{"id":"W2156624302","doi":"10.1002/hep.21280","title":"Liver biopsy interpretation for causes of late liver allograft dysfunction","year":2006,"lang":"en","type":"review","venue":"Hepatology","topic":"Liver Diseases and Immunity","field":"Medicine","cited_by":355,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"David Geffen School of Medicine, University of California, Los Angeles; University of Pittsburgh; Medical Center, University of Pittsburgh; University of California, Los Angeles; National Institutes of Health; Hokkaido University; Cleveland Clinic; Cleveland Clinic Foundation; University of Toronto; Tufts University School of Medicine; Universidade de Pernambuco; Albert Einstein Healthcare Network","keywords":"Liver biopsy; Medicine; Liver transplantation; Biopsy; Interpretation (philosophy); Pathology; Internal medicine; General surgery; Gastroenterology; Transplantation; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008516095,0.001293993,0.001723627,0.003575453,0.0002833269,0.0005526967,0.001051049,0.000843526,0.002290499],"category_scores_gemma":[0.001336128,0.0002231686,0.0004104573,0.001586984,0.0005788562,0.001050561,0.0003813574,0.0009973942,0.003148698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002970573,"about_ca_system_score_gemma":0.0005330266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009882475,"about_ca_topic_score_gemma":0.001650551,"domain_scores_codex":[0.9996736,0.00009752662,0.0000471908,0.0000499681,0.000105835,0.00002586385],"domain_scores_gemma":[0.9994742,0.0002080714,0.0001022664,0.00002412839,0.0001485551,0.00004277811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000101112,0.00008096805,0.006473214,0.004368918,0.00007583538,0.008995936,0.0001227821,0.0002240842,0.004016586,0.0004460966,0.01840979,0.9566846],"study_design_scores_gemma":[0.000113178,0.0005494404,0.06622128,0.01540268,0.000599811,0.4117117,0.001270303,0.001095886,0.007974932,0.003712936,0.4912038,0.0001440641],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003083445,0.9879808,0.002457551,0.0008078168,0.0005709686,0.00003228695,0.00004097196,0.00009501633,0.004931139],"genre_scores_gemma":[0.02471119,0.9654734,0.005370573,0.0009798368,0.0008285697,0.00003238572,0.0001679057,0.00001480737,0.002421374],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003575453,"threshold_uncertainty_score":0.007662416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05232784498064833,"score_gpt":0.3336144445939564,"score_spread":0.281286599613308,"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."}}