{"id":"W2774408258","doi":"10.1182/bloodadvances.2017009472","title":"Clinicopathologic consensus study of gray zone lymphoma with features intermediate between DLBCL and classical HL","year":2017,"lang":"en","type":"article","venue":"Blood Advances","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":86,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Nodular sclerosis; CD30; Medicine; Vincristine; Lymphoma; Internal medicine; Diffuse large B-cell lymphoma; Oncology; Pathology; Cyclophosphamide; Chemotherapy; Hodgkin lymphoma","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":[0.0001223078,0.0002014027,0.0006166259,0.00005103598,0.0001748473,0.00003501829,0.0001223121,0.00006750612,0.000003750934],"category_scores_gemma":[0.0001453098,0.0001184755,0.00005369282,0.00003659142,0.0004514832,0.00006984257,0.00009349452,0.00006633382,0.000003403987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001495713,"about_ca_system_score_gemma":0.00005060071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007382941,"about_ca_topic_score_gemma":0.0002381455,"domain_scores_codex":[0.9988739,0.00005109426,0.0002778213,0.0003665757,0.000226278,0.0002043067],"domain_scores_gemma":[0.9987332,0.0002437412,0.0003193974,0.0004969224,0.00006781826,0.0001389843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003189243,0.003292597,0.9336883,0.00004763573,0.0002400181,0.0007326279,0.0002378968,2.048934e-7,0.00003953596,0.00003408226,0.0000406533,0.06132752],"study_design_scores_gemma":[0.01874366,0.006361556,0.9702919,0.0001738305,0.0008876696,0.000160566,0.0006037024,7.323068e-7,0.002139087,0.00006039396,0.0004507237,0.0001262351],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957072,0.002430509,0.000001393734,0.00040448,0.00009226823,0.0005000135,0.00002598107,0.00003271209,0.0008054241],"genre_scores_gemma":[0.9985885,0.0003943125,0.0005998668,0.00005308408,0.0001449713,0.00004742523,0.000006345678,0.00001421662,0.0001513041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06120129,"threshold_uncertainty_score":0.483129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02281939306840379,"score_gpt":0.3184865906046667,"score_spread":0.2956671975362629,"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."}}