{"id":"W2735159650","doi":"10.1016/j.hpb.2017.02.370","title":"Hepatectomy transfusion requirements in Alberta: decreased blood loss in liver surgery","year":2017,"lang":"en","type":"article","venue":"HPB","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Hepatectomy; Blood transfusion; Perioperative; Surgery; Hepatocellular carcinoma; Malignancy; Resection; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0003662432,0.0001570974,0.0001722022,0.0005974318,0.0007713083,0.0008018872,0.0007573092,0.0005112581,0.002607217],"category_scores_gemma":[0.001571707,0.0001251861,0.0001871908,0.001726846,0.000397587,0.000264232,0.0004401908,0.0006097796,0.000151014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009137131,"about_ca_system_score_gemma":0.008762572,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8829325,"about_ca_topic_score_gemma":0.9367632,"domain_scores_codex":[0.9996663,0.00005084415,0.00001962139,0.00003292421,0.0001075761,0.000122594],"domain_scores_gemma":[0.999074,0.00007951831,0.0002367505,0.00001779099,0.0002410602,0.0003509014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004326791,0.0001373826,0.9845421,0.00002532219,0.00002856216,0.0004753532,0.0002225358,0.0002952104,0.0003385778,0.0001611957,0.001727423,0.01161365],"study_design_scores_gemma":[0.00001476548,0.00004225766,0.998341,0.00001288819,0.00001218137,0.0001247574,0.0005761221,0.0002054417,0.0000475471,0.00004067229,0.0005792831,0.00000316512],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934689,0.0005883484,0.00009553739,0.00160976,0.0000285461,0.00001095824,0.0005538971,0.000009985652,0.00363406],"genre_scores_gemma":[0.9972727,0.0003915009,0.0001499149,0.000400731,0.00002383534,0.000004674276,0.0003850855,0.000005463745,0.001366235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1170675,"threshold_uncertainty_score":0.2355139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07944785412216264,"score_gpt":0.3505187523481328,"score_spread":0.2710708982259702,"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."}}