{"id":"W2090051815","doi":"10.1038/bmt.2014.213","title":"Serum immunoglobulin free light chains and post-transplant lymphoproliferative disorder among allogeneic hematopoietic stem cell transplant recipients","year":2014,"lang":"en","type":"article","venue":"Bone Marrow Transplantation","topic":"Hematopoietic Stem Cell Transplantation","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"National Institutes of Health","keywords":"Medicine; Post-transplant lymphoproliferative disorder; Immunoglobulin light chain; Hematopoietic stem cell transplantation; Hematopoietic stem cell; Antibody; Immunology; Transplantation; Stem cell; Haematopoiesis; Lymphoproliferative disorders; Hematopoietic cell; Internal medicine; Lymphoma; Biology","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":[0.000672881,0.0007743598,0.0009806501,0.0004021058,0.0003522525,0.0000941117,0.0002741641,0.0004731859,0.0001245906],"category_scores_gemma":[0.000009389932,0.0007167022,0.0002692085,0.0003874039,0.0001936717,0.0003599475,0.00001770517,0.0004062435,0.00007561334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001128444,"about_ca_system_score_gemma":0.0001351775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002028129,"about_ca_topic_score_gemma":0.0003838589,"domain_scores_codex":[0.9956558,0.000360855,0.001182961,0.001046692,0.0009104373,0.0008432216],"domain_scores_gemma":[0.998013,0.0002635644,0.0002839504,0.0007464205,0.0002036248,0.0004894436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004923536,0.00106237,0.6845815,0.006707488,0.0004628816,0.0009394286,0.05311935,0.0001563078,0.2423657,0.001459794,0.000112954,0.004108665],"study_design_scores_gemma":[0.02142005,0.001488923,0.767512,0.00315164,0.002602849,0.004202981,0.001328979,0.001660814,0.1943495,0.0002254338,0.0002934329,0.001763461],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9775389,0.0007335265,0.01516996,0.001340491,0.0003672437,0.001716042,0.0006658903,0.0002952946,0.002172605],"genre_scores_gemma":[0.9940907,0.002019875,0.0007723471,0.0004582136,0.0001147956,0.0001911508,0.001098975,0.0001396321,0.001114321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08293042,"threshold_uncertainty_score":0.9995284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006435022198894733,"score_gpt":0.2091642398415212,"score_spread":0.2027292176426265,"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."}}