{"id":"W2056080086","doi":"10.1053/sonc.2003.50061","title":"The malignant clone in Waldenstrom's macroglobulinemia","year":2003,"lang":"en","type":"article","venue":"Seminars in Oncology","topic":"Chronic Lymphocytic Leukemia Research","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"clone (Java method); Waldenstrom macroglobulinemia; Macroglobulinemia; Immunoglobulin D; Immunology; Bone marrow; Medicine; Immunoglobulin M; Antibody; Immunoglobulin gene; CD20; Biology; Pathology; B cell; Immunoglobulin G; Multiple myeloma; Lymphoma; Genetics; Gene","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":[],"consensus_categories":[],"category_scores_codex":[0.001577926,0.0001601333,0.0004106333,0.0001621166,0.00006720526,0.00001186949,0.0002257949,0.0002845782,0.000195974],"category_scores_gemma":[0.001216468,0.0001136151,0.0000649054,0.0005300002,0.0003576085,0.00002863751,0.00009936126,0.0006034399,0.0001334836],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01806296,"about_ca_system_score_gemma":0.006610714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003671348,"about_ca_topic_score_gemma":0.000997896,"domain_scores_codex":[0.9977206,0.0003021194,0.000487283,0.0003596311,0.0003192658,0.0008110738],"domain_scores_gemma":[0.998299,0.0009291592,0.00006938248,0.0005034554,0.00005788759,0.0001411404],"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":[0.007106235,0.003808655,0.1369674,0.0005640888,0.0002664606,0.07845056,0.006534134,0.0004102799,0.04860288,0.04548383,0.1323742,0.5394313],"study_design_scores_gemma":[0.05756967,0.003441749,0.007425212,0.0008472082,0.00006057844,0.01231016,0.003888097,0.004347099,0.01823695,0.004791457,0.8865211,0.0005607127],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9410639,0.003919279,0.000009309424,0.003277639,0.0004051073,0.0006332243,0.000001933969,0.00002521542,0.05066432],"genre_scores_gemma":[0.9883763,0.003136393,0.001512306,0.0005583003,0.00009208929,0.000114305,0.000006283874,0.00002948363,0.006174561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7541469,"threshold_uncertainty_score":0.9990209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01666658269212918,"score_gpt":0.3431467620100544,"score_spread":0.3264801793179252,"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."}}