{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001955817,0.000151631,0.0003358316,0.0003722638,0.0007358463,0.001514194,0.0006371338,0.0007940075,0.001614198],"category_scores_gemma":[0.02246484,0.0001408159,0.0002821648,0.0007771097,0.0007849247,0.001995977,0.0005594981,0.001385475,0.0005481711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009032773,"about_ca_system_score_gemma":0.002683302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004383036,"about_ca_topic_score_gemma":0.01206207,"domain_scores_codex":[0.9986754,0.0004999813,0.0001724607,0.0001107877,0.0003284532,0.0002128762],"domain_scores_gemma":[0.9923153,0.001295636,0.003449022,0.0002204701,0.0009374233,0.001782062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003721158,0.0003034006,0.8779897,0.0001382699,0.00005539138,0.0002822611,0.0009759957,0.0001203944,0.0001870568,0.0003855835,0.0122445,0.1069453],"study_design_scores_gemma":[0.0001206074,0.00143552,0.9628805,0.00120107,0.0001505195,0.002042758,0.009309626,0.0007194339,0.0005177934,0.002608934,0.01895372,0.00005953909],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.8529692,0.008459193,0.0007757611,0.1308677,0.001187573,0.00006139459,0.0002690838,0.00004585757,0.005364247],"genre_scores_gemma":[0.9821775,0.005250778,0.001527034,0.009432573,0.0009396528,0.00004399788,0.0002215034,0.0000156598,0.0003914309],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.004383036,"threshold_uncertainty_score":0.01034349,"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."}}