{"id":"W7108733746","doi":"10.1182/blood-2025-6182","title":"Understanding secondary immunodeficiency management in patients with hematological malignancies","year":2025,"lang":"en","type":"article","venue":"Blood","topic":"Immunodeficiency and Autoimmune Disorders","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Hypogammaglobulinemia; Rituximab; Multiple myeloma; Chronic lymphocytic leukemia; Lymphoma; Disease; Acute lymphocytic leukemia; Antibody; Immunodeficiency","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0007993429,0.00008549166,0.0001556659,0.0004387399,0.0006500981,0.000575921,0.0003322496,0.0004150961,0.002295707],"category_scores_gemma":[0.004766703,0.00007752886,0.0001963133,0.0005174406,0.0003082202,0.0004790764,0.0004793952,0.0006983824,0.0001724171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002120055,"about_ca_system_score_gemma":0.003033715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1087631,"about_ca_topic_score_gemma":0.1298928,"domain_scores_codex":[0.9995044,0.0001278456,0.00006170671,0.00003751624,0.0001417312,0.0001267269],"domain_scores_gemma":[0.9981977,0.0004603549,0.0006115156,0.00002220095,0.0002952086,0.0004130432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002617101,0.00007929157,0.9739053,0.0001467604,0.0000143985,0.0001909308,0.00208933,0.00006336216,0.0001210739,0.0000857245,0.004154474,0.01912319],"study_design_scores_gemma":[0.00001371516,0.0001459746,0.9835872,0.0003447701,0.00002678806,0.0007667416,0.006110936,0.0002607227,0.0000766087,0.0001229527,0.00853476,0.000008799559],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9708836,0.005875403,0.0001512174,0.01146617,0.00007071948,0.00006982774,0.0005687015,0.00001324636,0.01090112],"genre_scores_gemma":[0.9960097,0.001873266,0.0002114815,0.001385493,0.00003439171,0.00001652437,0.0001693592,0.000001049197,0.0002986124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1087631,"threshold_uncertainty_score":0.2162601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0128063939741955,"score_gpt":0.2040480435896873,"score_spread":0.1912416496154918,"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."}}