{"id":"W3097649246","doi":"10.1182/blood-2020-135935","title":"Prognostication for Advanced Stage Hodgkin Lymphoma (HL) in the Modern Era: A Project from the Hodgkin Lymphoma International Study for Individual Care (HoLISTIC) Consortium","year":2020,"lang":"en","type":"article","venue":"Blood","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network","funders":"","keywords":"Hodgkin lymphoma; Lymphoma; Medicine; Stage (stratigraphy); Internal medicine; Oncology; Biology","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":[0.02054821,0.0004214082,0.001096643,0.001613613,0.0004838693,0.001749192,0.0008880605,0.0004320535,0.001697283],"category_scores_gemma":[0.02164624,0.0002238526,0.0007683486,0.003502666,0.0004049651,0.0008125447,0.003991381,0.0009013274,0.0006191452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001262501,"about_ca_system_score_gemma":0.006322972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00402741,"about_ca_topic_score_gemma":0.0045421,"domain_scores_codex":[0.9944481,0.002765435,0.0005804916,0.0006558888,0.001304777,0.0002453745],"domain_scores_gemma":[0.9843904,0.003085066,0.002968328,0.002528522,0.003739484,0.003288204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007177809,0.0005018211,0.6512069,0.001826377,0.001892835,0.0001896947,0.0008576477,0.001653685,0.001224572,0.002583503,0.100962,0.2299232],"study_design_scores_gemma":[0.006170319,0.002393055,0.81989,0.002719078,0.003203575,0.001081651,0.001082919,0.003283701,0.001461682,0.004487487,0.1540834,0.0001432013],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6548031,0.02338109,0.015284,0.0151169,0.0004944975,0.006796781,0.2685147,0.0004011763,0.01520766],"genre_scores_gemma":[0.5209506,0.00903512,0.04272138,0.004484008,0.0006224101,0.01080282,0.4087532,0.0002569807,0.002373627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02054821,"threshold_uncertainty_score":0.1086706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06775973462447611,"score_gpt":0.333239423194892,"score_spread":0.2654796885704159,"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."}}