{"id":"W3006558871","doi":"10.1007/s10620-020-06135-3","title":"Fibrolamellar Hepatocellular Carcinoma: A Population-Based Observational Study","year":2020,"lang":"en","type":"article","venue":"Digestive Diseases and Sciences","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Hepatocellular carcinoma; Hepatology; Transplant surgery; Observational study; Medicine; Internal medicine; Population; Carcinoma; General surgery; Gastroenterology; Oncology; Pathology; Radiology; Environmental health","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":[0.0000821822,0.0001533864,0.0002310094,0.00005714331,0.0002922401,0.00007035136,0.00007278894,0.00002850286,0.00007558514],"category_scores_gemma":[0.0001372269,0.0001169109,0.00009178233,0.0003782805,0.000125666,0.0001201977,0.00002923882,0.00005350805,0.000009611383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001944785,"about_ca_system_score_gemma":0.0001836289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001680191,"about_ca_topic_score_gemma":6.918081e-7,"domain_scores_codex":[0.9987779,0.00005794339,0.0001724545,0.0004127765,0.000393142,0.0001857444],"domain_scores_gemma":[0.9993336,0.0001185583,0.00005261345,0.00008871452,0.00007576287,0.0003307922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009257966,0.0002553062,0.9987291,0.00003367344,0.00002257484,0.0001106604,0.0002518555,0.00001151085,0.00005085352,0.0001279661,0.00003572635,0.0002781793],"study_design_scores_gemma":[0.0008406368,0.001120871,0.9448778,0.00001576844,0.0001778876,0.000001540921,0.0004047017,0.052248,0.00006216799,0.00005613935,0.00007044661,0.0001240655],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951612,0.001057826,0.0000383688,0.00282886,0.00002632266,0.0006760375,0.00004546174,0.00005137705,0.000114489],"genre_scores_gemma":[0.9987082,0.000005592154,0.0002197378,0.0008079651,0.00008378906,0.00004477661,0.000104017,0.000008436035,0.0000174935],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05385134,"threshold_uncertainty_score":0.476749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1614386992207609,"score_gpt":0.2995541592877461,"score_spread":0.1381154600669852,"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."}}