{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006803934,0.0002429198,0.0009096083,0.00006550673,0.0001457413,0.0000251351,0.0002166787,0.0002101758,0.00004377613],"category_scores_gemma":[0.001108547,0.0001132792,0.0003467313,0.0001162338,0.0002851371,0.00004326057,0.0001595944,0.00008178649,0.000009171701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002417812,"about_ca_system_score_gemma":0.0002463044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002241771,"about_ca_topic_score_gemma":0.00004720431,"domain_scores_codex":[0.9978397,0.0003039827,0.0007842963,0.0004484389,0.0002329809,0.0003905547],"domain_scores_gemma":[0.9956905,0.003419525,0.0002630377,0.0003101144,0.0001148716,0.0002019413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001468957,0.003759281,0.9445149,0.00001829284,0.0005863526,0.0002249443,0.0002641162,0.000001523534,0.00008101941,0.0001046056,0.000421309,0.04855469],"study_design_scores_gemma":[0.01131744,0.01327601,0.9720345,0.00002464326,0.0002036318,0.0002826448,0.0007170273,0.0007157149,0.0002290252,0.0001025525,0.000982033,0.0001147713],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969453,0.0002600253,0.00002177413,0.0006420961,0.0003321182,0.001567515,0.0001154017,0.00006871486,0.00004704738],"genre_scores_gemma":[0.9988288,0.0003414224,0.0001236432,0.00006282321,0.00006615844,0.0003698645,0.000163634,0.00001698864,0.00002668054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04843992,"threshold_uncertainty_score":0.4619391,"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."}}