{"id":"W3178008094","doi":"10.1016/j.surg.2021.06.006","title":"To Associating Liver Partition and Portal Vein Ligation for Staged Hepatectomy (ALPPS) or Not to ALPPS","year":2021,"lang":"en","type":"letter","venue":"Surgery","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Hepatectomy; Randomized controlled trial; Surgery; Metastasis; Portal vein; Overall survival; Ligation; Internal medicine; Resection; Cancer","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005858451,0.0003156918,0.0007550747,0.000272661,0.0001262362,0.00008834612,0.00003739165,0.0004930507,0.0003275283],"category_scores_gemma":[0.0008576849,0.0002824827,0.0003029688,0.0002771714,0.00001418571,0.00008318714,0.00004313314,0.0003917412,0.00005406712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000163741,"about_ca_system_score_gemma":0.0002639779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001210566,"about_ca_topic_score_gemma":0.00005373486,"domain_scores_codex":[0.9979838,0.0001338232,0.0004548335,0.0005524229,0.0004070264,0.0004680815],"domain_scores_gemma":[0.9981745,0.0009797697,0.0001822022,0.0002494975,0.000227935,0.0001860484],"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":[0.0002536342,0.00005665367,0.165247,0.0007172405,0.0002991151,0.003898376,0.0004621863,1.15693e-7,0.0007187792,0.000001311187,0.8181534,0.01019213],"study_design_scores_gemma":[0.001578992,0.000797174,0.04148556,0.002481728,0.001536157,0.0001353354,0.0001995535,0.0002227143,0.03716975,0.00001863174,0.9130575,0.001316913],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8443508,0.0002512949,0.0001048387,0.1526683,0.0004905667,0.00162492,0.0002883624,0.0001004113,0.0001205009],"genre_scores_gemma":[0.6986493,0.0001143131,0.001443062,0.2792464,0.004197727,0.0009496822,0.007182036,0.0001511595,0.008066265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1457014,"threshold_uncertainty_score":0.9999627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1651563248653708,"score_gpt":0.2853624225706927,"score_spread":0.1202060977053218,"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."}}