{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003008404,0.0001009455,0.0001581856,0.0001611221,0.0001746334,0.000008541524,0.0001401888,0.00005864442,0.00003512748],"category_scores_gemma":[0.0000174397,0.0001056404,0.00004237296,0.0000597602,0.0001809785,0.00009311731,0.000007544423,0.00008178619,0.000003549637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001960393,"about_ca_system_score_gemma":0.0001061805,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2195944,"about_ca_topic_score_gemma":0.07812449,"domain_scores_codex":[0.9992804,0.00007285574,0.0002420984,0.0001484265,0.00004348312,0.0002127161],"domain_scores_gemma":[0.9996419,0.00004066967,0.0001079431,0.0001401933,0.00004982593,0.00001948154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006891396,0.0001720171,0.9908792,0.0004607411,0.0001389087,0.00003166536,0.0004317072,0.0003629077,0.001810689,0.001220958,0.000005603915,0.003796486],"study_design_scores_gemma":[0.00206147,0.00002591488,0.9968377,0.0002370752,0.00005768942,0.000008414621,0.00002337526,0.00006558611,0.0004573646,0.00005381575,0.00007060724,0.0001009929],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949183,0.001878749,0.0001348015,0.00004027952,0.0001251645,0.0001948165,0.000853255,0.000009298237,0.001845272],"genre_scores_gemma":[0.998258,0.001232273,0.000006171034,0.00001685938,4.842483e-7,0.000009372867,0.0004417559,0.000005874572,0.00002921785],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1414699,"threshold_uncertainty_score":0.9386973,"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."}}