{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002395764,0.0003155488,0.0009231907,0.0002926399,0.00007548866,0.00001608296,0.0001823872,0.0001950894,0.0001806766],"category_scores_gemma":[0.0001203065,0.0002351221,0.0001751729,0.0003905428,0.00009813208,0.0001544361,0.00005838165,0.0005822293,0.00004402102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004178018,"about_ca_system_score_gemma":0.001024536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001598483,"about_ca_topic_score_gemma":0.0001558146,"domain_scores_codex":[0.9975516,0.0001861678,0.0009269479,0.0003207187,0.0005485638,0.0004659745],"domain_scores_gemma":[0.9983261,0.00006749366,0.0005918202,0.0002086323,0.0003431502,0.0004628526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001238237,0.0003744385,0.9879187,0.0001464612,0.0002732259,0.003665676,0.0006406409,0.000003174634,0.00003998847,0.000006720445,0.000372294,0.00532043],"study_design_scores_gemma":[0.009360571,0.005286867,0.9744106,0.0001693547,0.0003166265,0.0002895138,0.00001209788,0.001847516,0.003926859,0.000009478756,0.004145631,0.0002249073],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961554,0.001848557,0.0001877452,0.0008960059,0.0001481524,0.0006208299,0.000009230837,0.00002400306,0.0001100167],"genre_scores_gemma":[0.9971203,0.00013379,0.002055299,0.0003754376,0.0001910664,0.00001812936,0.00004514995,0.00004577964,0.00001504209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01350814,"threshold_uncertainty_score":0.9588003,"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."}}