{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02632559,0.002110273,0.002327684,0.0008293577,0.00266372,0.004003854,0.002111664,0.004784627,0.118301],"category_scores_gemma":[0.04047443,0.001366916,0.002168063,0.0011452,0.00177239,0.00154577,0.001909542,0.004858455,0.02789397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004077435,"about_ca_system_score_gemma":0.01846427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001459534,"about_ca_topic_score_gemma":0.003834381,"domain_scores_codex":[0.9825779,0.01231444,0.00166747,0.001385849,0.001394232,0.0006601252],"domain_scores_gemma":[0.97465,0.007167955,0.004371847,0.00407989,0.007045563,0.002684677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.3581216,0.01068097,0.002837889,0.03175573,0.0009604832,0.0002702297,0.0007367336,0.001575671,0.002816437,0.01535854,0.4472487,0.127637],"study_design_scores_gemma":[0.3991693,0.02162002,0.007332779,0.01500983,0.00082343,0.0002320334,0.0003256965,0.001445296,0.001831171,0.007290954,0.5447495,0.0001699037],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.005052245,0.00123631,0.004957095,0.001749073,0.001517269,0.949561,0.01613302,0.0003578663,0.01943615],"genre_scores_gemma":[0.004986891,0.0004671023,0.006605634,0.00103572,0.0002404508,0.9771177,0.003777915,0.0000655496,0.005703173],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.118301,"threshold_uncertainty_score":0.3957564,"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."}}