{"id":"W4294527101","doi":"10.1007/s00428-022-03404-6","title":"Diagnostic approaches and future directions in Burkitt lymphoma and high-grade B-cell lymphoma","year":2022,"lang":"en","type":"review","venue":"Archiv für Pathologische Anatomie und Physiologie und für Klinische Medicin","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":false,"ca_institutions":"Spinal Cord Injury BC","funders":"","keywords":"Lymphoma; BCL6; Burkitt's lymphoma; Diffuse large B-cell lymphoma; B cell; Cancer research; Pathology; Medicine; Biology; Immunology; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.001075063,0.001745712,0.004764192,0.001029811,0.0005574095,0.00009022559,0.0006234919,0.0009950619,0.0001090958],"category_scores_gemma":[0.0010008,0.00123178,0.0007651118,0.001163088,0.001375038,0.0001539246,0.001081294,0.001153222,0.00004359817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004860339,"about_ca_system_score_gemma":0.001035838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005317141,"about_ca_topic_score_gemma":0.00006141099,"domain_scores_codex":[0.9922799,0.001521423,0.001688088,0.002482859,0.0006799427,0.001347812],"domain_scores_gemma":[0.9900542,0.00687902,0.0008185703,0.001502516,0.00004007821,0.0007055365],"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":[0.0001229012,0.003491599,0.001376865,0.005006026,0.0009021763,0.002443799,0.0005600997,0.000001692711,0.000005269704,0.001891348,0.000631026,0.9835672],"study_design_scores_gemma":[0.008819514,0.001651331,0.02219232,0.002695145,0.005561762,0.0006550759,0.0009210706,0.00005064332,0.00002046189,0.001171517,0.955025,0.001236195],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02723688,0.9644621,0.00000756195,0.0008767226,0.0007554511,0.002905054,0.00033337,0.0002690286,0.003153846],"genre_scores_gemma":[0.01922209,0.9736291,0.001437525,0.000569248,0.001079098,0.001841692,0.001828708,0.0001909363,0.0002016295],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.982331,"threshold_uncertainty_score":0.9995289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.060287314886263,"score_gpt":0.3424474962878011,"score_spread":0.2821601814015381,"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."}}