{"id":"W3048618723","doi":"10.1016/j.hpb.2020.06.014","title":"Perioperative blood transfusion and resection of colorectal cancer liver metastases: outcomes in routine clinical practice","year":2020,"lang":"en","type":"article","venue":"HPB","topic":"Blood transfusion and management","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; Queen's University","funders":"Ontario Ministry of Health and Long-Term Care; Canada Foundation for Innovation; Institute for Clinical Evaluative Sciences","keywords":"Medicine; Perioperative; Colorectal cancer; Blood transfusion; Resection; Clinical Practice; General surgery; Cancer; Surgery; Internal medicine; Physical therapy","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007013151,0.0001896037,0.0003940462,0.0008284801,0.0003817554,0.001205735,0.0003054235,0.000699946,0.001109361],"category_scores_gemma":[0.009743527,0.0001552554,0.0003424301,0.001812895,0.0003373679,0.0009199099,0.0007248627,0.0009355533,0.0001691196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007122146,"about_ca_system_score_gemma":0.0007693568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0037112,"about_ca_topic_score_gemma":0.003714793,"domain_scores_codex":[0.9990827,0.0002228567,0.0001432032,0.0001270294,0.0002513828,0.0001728022],"domain_scores_gemma":[0.995242,0.0008735393,0.002581287,0.0001339055,0.000468587,0.0007006706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002032428,0.00007987516,0.9894029,0.0000526469,0.0000631417,0.0001555279,0.0001241787,0.00008062665,0.00006210406,0.00008107695,0.0003962369,0.009298462],"study_design_scores_gemma":[0.00001109054,0.0001931741,0.9971873,0.00008805199,0.00005387261,0.0007370893,0.0006759843,0.0003496341,0.00006175152,0.0001905534,0.0004412635,0.00001019144],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993,0.004074479,0.0001670216,0.0006729018,0.00004851907,0.00001195711,0.0002827005,0.000007108825,0.001735218],"genre_scores_gemma":[0.997419,0.00171496,0.000136161,0.0001268381,0.00008265896,0.000008897699,0.0003778063,0.00000259155,0.0001310705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0037112,"threshold_uncertainty_score":0.007379174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04434074992096448,"score_gpt":0.3610675453114377,"score_spread":0.3167267953904732,"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."}}