{"id":"W2782610909","doi":"10.1016/j.bbmt.2018.01.017","title":"Choosing Wisely BMT: American Society for Blood and Marrow Transplantation and Canadian Blood and Marrow Transplant Group's List of 5 Tests and Treatments to Question in Blood and Marrow Transplantation","year":2018,"lang":"en","type":"review","venue":"Biology of Blood and Marrow Transplantation","topic":"Neutropenia and Cancer Infections","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"CancerCare Manitoba; University of Manitoba; Ottawa Hospital; Princess Margaret Cancer Centre; University of Toronto; St. Michael's Hospital; University of Calgary; Kingston Health Sciences Centre; Queen's University","funders":"American Society for Blood and Marrow Transplantation","keywords":"Medicine; Bone transplantation; Bone marrow transplantation; Transplantation; Bone marrow; Oncology; Internal medicine; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0005342354,0.0008254703,0.001911889,0.0007002224,0.0003161027,0.00006210698,0.00009792257,0.0006371519,0.000007656315],"category_scores_gemma":[0.00001702909,0.0007685626,0.0002191226,0.0004071114,0.0007696772,0.0002791516,0.00001049977,0.0003504061,2.428771e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004056201,"about_ca_system_score_gemma":0.0002609666,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01192388,"about_ca_topic_score_gemma":0.04511012,"domain_scores_codex":[0.9965827,0.0002890977,0.001121587,0.001187973,0.0002063592,0.0006122183],"domain_scores_gemma":[0.9982075,0.0003939871,0.0005090371,0.0002228295,0.00013491,0.0005317542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004361261,0.001754751,0.2985132,0.1559802,0.006765086,0.0004345882,0.0125079,0.000001979392,0.2944079,0.0009502466,0.00004367049,0.2242793],"study_design_scores_gemma":[0.1043361,0.03697076,0.3911099,0.08759906,0.2848897,0.0394359,0.001361648,0.00008436348,0.03639385,0.0009796708,0.009446302,0.007392704],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.7757796,0.2176056,0.0001351121,0.0002234686,0.0001146136,0.002628857,0.003424506,0.00004085788,0.0000474117],"genre_scores_gemma":[0.4462227,0.550656,0.001118456,0.0000746189,0.00007933189,0.0002185136,0.001560942,0.0000514705,0.00001793166],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3330505,"threshold_uncertainty_score":0.9994766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02157782880378141,"score_gpt":0.3062802706658558,"score_spread":0.2847024418620744,"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."}}