{"id":"W2606040166","doi":"10.1111/tid.12706","title":"A national survey of screening and management of hypogammaglobulinemia in Canadian transplantation centers","year":2017,"lang":"en","type":"article","venue":"Transplant Infectious Disease","topic":"Immunodeficiency and Autoimmune Disorders","field":"Immunology and Microbiology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Hypogammaglobulinemia; Transplantation; Internal medicine; Hematopoietic cell; Antibody; Hematopoietic stem cell transplantation; Pediatrics; Immunology; Haematopoiesis; Stem cell","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":[0.001075381,0.0002186868,0.0002157405,0.0009359577,0.001770551,0.0006745829,0.0009651934,0.0003657256,0.002041627],"category_scores_gemma":[0.002842337,0.0002410978,0.0002103377,0.003141692,0.0005753916,0.0002718025,0.0006581343,0.0005170339,0.0002213913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01729236,"about_ca_system_score_gemma":0.0244462,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9714743,"about_ca_topic_score_gemma":0.9767281,"domain_scores_codex":[0.9986004,0.0001409566,0.0001027701,0.0001270438,0.0006292164,0.0003996112],"domain_scores_gemma":[0.9954669,0.0002958291,0.001070246,0.00006484932,0.001667829,0.001434364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002781385,0.00004350467,0.9924057,0.00007511235,0.00001107691,0.00008358662,0.001287449,0.00005268188,0.0002040055,0.00003700258,0.002172584,0.003599451],"study_design_scores_gemma":[0.000002569887,0.00002556308,0.9972461,0.0000244425,0.000003249894,0.00004754848,0.001459849,0.00008597019,0.00002708678,0.000003849354,0.001069555,0.000004131085],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912237,0.0004677899,0.00008380743,0.0007525866,0.00001008351,0.0001142191,0.00411689,0.00001454955,0.003216369],"genre_scores_gemma":[0.9963745,0.0006244673,0.0002716186,0.000476035,0.000006605726,0.0000398132,0.001601185,0.0000034192,0.0006022713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02852565,"threshold_uncertainty_score":0.1254655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0160645822156462,"score_gpt":0.2492667792955035,"score_spread":0.2332021970798573,"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."}}