{"id":"W4323667916","doi":"10.1038/s41409-023-01924-6","title":"Benchmarking of survival outcomes following Haematopoietic Stem Cell Transplantation (HSCT): an update of the ongoing project of the European Society for Blood and Marrow Transplantation (EBMT) and Joint Accreditation Committee of ISCT and EBMT (JACIE)","year":2023,"lang":"en","type":"article","venue":"Bone Marrow Transplantation","topic":"Acute Myeloid Leukemia Research","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada Auto Workers","funders":"","keywords":"Benchmarking; Medicine; Transplantation; Accreditation; Hematopoietic cell; Medical physics; Stem cell; Internal medicine; Haematopoiesis; Medical education","routes":{"ca_aff":true,"ca_fund":false,"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":[0.1153007,0.0006862764,0.0009997627,0.004371641,0.001170712,0.006222171,0.002386569,0.0006440022,0.001276745],"category_scores_gemma":[0.1231091,0.0002569959,0.0009015352,0.00851181,0.00149296,0.004489714,0.006465695,0.00206305,0.0005279993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005541058,"about_ca_system_score_gemma":0.01457186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01108134,"about_ca_topic_score_gemma":0.009163304,"domain_scores_codex":[0.9259034,0.04246243,0.0116647,0.003432499,0.01465164,0.001885318],"domain_scores_gemma":[0.8689648,0.02972239,0.02529016,0.01295202,0.05619707,0.006873615],"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":[0.0002540556,0.0002852087,0.1521832,0.002499121,0.0003375162,0.0001165465,0.006183775,0.005341657,0.0007750416,0.01632097,0.05260663,0.7630964],"study_design_scores_gemma":[0.0001446686,0.001834118,0.5854157,0.01058107,0.0004127885,0.0008420925,0.01132952,0.01795618,0.007551511,0.02266716,0.3408822,0.0003829334],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4591416,0.06740198,0.2621113,0.1090754,0.005644473,0.005145,0.02602995,0.003976378,0.06147393],"genre_scores_gemma":[0.8132991,0.02101052,0.1249129,0.004428582,0.001185188,0.002389422,0.02948414,0.0008381936,0.002452059],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1153007,"threshold_uncertainty_score":0.6097757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02842894425152235,"score_gpt":0.2748471125128591,"score_spread":0.2464181682613368,"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."}}