{"id":"W4377826847","doi":"10.1016/j.clml.2023.05.008","title":"Recommendations for Management of Secondary Antibody Deficiency in Multiple Myeloma","year":2023,"lang":"en","type":"review","venue":"Clinical Lymphoma Myeloma & Leukemia","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"CSL Behring","keywords":"Hypogammaglobulinemia; Medicine; Intensive care medicine; Immunodeficiency; Primary immunodeficiency; Disease; Antibody; Immunology; Pediatrics; Internal medicine; Immune system","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001901587,0.0008931955,0.004408717,0.0009512726,0.0001885912,0.0000464842,0.0007678388,0.0009696437,0.0001676961],"category_scores_gemma":[0.001147328,0.00075093,0.002196145,0.001585339,0.0004052401,0.0001368724,0.0005477034,0.0006881412,0.0006330435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001675914,"about_ca_system_score_gemma":0.002934938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001020287,"about_ca_topic_score_gemma":0.00005809642,"domain_scores_codex":[0.9919742,0.000473332,0.004067482,0.001570158,0.0006941343,0.001220717],"domain_scores_gemma":[0.9925576,0.003993008,0.001049582,0.001534346,0.0002514151,0.000614089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003303178,0.0008304743,0.001002551,0.03672682,0.001141284,0.0006904699,0.00002079127,3.361545e-7,7.191757e-7,0.0003453465,0.002902306,0.9560086],"study_design_scores_gemma":[0.01060294,0.0009206325,0.1169372,0.0327188,0.001750128,0.0001128743,0.0001025037,0.0002249228,0.000004164574,0.0002487082,0.8356832,0.0006939312],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003192463,0.9806221,0.0001492008,0.0002164531,0.001111734,0.008930524,0.001499171,0.00028027,0.003998082],"genre_scores_gemma":[0.0007464446,0.982544,0.006282298,0.00007814054,0.0003003439,0.001509037,0.005165718,0.0002547996,0.003119186],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9553146,"threshold_uncertainty_score":0.9994942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1972499887686222,"score_gpt":0.4681203793617792,"score_spread":0.2708703905931571,"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."}}