{"id":"W4284663846","doi":"10.1007/s00270-022-03176-1","title":"Dragon 1 Protocol Manuscript: Training, Accreditation, Implementation and Safety Evaluation of Portal and Hepatic Vein Embolization (PVE/HVE) to Accelerate Future Liver Remnant (FLR) Hypertrophy","year":2022,"lang":"en","type":"article","venue":"CardioVascular and Interventional Radiology","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Ottawa Hospital","funders":"National Center for Advancing Translational Sciences; KWF Kankerbestrijding; National Institute for Health and Care Research; Abbott Vascular; Universiteit Maastricht; Guerbet; Maastricht Universitair Medisch Centrum; National Cancer Institute; Rush University","keywords":"Medicine; Muscle hypertrophy; Clinical endpoint; Portal vein embolization; Randomized controlled trial; Radiology; Multicenter trial; Hepatectomy; Surgery; Internal medicine; Resection; Multicenter study","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":[0.001372256,0.0001595694,0.0004270328,0.0001989328,0.0001849187,0.00001777158,0.00004122646,0.00006602819,0.0004066095],"category_scores_gemma":[0.00005221887,0.0001479805,0.00028743,0.0001490755,0.00006219016,0.0001188945,0.00007507239,0.0001082792,8.621797e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008954832,"about_ca_system_score_gemma":0.0001057877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004680532,"about_ca_topic_score_gemma":0.0000111007,"domain_scores_codex":[0.9980273,0.0005578393,0.0004307418,0.000370491,0.0004537685,0.0001598297],"domain_scores_gemma":[0.9993355,0.00002569393,0.0001196836,0.0001584285,0.0002583679,0.0001023634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002494993,0.000557236,0.3796238,0.001364396,0.006327921,0.0002151904,0.008636464,0.0002605559,0.004062704,0.003922977,0.004006778,0.588527],"study_design_scores_gemma":[0.01426711,0.004968173,0.9202701,0.0001374617,0.003299537,0.002105048,0.004333558,0.009953647,0.001104792,0.0007334722,0.03839465,0.0004323884],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.978624,0.004066437,0.001109626,0.0003293231,0.0001886499,0.01538817,0.00006666216,0.00001675648,0.0002103489],"genre_scores_gemma":[0.9867399,0.0001084259,0.0003937778,0.000100173,0.0001973199,0.01168578,0.0007157707,0.00001758965,0.00004123095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5880946,"threshold_uncertainty_score":0.6034471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08027426357443386,"score_gpt":0.3115336840953499,"score_spread":0.2312594205209161,"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."}}