{"id":"W4399208036","doi":"10.1053/j.seminhematol.2024.05.005","title":"Molecular biomarkers in classic Hodgkin lymphoma","year":2024,"lang":"en","type":"review","venue":"Seminars in Hematology","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Spinal Cord Injury BC","funders":"BC Cancer Foundation; Gilead Research Scholars; Gilead Sciences","keywords":"Medicine; Lymphoma; Biomarker; Malignancy; Clinical trial; Disease; Immunotherapy; Population; Oncology; Cancer; Internal medicine; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002606235,0.0006538004,0.003286052,0.001217256,0.00001557808,0.00001811494,0.0002081786,0.0009160727,0.00006163048],"category_scores_gemma":[0.0001217476,0.0004952431,0.0006355359,0.001085604,0.0001489429,0.00002443154,0.0001693085,0.0002844829,0.0005150823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001180117,"about_ca_system_score_gemma":0.0007161064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007542445,"about_ca_topic_score_gemma":0.00005338869,"domain_scores_codex":[0.9969954,0.0002199009,0.001047339,0.0009110983,0.00021954,0.0006066933],"domain_scores_gemma":[0.9986604,0.0003279928,0.0001838898,0.0006666617,0.00001837905,0.000142689],"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":[0.00002474708,0.0006312481,0.001254527,0.02464784,0.0007118479,0.04404727,0.00006639748,1.160233e-7,3.724369e-7,0.00283491,0.004854589,0.9209262],"study_design_scores_gemma":[0.001559515,0.000206784,0.00006333601,0.09810277,0.002154632,0.009674558,0.00004687309,0.00001975936,0.00002670827,0.0003741468,0.8873254,0.0004454965],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001115144,0.9929945,8.565896e-7,0.0002903049,0.0005353162,0.001286184,0.00002063728,0.00006513816,0.003691938],"genre_scores_gemma":[0.0008323461,0.9972888,0.000322216,0.0001193975,0.00003446343,0.000960329,0.0001768417,0.0001042359,0.0001613959],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9204806,"threshold_uncertainty_score":0.9997499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02873641042350275,"score_gpt":0.3506681565378983,"score_spread":0.3219317461143956,"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."}}