{"id":"W2335146809","doi":"10.1097/01.pat.0000443471.87883.6e","title":"Hodgkin lymphoma: from discovery to clinical translation","year":2014,"lang":"en","type":"article","venue":"Pathology","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Malignancy; Lymphoma; Hodgkin lymphoma; Neoplastic cell; Cancer; Cancer research; Medicine; Tumor microenvironment; Immune system; Biology; Pathology; Oncology; Cell; Immunology; Internal medicine; Genetics","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":[0.0001993682,0.00009828268,0.0003041941,0.00004210597,0.00002757323,0.00001061055,0.00004382018,0.0001151972,0.00005901974],"category_scores_gemma":[0.000123397,0.00007513244,0.00011175,0.00005639455,0.00003963281,0.00003921341,0.00001877249,0.00003388043,0.0004791496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003989364,"about_ca_system_score_gemma":0.00003273744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006835945,"about_ca_topic_score_gemma":0.00003713684,"domain_scores_codex":[0.999071,0.000125712,0.0002535579,0.0003000333,0.00009030376,0.0001594179],"domain_scores_gemma":[0.999237,0.0003088372,0.00003783476,0.0002767648,0.0000194543,0.0001201134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002131271,0.0007003591,0.5051112,0.000004619515,0.00004514187,0.000183142,0.0002110864,0.000001650395,0.0007796672,0.0006351403,0.001119792,0.490995],"study_design_scores_gemma":[0.003923773,0.0007229141,0.9681084,0.00001877863,0.0001145803,0.00004630773,0.00001349273,0.00006764233,0.00110338,0.0006351394,0.0251638,0.00008176336],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886472,0.0001940694,0.003935264,0.003388634,0.0004796581,0.0001980181,0.00001981875,0.00004301083,0.003094347],"genre_scores_gemma":[0.9914518,0.00004786931,0.004940151,0.002839759,0.0004603412,0.00004117908,0.00007815528,0.00001214806,0.000128603],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4909133,"threshold_uncertainty_score":0.6158659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04325111126234645,"score_gpt":0.3427687418047233,"score_spread":0.2995176305423769,"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."}}