{"id":"W4404193227","doi":"10.1111/ctr.15478","title":"Novel Scoring System for Ranking Hematopoietic Stem Cell Transplantation","year":2024,"lang":"en","type":"article","venue":"Clinical Transplantation","topic":"Hematopoietic Stem Cell Transplantation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Janssen Research and Development; National Institute of Environmental Health Sciences; National Institute of Allergy and Infectious Diseases; Office of Naval Research; Alexion Pharmaceuticals; bluebird bio; Pharmacyclics; Takeda Oncology; Actinium Pharmaceuticals; U.S. Public Health Service; Adaptive Biotechnologies; Health Resources and Services Administration; Legend Biotech; CytoSen Therapeutics; DKMS Foundation; MorphoSys; Seagen; Pediatric Transplantation and Cellular Therapy Consortium; CareDx; BeiGene; Swedish Orphan Biovitrum; Astellas Pharma; GlaxoSmithKline; Kiadis Pharma; Medac; Jazz Pharmaceuticals; Medical College of Wisconsin; AbbVie; Omeros Corporation; Vertex Pharmaceuticals; Atara Biotherapeutics; National Cancer Institute; Gilead Sciences; National Marrow Donor Program; Mallinckrodt Pharmaceuticals; Kyowa Hakko Kirin; Merck; CSL Behring; Bristol-Myers Squibb; AstraZeneca; Astellas Pharma US; Gateway for Cancer Research; Amgen; National Heart, Lung, and Blood Institute; Novartis Pharmaceuticals Corporation; Incyte; Pfizer; Sanofi; HistoGenetics","keywords":"Medicine; Hematopoietic stem cell transplantation; Transplantation; Scoring system; Stem cell; Hematopoietic cell; Haematopoiesis; Ranking (information retrieval); Oncology; Immunology; Internal medicine; Information retrieval; Genetics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001391567,0.0003646202,0.0006719611,0.000271086,0.0001758935,0.000121371,0.0001365757,0.0003727429,0.00002781308],"category_scores_gemma":[0.00001114456,0.0003410442,0.0005462944,0.000390479,0.00009183131,0.0002990957,0.000003799693,0.0003983722,0.0001473947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001192969,"about_ca_system_score_gemma":0.0002128863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009063307,"about_ca_topic_score_gemma":0.000005488743,"domain_scores_codex":[0.9965315,0.0001075616,0.001522357,0.0008515807,0.0005212823,0.0004657489],"domain_scores_gemma":[0.9973831,0.001753641,0.0001450667,0.0003124911,0.0001446638,0.0002610994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.01042608,0.001724146,0.0127315,0.3577641,0.001362092,0.003033614,0.02544625,0.001064726,0.4757057,0.03728987,0.0003082332,0.0731437],"study_design_scores_gemma":[0.05354907,0.003687908,0.04072054,0.05655531,0.02086139,0.01718064,0.006497608,0.06603941,0.7268327,0.0008131778,0.003518194,0.003743983],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2891571,0.000517397,0.7020954,0.0002218817,0.002081425,0.001770772,0.0002412325,0.0007517567,0.003162941],"genre_scores_gemma":[0.9853177,0.001010071,0.01164602,0.0001237076,0.0005561017,0.0002368754,0.0006673545,0.0001167684,0.0003253842],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6961606,"threshold_uncertainty_score":0.9999042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07240195832031382,"score_gpt":0.3534087169792773,"score_spread":0.2810067586589635,"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."}}