{"id":"W4312339113","doi":"10.1007/978-3-031-10131-1_23","title":"Non-pharmacological Management of Paraproteinemia","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Chronic Lymphocytic Leukemia Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Paraproteins; Paraproteinemia; Plasmapheresis; Medicine; Daratumumab; clone (Java method); Macroglobulinemia; Hyperviscosity; Intensive care medicine; Multiple myeloma; Immunology; Internal medicine; Biology; Monoclonal; Lenalidomide; Antibody","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":[0.0002209012,0.0003916757,0.000309111,0.0006756896,0.0002373156,0.0006989491,0.0004439269,0.000691589,0.02950925],"category_scores_gemma":[0.0003976547,0.00009615467,0.0002215342,0.0004606603,0.0002398775,0.0006403929,0.0003895792,0.001104727,0.01114515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003794842,"about_ca_system_score_gemma":0.0003345365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005900087,"about_ca_topic_score_gemma":0.002346772,"domain_scores_codex":[0.9999166,0.00002137139,0.000004546526,0.000007092764,0.0000433344,0.000007113772],"domain_scores_gemma":[0.9998968,0.00006889163,0.000007278153,0.000004565632,0.00001307384,0.000009377607],"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":[0.00005500964,0.0001437513,0.0001207588,0.0008297733,0.00001372503,0.0004056776,0.0001003724,0.0001935645,0.001203676,0.0215072,0.2893745,0.686052],"study_design_scores_gemma":[0.0000126046,0.00004494971,0.0006207816,0.0004798296,0.000007410831,0.00217248,0.00003013194,0.00009828263,0.0002923825,0.007061966,0.9891737,0.000005611071],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001268222,0.3624296,0.005885305,0.007239325,0.004285059,0.00005685436,0.0002184613,0.0002075571,0.6184098],"genre_scores_gemma":[0.007935983,0.2429475,0.006094994,0.008251904,0.003108035,0.0000984656,0.0002874379,0.00008972982,0.731186],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02950925,"threshold_uncertainty_score":0.09871829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03835645096847014,"score_gpt":0.3298531105345794,"score_spread":0.2914966595661093,"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."}}