{"id":"W2341434523","doi":"10.1016/j.hpb.2016.02.033","title":"Optimizing ALPPS outcomes, surgical experience or appropriate patients selection?","year":2016,"lang":"en","type":"article","venue":"HPB","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Hepatectomy; Blood loss; Surgery; Cohort; Retrospective cohort study; Blood transfusion; Single Center; Stage (stratigraphy); American society of anesthesiologists; Internal medicine; 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":[],"consensus_categories":[],"category_scores_codex":[0.00004673787,0.0001255532,0.0002382219,0.00004513796,0.00009067862,0.00001100408,0.00005797383,0.00004634064,0.000362657],"category_scores_gemma":[0.00007361767,0.00006280759,0.00008016887,0.0001238809,0.00005610646,0.00008184556,0.00005382211,0.00006458488,0.0001040418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008230218,"about_ca_system_score_gemma":0.00003968995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002887864,"about_ca_topic_score_gemma":0.00001560425,"domain_scores_codex":[0.9990922,0.00001705126,0.000172684,0.0002493727,0.0002242528,0.0002445056],"domain_scores_gemma":[0.9995477,0.00005814321,0.00004151379,0.0001605771,0.00008860091,0.0001035022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003087854,0.0001185294,0.9640859,0.00001601453,0.00006648913,0.00004399927,0.001119885,2.465045e-7,0.0002130918,0.0000159011,0.002078712,0.03193241],"study_design_scores_gemma":[0.005825396,0.0003989892,0.9288702,0.00009978718,0.00005917167,0.0000554549,0.000220818,0.00004163169,0.0007828631,0.000006579702,0.06340593,0.000233191],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958171,0.0001759241,0.0005100152,0.0005458618,0.0003141953,0.0002329037,0.000004480482,0.0001032464,0.002296262],"genre_scores_gemma":[0.9904983,0.00006957394,0.001767459,0.0002876464,0.0001631274,0.00006027322,0.000002896638,0.0000172462,0.007133487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06132722,"threshold_uncertainty_score":0.3970839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0286956089572785,"score_gpt":0.2966653566036532,"score_spread":0.2679697476463747,"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."}}