{"id":"W2979276929","doi":"10.1200/jop.19.00202","title":"Evaluation of Lymphadenopathy and Suspected Lymphoma in a Lymphoma Rapid Diagnosis Clinic","year":2019,"lang":"en","type":"article","venue":"JCO Oncology Practice","topic":"Lymphadenopathy Diagnosis and Analysis","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Lymphoma; Malignancy; Medical diagnosis; Lymph node; Population; Radiology; Internal medicine; Pediatrics","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":[0.0006540506,0.0001753823,0.000210312,0.0006678565,0.000680737,0.0006641184,0.0003912819,0.0003679405,0.004320005],"category_scores_gemma":[0.003131742,0.0001967174,0.0001574822,0.0003542369,0.0003548722,0.0003753556,0.0005195972,0.0005867198,0.0003297642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009548799,"about_ca_system_score_gemma":0.001707386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008572686,"about_ca_topic_score_gemma":0.01841808,"domain_scores_codex":[0.9992371,0.0002306306,0.00006902764,0.00009906998,0.0001725203,0.0001918336],"domain_scores_gemma":[0.9972644,0.0006634763,0.001024388,0.00003676449,0.000258343,0.000752622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007713528,0.0002198931,0.9872897,0.00005018929,0.00001135266,0.003353472,0.0002508113,0.00008992323,0.0008041885,0.00002892308,0.0009297163,0.006894676],"study_design_scores_gemma":[0.00005470911,0.001075712,0.9663463,0.0001755175,0.00003404867,0.02548566,0.00259837,0.001252318,0.0007307858,0.00008163302,0.002147109,0.00001780233],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995076,0.0007773463,0.000272587,0.0005839095,0.00003136291,0.00006172759,0.000084782,0.00002929664,0.003083026],"genre_scores_gemma":[0.9989176,0.0001681482,0.0003942405,0.0002031588,0.0000287209,0.0000103383,0.00004730185,0.000002712898,0.000227851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008572686,"threshold_uncertainty_score":0.01704562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0369094206618629,"score_gpt":0.3689010021292765,"score_spread":0.3319915814674136,"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."}}