{"id":"W2762528795","doi":"10.1016/j.clml.2017.10.003","title":"Are We Choosing Wisely in Lymphoma? Excessive Use of Surveillance CT Imaging in Patients With Diffuse Large B-cell Lymphoma (DLBCL) in Long-term Remission","year":2017,"lang":"en","type":"article","venue":"Clinical Lymphoma Myeloma & Leukemia","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Institute for Cancer Research; University of Toronto; Occupational Cancer Research Centre; Health Sciences Centre; Cancer Care Ontario; Institute for Clinical Evaluative Sciences; Sunnybrook Health Science Centre","funders":"Association Canadienne des Radiologistes; Ontario Ministry of Health and Long-Term Care; Institute for Clinical Evaluative Sciences; Cancer Care Ontario","keywords":"Medicine; Diffuse large B-cell lymphoma; International Prognostic Index; Lymphoma; Cumulative incidence; Prednisone; Rituximab; Incidence (geometry); Cohort; Population; CHOP; Vincristine; Radiology; Internal medicine; Cyclophosphamide; Nuclear medicine; Surgery; Chemotherapy; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001072243,0.0005802267,0.001535975,0.000574287,0.0002068366,0.000196582,0.0006356793,0.0002506679,0.00002124651],"category_scores_gemma":[0.002387229,0.0005144594,0.0002566822,0.0005167021,0.0004132758,0.001247957,0.0003355907,0.0002990303,0.00002287442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001826721,"about_ca_system_score_gemma":0.001021854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005136276,"about_ca_topic_score_gemma":0.0004233966,"domain_scores_codex":[0.9946144,0.0004022311,0.002091362,0.00117029,0.0007383554,0.0009833248],"domain_scores_gemma":[0.9949324,0.000712315,0.00204354,0.001621013,0.0002488364,0.0004418624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00131756,0.003334768,0.7354041,0.0001625469,0.00002063136,0.001188647,0.0001512599,0.000008468996,0.0000639987,0.000003219531,0.0001383893,0.2582065],"study_design_scores_gemma":[0.07472042,0.0001337843,0.9178706,0.003454195,0.00003601686,0.00003405913,0.00007668109,0.002262834,0.0004747192,0.00002177983,0.0003935427,0.0005213314],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972624,0.0005958801,0.00003169329,0.0005178123,0.0003574043,0.0007845347,0.00003717796,0.00006178483,0.0003512897],"genre_scores_gemma":[0.9980614,0.0004933635,0.0002135778,0.0006544346,0.0001708463,0.00002958572,0.00008853435,0.000112174,0.0001761241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2576851,"threshold_uncertainty_score":0.9997307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03024046470386714,"score_gpt":0.3170284407608929,"score_spread":0.2867879760570257,"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."}}