{"id":"W4380084965","doi":"10.1002/hon.3163_62","title":"THE PROGNOSTIC IMPACT OF CLINICAL FACTORS AND IMMUNOARCHITECTURAL PATTERNS FOR NODULAR LYMPHOCYTE‐PREDOMINANT HODGKIN LYMPHOMA: AN INTERNATIONAL STUDY BY GLOW","year":2023,"lang":"en","type":"article","venue":"Hematological Oncology","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Baker Hughes (Canada); Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Internal medicine; B symptoms; Hodgkin lymphoma; Lymphoma; Stage (stratigraphy); Proportional hazards model; Quartile; Classical Hodgkin lymphoma; Oncology; Gastroenterology; Pathology; Confidence interval","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002953787,0.0004254443,0.0003209426,0.001292268,0.0003157122,0.0007775042,0.0004564071,0.0003147079,0.0008451182],"category_scores_gemma":[0.004140245,0.0001788691,0.000562707,0.001533341,0.0006358902,0.0007238359,0.000889375,0.0003547966,0.0002431702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004160049,"about_ca_system_score_gemma":0.0003716842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003750682,"about_ca_topic_score_gemma":0.002913685,"domain_scores_codex":[0.999122,0.0003894419,0.00007406907,0.000203039,0.0001181203,0.00009328065],"domain_scores_gemma":[0.99735,0.0007517794,0.0009070111,0.0003765779,0.0003002186,0.0003143598],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001641199,0.000009771222,0.9954926,0.00001219981,0.00009162084,0.00005117021,0.0001317575,0.0000582512,0.000144757,0.00003276064,0.0001231303,0.00368786],"study_design_scores_gemma":[0.00002099579,0.000102908,0.9979616,0.00002531002,0.0000957494,0.0004944854,0.000240911,0.0002506827,0.00008420701,0.00004132573,0.000674468,0.000007417404],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976698,0.001205009,0.0001518771,0.0001101183,0.000005049686,0.00001201476,0.0002930432,0.000002612218,0.0005505786],"genre_scores_gemma":[0.998854,0.0003907057,0.0001099358,0.00003941122,0.00001235254,0.000008835621,0.0005062618,0.000003809966,0.00007464265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003750682,"threshold_uncertainty_score":0.0156213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07101162091048586,"score_gpt":0.446778773954062,"score_spread":0.3757671530435761,"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."}}