{"id":"W2955404817","doi":"10.1002/hep.30838","title":"Charting the Path Forward for Risk Prediction in Liver Transplant for Hepatocellular Carcinoma: International Validation of HALTHCC Among 4,089 Patients","year":2019,"lang":"en","type":"article","venue":"Hepatology","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"American Society of Transplant Surgeons","keywords":"Hepatocellular carcinoma; Medicine; Milan criteria; Liver transplantation; Cohort; Internal medicine; Hazard ratio; Gastroenterology; Proportional hazards model; Carcinoma; Liver disease; Transplantation; Oncology; Confidence interval","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":[0.007104285,0.0003285194,0.0002572562,0.001449121,0.0004552408,0.001231674,0.0007408575,0.0003110669,0.0005622574],"category_scores_gemma":[0.01637147,0.000173446,0.000434181,0.001263471,0.0005343917,0.000651715,0.001111708,0.0007076222,0.0003141063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005052165,"about_ca_system_score_gemma":0.0009027825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00716468,"about_ca_topic_score_gemma":0.007159029,"domain_scores_codex":[0.9977865,0.0009315042,0.0002846042,0.0003909041,0.0004510478,0.0001553579],"domain_scores_gemma":[0.9893875,0.002602261,0.003286619,0.001913166,0.002302375,0.0005080535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000565679,0.00001265705,0.9969753,0.000003839203,0.00002218867,0.00001369914,0.00009710071,0.0001880927,0.00008584886,0.00003315642,0.0001507042,0.002360878],"study_design_scores_gemma":[0.00001950207,0.0001334664,0.993895,0.00001492748,0.00003740277,0.0001384888,0.0002893002,0.00427083,0.0004358947,0.0001085623,0.0006471456,0.000009484999],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974169,0.000114266,0.001116024,0.0001048099,0.00001447933,0.00004132484,0.0004991465,0.0000165844,0.0006764891],"genre_scores_gemma":[0.9980037,0.00004148372,0.001000546,0.00002257824,0.000009875505,0.00003307598,0.0007778706,0.000005900039,0.0001050439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00716468,"threshold_uncertainty_score":0.03757155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02713301148858569,"score_gpt":0.2314447540876013,"score_spread":0.2043117425990156,"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."}}