{"id":"W3209358669","doi":"10.1002/ijc.33885","title":"Prediagnostic alterations in circulating bile acid profiles in the development of hepatocellular carcinoma","year":2021,"lang":"en","type":"article","venue":"International Journal of Cancer","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; School of Public Health, Imperial College London; Centre International de Recherche sur le Cancer; NIHR Imperial Biomedical Research Centre; World Cancer Research Fund; Medical Research Council Canada; Medical Research Council; Institut Gustave-Roussy; Deutsche Krebshilfe; Vetenskapsrådet; Cancerfonden; Agence Nationale de la Recherche; Mutuelle Générale de l'Education Nationale; Associazione Italiana per la Ricerca sul Cancro; Imperial College London; Deutsches Krebsforschungszentrum; Ligue Contre le Cancer; Bundesministerium für Bildung und Forschung; National Institute for Health and Care Research; World Health Organization; Cancer Research UK; Institut National Du Cancer; Institut National de la Santé et de la Recherche Médicale; Kræftens Bekæmpelse; Aarhus Universitet","keywords":"Hepatocellular carcinoma; Internal medicine; Carcinoma; Medicine; Bile acid; Gastroenterology; Oncology; Pathology","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":[0.0005413577,0.000197748,0.000261595,0.0007087255,0.0001915553,0.0005519565,0.0001681346,0.0002858821,0.001455366],"category_scores_gemma":[0.001715339,0.0002047248,0.0003063503,0.0006750894,0.0001909815,0.0002316343,0.0002941217,0.0003754343,0.0002091135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001963172,"about_ca_system_score_gemma":0.0002060359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001489471,"about_ca_topic_score_gemma":0.001225172,"domain_scores_codex":[0.9997209,0.00008904292,0.00003150766,0.00007395941,0.00004670784,0.00003793585],"domain_scores_gemma":[0.9984953,0.0003168687,0.0006632716,0.0001659304,0.000164932,0.0001936488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003908187,0.00001550823,0.9959598,0.00001092183,0.00003910151,0.00005778769,0.00002259565,0.00004013309,0.002113834,0.00001862536,0.00002772927,0.001303135],"study_design_scores_gemma":[0.000002724374,0.00006158803,0.998754,0.000002606748,0.00002742213,0.0002256207,0.00004456045,0.000207444,0.0005629132,0.00003751829,0.00007108791,0.000002518145],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986264,0.0004307276,0.0003462841,0.00002456582,0.000005415678,0.000005625874,0.0001944975,0.000009758935,0.0003567451],"genre_scores_gemma":[0.9996171,0.00005616147,0.0001177236,0.00000724033,0.000003672333,0.000002706484,0.000103136,0.000002096637,0.00009019167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001489471,"threshold_uncertainty_score":0.004868686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02935877149520819,"score_gpt":0.320640865907851,"score_spread":0.2912820944126428,"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."}}