{"id":"W2944453934","doi":"10.1111/trf.15335","title":"Can we transfuse wisely in patients undergoing chemotherapy for acute leukemia or autologous stem cell transplantation?","year":2019,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston General Hospital; Queen's University","funders":"Canadian Hematology Society","keywords":"Medicine; Cohort; Hematopoietic stem cell transplantation; Induction chemotherapy; Chemotherapy; Retrospective cohort study; Acute leukemia; Leukemia; Transplantation; Cohort study; Internal medicine; Surgery; Pediatrics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001524108,0.0003097403,0.0005135231,0.0002579651,0.00008590261,0.00001689018,0.0001268441,0.0001670581,0.0002885259],"category_scores_gemma":[0.000001082891,0.0002532155,0.0001970534,0.0003257329,0.0000285025,0.0001151608,0.000004083203,0.000233,0.00002819863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001887132,"about_ca_system_score_gemma":0.0002265218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001295735,"about_ca_topic_score_gemma":0.001500635,"domain_scores_codex":[0.9981831,0.00004544012,0.0004312481,0.0005480545,0.0003517389,0.0004404296],"domain_scores_gemma":[0.9993259,0.0001006476,0.00005280516,0.0003036948,0.00006596783,0.0001509483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.08874337,0.007088198,0.1609187,0.01514203,0.00148457,0.0004289434,0.05623168,0.0008151846,0.109776,0.001782655,0.002063375,0.5555254],"study_design_scores_gemma":[0.3013638,0.01495243,0.5285097,0.002808158,0.003468312,0.00008837394,0.003136598,0.002254254,0.1176097,0.0003752222,0.02301115,0.002422293],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852343,0.00004624677,0.003946166,0.004856342,0.0003338316,0.004161191,0.00005989736,0.0001598076,0.001202258],"genre_scores_gemma":[0.9872877,0.006717882,0.001031705,0.001287826,0.00002896732,0.0001227109,0.0001187276,0.00007749706,0.003326962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5531031,"threshold_uncertainty_score":0.999992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01142958619070243,"score_gpt":0.2496157830446069,"score_spread":0.2381861968539045,"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."}}