{"id":"W3044553904","doi":"10.1016/j.jhep.2020.07.025","title":"aMAP risk score predicts hepatocellular carcinoma development in patients with chronic hepatitis","year":2020,"lang":"en","type":"article","venue":"Journal of Hepatology","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":349,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"Cilag; Medical Research Council; Guangdong Provincial Pearl River Talents Program; Norgine; Eisai; National Natural Science Foundation of China; Duke Clinical Research Institute; National Institute for Health and Care Research; Ipsen; H. Lundbeck A/S; Cancer Research UK; Gilead Sciences; GlaxoSmithKline; National Major Science and Technology Projects of China; Alexion Pharmaceuticals; Pfizer; Vir Biotechnology; Bristol-Myers Squibb","keywords":"Hepatocellular carcinoma; Chronic hepatitis; Medicine; Internal medicine; Gastroenterology; Hepatitis a virus; Oncology; Immunology; Virus","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001342967,0.0003711106,0.0003662589,0.0008068913,0.0002605367,0.0005004296,0.0002382535,0.0003483376,0.001305021],"category_scores_gemma":[0.004414045,0.0001266516,0.0004774782,0.0006530518,0.0002251425,0.0004135232,0.0006785127,0.000602811,0.000239321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002025485,"about_ca_system_score_gemma":0.0002996295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008585701,"about_ca_topic_score_gemma":0.0008812085,"domain_scores_codex":[0.9994605,0.0002005807,0.00008529016,0.00007933527,0.0001149195,0.00005930106],"domain_scores_gemma":[0.9971285,0.0007079869,0.001203557,0.0001292136,0.0003610411,0.0004697657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001371812,0.00001209192,0.9981515,0.000005505923,0.0000314678,0.00001674532,0.000008708907,0.00008927809,0.00005888346,0.0000102374,0.00008090123,0.001397584],"study_design_scores_gemma":[0.0000276689,0.0002599415,0.9968925,0.00001070009,0.00006683889,0.0003564218,0.0000481125,0.001869754,0.0001254511,0.0001127985,0.0002240521,0.000005823565],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984128,0.0002822806,0.0003213999,0.0000967798,0.00001155564,0.00001588443,0.0002633368,0.000008385437,0.0005874475],"genre_scores_gemma":[0.9991168,0.00006107407,0.0003308356,0.00001809908,0.00001521301,0.00001192492,0.000359717,0.00000148001,0.00008479716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001342967,"threshold_uncertainty_score":0.00710237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02897853754887042,"score_gpt":0.2095171553436609,"score_spread":0.1805386177947905,"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."}}