{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003324251,0.00009192702,0.0003360435,0.00004738065,0.00002771593,0.000006686184,0.00002907171,0.00005636291,0.0002624762],"category_scores_gemma":[0.0002851608,0.00007058518,0.00006522899,0.000167985,0.00005861593,0.00009469611,0.00002439341,0.0002074681,0.000003352438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001003371,"about_ca_system_score_gemma":0.0000471337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007999679,"about_ca_topic_score_gemma":0.0007883679,"domain_scores_codex":[0.9990196,0.0001427471,0.0003273588,0.0002300974,0.0001823505,0.00009780675],"domain_scores_gemma":[0.9995804,0.0001255288,0.00005221759,0.00006743089,0.00007481622,0.00009963014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01856735,0.007217221,0.7540999,0.001319867,0.00236403,0.0009654351,0.03309415,0.00004620562,0.06016039,0.001486183,0.001409785,0.1192695],"study_design_scores_gemma":[0.03389281,0.008879508,0.89806,0.0002770891,0.003050242,0.00006788315,0.007701299,0.005106686,0.01570699,0.000002422606,0.02690116,0.0003539085],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910659,0.0006200518,0.0003431566,0.00610848,0.00009061431,0.0006399108,0.00001393101,0.00002133176,0.001096627],"genre_scores_gemma":[0.9889926,0.004819542,0.003507221,0.002447532,0.00004980873,0.00003103854,0.000006491523,0.00001079373,0.0001350126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1439601,"threshold_uncertainty_score":0.287838,"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."}}