{"id":"W953396656","doi":"10.1155/2016/7056035","title":"Early Bronchus-Associated Lymphoid Tissue Lymphoma Diagnosed with Immunoglobulin Heavy Chain Molecular Testing","year":2016,"lang":"en","type":"article","venue":"Canadian Respiratory Journal","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Lymphoma; Pathology; MALT lymphoma; Mucosa-associated lymphoid tissue; Immunoglobulin heavy chain; Immunoglobulin light chain; Lymphatic system; Immunohistochemistry; Marginal zone B-cell lymphoma; B cell; Antibody; Marginal zone; Immunology","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":[0.000441622,0.0003984043,0.0005223101,0.0004137477,0.0004582053,0.0001451705,0.0002331799,0.0002184171,0.0002744723],"category_scores_gemma":[0.0005761945,0.0002616951,0.0001410007,0.0004700249,0.0001532028,0.0001874845,0.00002434486,0.0001471817,0.0001929185],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004284067,"about_ca_system_score_gemma":0.004769528,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01790065,"about_ca_topic_score_gemma":0.01383206,"domain_scores_codex":[0.9973155,0.0001844178,0.0005298213,0.0004148648,0.0005361873,0.001019254],"domain_scores_gemma":[0.9966526,0.0002151895,0.000285206,0.0004771962,0.000443934,0.001925892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002391176,0.0003541696,0.7223923,0.00001577311,0.0005783068,0.03150659,0.0002111783,0.000005839947,0.01206612,0.0001263981,0.003061378,0.2294429],"study_design_scores_gemma":[0.01757297,0.002750278,0.9140306,0.001319899,0.0002551897,0.003124834,0.0000889831,0.000004192595,0.01339636,0.00006006112,0.04684658,0.0005501216],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925222,0.003180157,0.00004902777,0.001254534,0.0001971111,0.0004360503,0.00005831909,0.00006547612,0.00223716],"genre_scores_gemma":[0.9951336,0.00004536863,0.0003057907,0.003763879,0.000275578,0.00005261427,0.000005854079,0.00008446602,0.0003327971],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2288928,"threshold_uncertainty_score":0.9999835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01659561847828256,"score_gpt":0.2370240721041615,"score_spread":0.2204284536258789,"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."}}