{"id":"W3134816577","doi":"10.1093/bjs/znaa149","title":"Preoperative portal vein or portal and hepatic vein embolization: DRAGON collaborative group analysis","year":2021,"lang":"en","type":"article","venue":"British journal of surgery","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":100,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Portal vein embolization; Portal vein; Embolization; Right gastric vein; Vein; Portal venous pressure; Surgery; Radiology; Portal hypertension; Hepatectomy; Internal medicine; Cirrhosis; Resection","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004870949,0.0001729099,0.0009199489,0.0002950827,0.0001293005,0.0001638778,0.00003737647,0.0001041323,0.001192471],"category_scores_gemma":[0.0004952892,0.0001628465,0.0003642025,0.001444055,0.0000805403,0.0003544834,0.00002603965,0.000207423,0.000002901938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004218143,"about_ca_system_score_gemma":0.0007072115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004703406,"about_ca_topic_score_gemma":0.0002588854,"domain_scores_codex":[0.998117,0.0002340166,0.0007522521,0.0002410875,0.000434206,0.0002214106],"domain_scores_gemma":[0.9981012,0.0002705207,0.0003606173,0.0001164634,0.0008722226,0.0002789534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002066163,0.0004127533,0.9195979,0.00006849586,0.002261205,0.06544352,0.0003806533,0.00000227529,0.0002061877,0.00001724433,0.002501973,0.00890117],"study_design_scores_gemma":[0.002008998,0.0005094758,0.9593378,0.0008857565,0.005008522,0.02400951,0.002024947,0.0005207412,0.003984751,0.00003359081,0.001303524,0.0003723844],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985118,0.01327045,0.0001942958,0.0003329989,0.0001793682,0.000161001,0.00005315363,0.0000134728,0.0006772527],"genre_scores_gemma":[0.9941308,0.003780463,0.0007036551,0.0001767299,0.0002364639,0.000009673396,0.0002486257,0.00002279642,0.0006907179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04143401,"threshold_uncertainty_score":0.9997206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05074125850455351,"score_gpt":0.2551088325850794,"score_spread":0.2043675740805259,"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."}}