{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008817137,0.000370357,0.0005185819,0.0005528777,0.002598972,0.001625112,0.0006381995,0.02147764,0.005845647],"category_scores_gemma":[0.008147396,0.0003433286,0.0009050721,0.0006147593,0.001461844,0.001640317,0.0008025656,0.01445362,0.002406058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002212305,"about_ca_system_score_gemma":0.003127451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005461711,"about_ca_topic_score_gemma":0.01060563,"domain_scores_codex":[0.9992648,0.0002202017,0.0001161276,0.0001056677,0.0001059602,0.0001872428],"domain_scores_gemma":[0.998311,0.0006258188,0.0001630885,0.0000698144,0.0002314762,0.0005988689],"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":[0.0005802681,0.0004754886,0.05909062,0.0002582528,0.0001212913,0.1325397,0.0006724737,0.0008335361,0.001890048,0.01122147,0.7445779,0.04773894],"study_design_scores_gemma":[0.0006302228,0.0007829136,0.0394232,0.001081506,0.0002081408,0.216841,0.002869114,0.004239235,0.001426785,0.0422848,0.6899406,0.0002725628],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.01204553,0.00196857,0.0002942253,0.95745,0.01355552,0.0000352916,0.00008834904,0.00002933572,0.01453316],"genre_scores_gemma":[0.1025453,0.003321551,0.001374443,0.8010526,0.07550251,0.0000763947,0.000135972,0.00003409668,0.01595709],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.02147764,"threshold_uncertainty_score":0.01955563,"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."}}