{"id":"W2338518339","doi":"10.1016/j.hpb.2016.02.050","title":"The many faces of ALPPS: Surgical indications and techniques among international registry surgeons","year":2016,"lang":"en","type":"article","venue":"HPB","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Perioperative; Surgery; Demographics; Hepatectomy; Hepatoduodenal ligament; General surgery; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003485853,0.0002451953,0.0002392316,0.0016485,0.001604354,0.001860615,0.0004030435,0.0007294797,0.004488329],"category_scores_gemma":[0.007941517,0.0002590881,0.0002612805,0.00197898,0.001445279,0.003000355,0.001697899,0.001631301,0.0007840018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006408042,"about_ca_system_score_gemma":0.001651943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001706118,"about_ca_topic_score_gemma":0.004277111,"domain_scores_codex":[0.998628,0.0005056972,0.0001343995,0.0001523873,0.000298587,0.0002809994],"domain_scores_gemma":[0.9958363,0.001231599,0.001097155,0.0002740296,0.000496938,0.001064021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001944244,0.000118484,0.7858087,0.0001221779,0.00003298515,0.001592336,0.005026441,0.0002143365,0.001236582,0.006549463,0.01483261,0.1842715],"study_design_scores_gemma":[0.00003123004,0.0002560466,0.8102474,0.001368607,0.00007783435,0.0266071,0.07443669,0.001366199,0.0009320611,0.0106805,0.07381876,0.0001775426],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8732092,0.03071969,0.003752933,0.05953984,0.0009934704,0.00005940248,0.0005149846,0.00009090022,0.03111962],"genre_scores_gemma":[0.9771178,0.01328732,0.002847751,0.004326806,0.0007848852,0.00002988196,0.0002202023,0.00006372916,0.001321594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004488329,"threshold_uncertainty_score":0.01843518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03310128429593272,"score_gpt":0.2671947128192331,"score_spread":0.2340934285233004,"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."}}