{"id":"W4307776418","doi":"10.1038/s41375-022-01738-3","title":"Impact of pre-transplant induction and consolidation cycles on AML allogeneic transplant outcomes: a CIBMTR analysis in 3113 AML patients","year":2022,"lang":"en","type":"article","venue":"Leukemia","topic":"Acute Myeloid Leukemia Research","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Cancer Moonshot; St. Jude Children's Research Hospital; National Institute of Allergy and Infectious Diseases; Office of Naval Research; Legend Biotech; Agios Pharmaceuticals; Takeda Oncology; AstraZeneca; Genentech; Adaptive Biotechnologies; Health Resources and Services Administration; National Institutes of Health; MorphoSys; Seagen; CTI Biopharma; CareDx; BeiGene; Swedish Orphan Biovitrum; Astellas Pharma; GlaxoSmithKline; Kiadis Pharma; Pharmacyclics; bluebird bio; Sanofi; TG Therapeutics; Medac; Jazz Pharmaceuticals; Omeros Corporation; Vertex Pharmaceuticals; StemCyte; CSL Behring; Novartis Pharmaceuticals Corporation; National Center for Advancing Translational Sciences; HistoGenetics; Atara Biotherapeutics; Actinium Pharmaceuticals; National Cancer Institute; Incyte; Servier; Gilead Sciences; Moonshot Research and Development Program; Celgene; Bristol-Myers Squibb; Amgen; National Heart, Lung, and Blood Institute; Pfizer; Mallinckrodt Pharmaceuticals; Astellas Pharma US","keywords":"Medicine; Internal medicine; Hematopoietic cell; Transplantation; Oncology; Surgery; Haematopoiesis; Stem cell","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001197449,0.0003191281,0.0006763886,0.000557393,0.0003991391,0.001132135,0.0006561705,0.0004632359,0.002190678],"category_scores_gemma":[0.002094265,0.0002633684,0.00140833,0.001446815,0.0003836071,0.0006258723,0.00071934,0.001008776,0.0002766729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001119229,"about_ca_system_score_gemma":0.0010014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006278063,"about_ca_topic_score_gemma":0.009871718,"domain_scores_codex":[0.9987323,0.0002763211,0.0001170588,0.0003365524,0.0001892809,0.0003484794],"domain_scores_gemma":[0.9984758,0.0003556182,0.0006486381,0.000161765,0.00007500994,0.0002832228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003539892,0.0001388209,0.987489,0.00002928682,0.0005833991,0.0001035579,0.0001037963,0.0006038935,0.000515128,0.00008512312,0.0003392724,0.006468719],"study_design_scores_gemma":[0.00008194653,0.0005055139,0.9977456,0.00001120471,0.0003208404,0.0001853607,0.0002215113,0.0004430423,0.000114801,0.00006530457,0.0002950726,0.000009786716],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998794,0.0002491467,0.00006805656,0.00004022819,0.000004166736,0.000006996874,0.0005584399,0.000003264774,0.0002756522],"genre_scores_gemma":[0.9984987,0.00007849017,0.0000509392,0.00004600999,0.000008695659,0.000008173015,0.00114357,0.000005061579,0.0001604281],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006278063,"threshold_uncertainty_score":0.01248306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01866235932603248,"score_gpt":0.309592299763738,"score_spread":0.2909299404377055,"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."}}