0001324288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003255834,"about_ca_topic_score_gemma":0.001924799,"domain_scores_codex":[0.998324,0.00008363841,0.0009520193,0.0001099057,0.0004107716,0.0001196923],"domain_scores_gemma":[0.9981473,0.00005031631,0.001157004,0.0003762406,0.000166745,0.0001023621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001222735,0.0005764845,0.9796006,0.00008484515,0.0001502568,0.0001416234,0.0000839702,0.000005492724,0.00004999764,0.00003960438,0.00008919089,0.01905566],"study_design_scores_gemma":[0.002897929,0.001195978,0.99391,0.0009254004,0.0003765305,0.00003272809,0.000008970458,0.00011825,0.0003483661,0.0001204816,0.00001935975,0.00004600207],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979602,0.0007097745,0.000004080371,0.0002987191,0.0005315124,0.0002547605,0.00009744341,0.000002932527,0.0001406119],"genre_scores_gemma":[0.9973983,0.002120655,0.00005713859,0.00004239699,0.0003200776,0.000004336589,0.000009995251,0.000009399914,0.00003776124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01900966,"threshold_uncertainty_score":0.4921869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0561928007277373,"score_gpt":0.3431533523911885,"score_spread":0.2869605516634512,"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."}}