{"id":"W4413965630","doi":"10.1182/bloodadvances.2025016915","title":"Harmonized immune recovery monitoring after HCT: evidence and practical guidance from the Westhafen Intercontinental Group","year":2025,"lang":"en","type":"article","venue":"Blood Advances","topic":"Hematopoietic Stem Cell Transplantation","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital","funders":"NIH Clinical Center; National Cancer Institute; Medac; Swedish Orphan Biovitrum; bluebird bio; Atara Biotherapeutics; Memorial Sloan-Kettering Cancer Center; Les Laboratories Pierre Fabre; Celgene; Sanofi; Bristol-Myers Squibb; National Institutes of Health; U.S. Department of Health and Human Services","keywords":"Immune system; Transplantation; Flow cytometry; Medicine; Hematopoietic cell; CD8; Immunology; Limiting; Oncology; Intensive care medicine; Haematopoiesis; Internal medicine; Stem cell; Biology","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":[0.04500023,0.0009735312,0.002096591,0.002192821,0.0006996018,0.004352223,0.004211523,0.003171704,0.004152115],"category_scores_gemma":[0.05137939,0.0003403646,0.002045425,0.002035885,0.001343224,0.003523825,0.003435899,0.004053897,0.0015418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003082521,"about_ca_system_score_gemma":0.01623902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01104558,"about_ca_topic_score_gemma":0.008135464,"domain_scores_codex":[0.9828598,0.0093763,0.003205298,0.000941525,0.003064382,0.0005526812],"domain_scores_gemma":[0.9611369,0.01603197,0.005565997,0.0020102,0.01352567,0.0017292],"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":[0.0007787492,0.0002281592,0.006767978,0.01161011,0.0004634122,0.0001740814,0.0004242779,0.00139974,0.000823583,0.01074691,0.08380695,0.8827761],"study_design_scores_gemma":[0.0005402052,0.0008186875,0.02013434,0.1179726,0.001411667,0.0003837576,0.0009163974,0.001447175,0.002095915,0.01182822,0.8423335,0.0001175406],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.007570256,0.8241735,0.0199456,0.1168912,0.00565426,0.001563409,0.002468451,0.0005395242,0.0211938],"genre_scores_gemma":[0.1124466,0.6678585,0.1255553,0.07077058,0.004305842,0.00569917,0.006853609,0.0004200775,0.006090241],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04500023,"threshold_uncertainty_score":0.2379869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01957947992131258,"score_gpt":0.3121063447221091,"score_spread":0.2925268648007965,"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."}}