{"id":"W2080010723","doi":"10.1111/jvh.12279","title":"<scp>APRI</scp> and <scp>FIB</scp>‐4 are good predictors of the stage of liver fibrosis in chronic hepatitis <scp>B</scp>: the Chronic Hepatitis Cohort Study (<scp>CH</scp>e<scp>CS</scp>)","year":2014,"lang":"en","type":"article","venue":"Journal of Viral Hepatitis","topic":"Hepatitis B Virus Studies","field":"Medicine","cited_by":99,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Janssen Pharmaceuticals; Genentech; AbbVie Canada; Vertex Pharmaceuticals; Centers for Disease Control and Prevention Foundation; AbbVie; Bristol-Myers Squibb","keywords":"Fibrosis; Liver biopsy; Medicine; Liver fibrosis; Internal medicine; Gastroenterology; Stage (stratigraphy); Chronic hepatitis; Biopsy; Immunology; Biology; Virus","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.004616462,0.002182664,0.005030295,0.001435421,0.001132968,0.0003468758,0.00240647,0.00112708,0.00006350051],"category_scores_gemma":[0.01755179,0.001660918,0.001655212,0.002517377,0.002220563,0.001506935,0.001703831,0.003566476,0.0001032323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00274814,"about_ca_system_score_gemma":0.001889533,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0343833,"about_ca_topic_score_gemma":0.09102214,"domain_scores_codex":[0.9823503,0.00260418,0.0053747,0.001860784,0.004867401,0.002942617],"domain_scores_gemma":[0.9776677,0.0103516,0.006067084,0.002635472,0.002106585,0.001171578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001474817,0.001376968,0.9419737,0.001464149,0.002334879,0.0004618491,0.008919321,0.0002903513,0.003042073,0.000193254,0.03861994,0.001308774],"study_design_scores_gemma":[0.006364996,0.008789639,0.9089947,0.003174673,0.001930496,0.0003167009,0.002188832,0.001656024,0.01118598,0.00024785,0.05497488,0.0001752051],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9701725,0.01700117,0.0002043022,0.00021164,0.002104433,0.004602566,0.001269674,0.0001814235,0.004252346],"genre_scores_gemma":[0.9457674,0.04321039,0.000405883,0.0005714248,0.002224732,0.0003462554,0.00007134552,0.0004345939,0.006967976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05663884,"threshold_uncertainty_score":0.9990914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01107688973852779,"score_gpt":0.2439905321396886,"score_spread":0.2329136424011608,"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."}}