{"id":"W2125990714","doi":"10.1016/s0360-3016(01)02701-8","title":"Staging and management of localized non-Hodgkin’s lymphomas: variations among experts in radiation oncology","year":2002,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"CNS Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Radiation oncology; Radiation therapy; Medical physics; Lymphoma; Radiology; Abdomen; Pelvis; Hodgkin lymphoma; Medical prescription; Radiation treatment planning; Nuclear medicine; Internal medicine","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":[0.0004458743,0.0002088529,0.0006280349,0.0003756824,0.00005413749,0.00001965841,0.0001863419,0.0002266006,0.0001362906],"category_scores_gemma":[0.00009206958,0.0001912011,0.0001751004,0.0002385063,0.0001694291,0.0002708527,0.00006737087,0.0001693167,0.000008573212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001667631,"about_ca_system_score_gemma":0.0001832545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008624637,"about_ca_topic_score_gemma":0.00001482966,"domain_scores_codex":[0.9980226,0.0001888343,0.001012237,0.0002617942,0.0002858353,0.0002286552],"domain_scores_gemma":[0.9978923,0.0003829435,0.001084013,0.0001597074,0.0003473867,0.0001336433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002300033,0.001588007,0.5462255,0.00002250407,0.0008302517,0.0001850244,0.001366132,0.0004274394,0.0004311688,0.007021676,0.0006717704,0.4410006],"study_design_scores_gemma":[0.03461848,0.002416043,0.895267,0.0003928029,0.0005609129,0.0003293417,0.0007229718,0.030349,0.002221236,0.003788886,0.02898045,0.0003529378],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850622,0.001494597,0.006256692,0.003246496,0.001269438,0.0005135849,0.00003077747,0.00002304918,0.002103153],"genre_scores_gemma":[0.9867313,0.00759361,0.004556087,0.0004752961,0.0004680661,0.00004992346,0.00005752112,0.00002407128,0.00004411524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4406476,"threshold_uncertainty_score":0.7796955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02105496206009892,"score_gpt":0.3276179692307574,"score_spread":0.3065630071706584,"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."}}