{"id":"W4411128846","doi":"10.1111/ijlh.14507","title":"A Single‐Center Retrospective Study of the Investigation of Monoclonal B‐Cell Lymphocytosis (<scp>MBL</scp>) and Chronic Lymphocytic Leukemia (<scp>CLL</scp>) in Southwestern Ontario: Are We Over‐Investigating?","year":2025,"lang":"en","type":"article","venue":"International Journal of Laboratory Hematology","topic":"Chronic Lymphocytic Leukemia Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Lymphocytosis; Medicine; Chronic lymphocytic leukemia; Internal medicine; Retrospective cohort study; Immunology; Population; Stage (stratigraphy); Leukemia; Biology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007361528,0.000361435,0.001096622,0.0008842489,0.00007131068,0.00004687536,0.0007255958,0.0003013822,0.00001431472],"category_scores_gemma":[0.001570858,0.0002955609,0.0001944294,0.0008599288,0.0006868378,0.0002729037,0.0004153384,0.0006818392,0.000002653576],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.05041427,"about_ca_system_score_gemma":0.03421039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004350201,"about_ca_topic_score_gemma":0.01098736,"domain_scores_codex":[0.9956906,0.0004012124,0.001707009,0.0004641677,0.001317527,0.0004195268],"domain_scores_gemma":[0.9948552,0.0009219841,0.001843639,0.0004531827,0.001716185,0.0002097721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001530263,0.0004598034,0.9648746,0.0003412629,0.0007441716,0.0003781563,0.006985675,0.0004364082,0.02410104,0.0003683229,0.001110825,0.00004666394],"study_design_scores_gemma":[0.08340917,0.002303531,0.6529074,0.005708992,0.00059665,0.002457441,0.01139143,0.004454875,0.2328224,0.002928074,0.0008173686,0.0002026464],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962633,0.001894856,0.00002682234,0.0001797403,0.0006932462,0.0005746841,0.0000408417,0.00001456324,0.0003119727],"genre_scores_gemma":[0.9989156,0.0001133314,0.0001717578,0.0003345459,0.0001202061,0.0000227982,0.000005659928,0.00003643098,0.0002796952],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3119672,"threshold_uncertainty_score":0.9999496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01771197344003942,"score_gpt":0.2833730709066079,"score_spread":0.2656610974665685,"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."}}