{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002861425,0.0009959427,0.0008122486,0.003200491,0.0004380704,0.001693706,0.000931273,0.0006085777,0.003311957],"category_scores_gemma":[0.00820215,0.0001808883,0.0005966534,0.001786148,0.0003487676,0.0009429618,0.001058219,0.0007705593,0.001442586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008221164,"about_ca_system_score_gemma":0.001210634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00206931,"about_ca_topic_score_gemma":0.001639445,"domain_scores_codex":[0.9977139,0.0005343904,0.0003124292,0.0003172161,0.0009485193,0.0001735412],"domain_scores_gemma":[0.9955155,0.00123937,0.0008101935,0.0002600403,0.001876133,0.0002987912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001322391,0.0005928562,0.4134369,0.0003237083,0.0005123063,0.0003333389,0.0002156646,0.02433441,0.02065465,0.003772219,0.01648211,0.5180195],"study_design_scores_gemma":[0.0004496738,0.002180633,0.25609,0.0001520705,0.0004578985,0.002969738,0.0004748078,0.6932666,0.0180859,0.01125042,0.01433855,0.0002836846],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.6063576,0.001578511,0.3730443,0.0007165308,0.0005040624,0.001003551,0.004834935,0.002297664,0.009662928],"genre_scores_gemma":[0.8214996,0.0002878257,0.1717787,0.0001245835,0.0001928425,0.0003926976,0.004116914,0.00006937109,0.001537486],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.003311957,"threshold_uncertainty_score":0.01513284,"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."}}