{"id":"W4283065589","doi":"10.1148/rg.210162","title":"Non-Hodgkin Lymphoma Imaging Spectrum in Children, Adolescents, and Young Adults","year":2022,"lang":"en","type":"article","venue":"Radiographics","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster Children's Hospital","funders":"","keywords":"Medicine; Lymphoma; Medical imaging; Clinical trial; Clinical Practice; Modalities; Hodgkin lymphoma; Radiology; Medical physics; Health care; Family medicine; Pathology","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":[0.0001577009,0.0001933659,0.0002807603,0.00052269,0.0001777436,0.00002613976,0.00008651808,0.00003411245,0.0000289965],"category_scores_gemma":[0.000007259522,0.0001877461,0.0001323339,0.0007665564,0.00007017225,0.00005914636,0.0001039551,0.00013674,0.00000276642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001989023,"about_ca_system_score_gemma":0.00005866429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00122465,"about_ca_topic_score_gemma":0.00009008325,"domain_scores_codex":[0.9986671,0.0000383674,0.0002336084,0.0003963957,0.0003174115,0.0003471805],"domain_scores_gemma":[0.999477,0.00001417677,0.00006469977,0.0002851615,0.00001413309,0.0001448341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001472965,0.0007940516,0.9855918,0.0000288163,0.00007360178,0.0002864357,0.0002795673,0.00000272414,0.00001353096,0.0001542145,0.0005226621,0.01210534],"study_design_scores_gemma":[0.008115879,0.0002050841,0.988632,0.0001401075,0.00009172257,0.00115611,0.000182656,0.0005913691,0.00007912268,0.0000730653,0.0005562587,0.0001766065],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939638,0.004146377,0.000004919496,0.0007338948,0.0001863874,0.0005515404,0.00002753274,0.00005269898,0.0003328636],"genre_scores_gemma":[0.9976857,0.001396436,0.00009346379,0.0005223108,0.00008558165,0.0001020917,0.0000645987,0.00003007413,0.0000197311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01192874,"threshold_uncertainty_score":0.7656063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003577923648828313,"score_gpt":0.2108485751862687,"score_spread":0.2072706515374404,"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."}}