{"id":"W2081334372","doi":"10.5489/cuaj.1002","title":"Blood transfusion and hemostatic agents used during radical cystectomy","year":2013,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Cystectomy; Medicine; Blood loss; Blood transfusion; Hemostatic Agent; Bladder cancer; Surgery; Hemostasis; Internal medicine; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0008526702,0.0001530238,0.0002091218,0.0005479144,0.0004948819,0.0005809856,0.0003405371,0.0003234343,0.001381069],"category_scores_gemma":[0.007850205,0.00009122593,0.0002197538,0.001045192,0.0003410057,0.0002623764,0.0002022426,0.0005825718,0.000132251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001313009,"about_ca_system_score_gemma":0.002007448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03458068,"about_ca_topic_score_gemma":0.04204827,"domain_scores_codex":[0.9984155,0.0003423395,0.0001593134,0.00009192483,0.0007894986,0.0002013691],"domain_scores_gemma":[0.9919308,0.001584063,0.005086161,0.0000899388,0.0007515431,0.0005574977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003995626,0.0001448997,0.9689033,0.0003000187,0.0001054039,0.0002843807,0.0003952374,0.00008078706,0.0005211607,0.00003269669,0.0007978988,0.0280346],"study_design_scores_gemma":[0.000008776474,0.0003469173,0.9957469,0.0001526323,0.00007550201,0.001211294,0.000398345,0.000121303,0.0004817958,0.00001927547,0.001428919,0.000008337881],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986118,0.01019118,0.0002431539,0.0006616099,0.00004474612,0.00002828944,0.0001968899,0.00001401971,0.002502135],"genre_scores_gemma":[0.9963323,0.002689236,0.0003641268,0.0001509619,0.00003735839,0.000009505377,0.0001435572,0.000002242305,0.0002706323],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03458068,"threshold_uncertainty_score":0.06875879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01161565073792682,"score_gpt":0.2262282457200032,"score_spread":0.2146125949820764,"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."}}