{"id":"W3173678266","doi":"10.1053/j.semtcvs.2021.06.010","title":"Endosonography-Guided Biopsy as a First Test in the Diagnosis of Lymphoma","year":2021,"lang":"en","type":"article","venue":"Seminars in Thoracic and Cardiovascular Surgery","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"Institut Du Cancer de Montréal","keywords":"Medicine; Lymphoma; Radiology; Biopsy; Endoscopic ultrasound; Mediastinoscopy; Sampling (signal processing); Lymphoproliferative disorders; Mediastinal lymphadenopathy; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001016178,0.001153994,0.001085466,0.002838843,0.0007161314,0.001461857,0.000868048,0.002972002,0.002779024],"category_scores_gemma":[0.005199328,0.0005623091,0.0007239059,0.000722239,0.001008367,0.001787127,0.0006022046,0.00219407,0.001731276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006264512,"about_ca_system_score_gemma":0.0008172539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002479893,"about_ca_topic_score_gemma":0.003210217,"domain_scores_codex":[0.999446,0.0001550835,0.00005508694,0.0000617227,0.0001324591,0.0001497183],"domain_scores_gemma":[0.9984339,0.0007468615,0.00009189681,0.00009816355,0.0002417626,0.0003874962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"observational","study_design_scores_codex":[0.007575822,0.0008757068,0.2936915,0.0007425938,0.0002067758,0.4701124,0.0007002391,0.001297572,0.04797453,0.001193604,0.00951895,0.1661103],"study_design_scores_gemma":[0.000381037,0.002450078,0.1804623,0.001249974,0.0006591853,0.7566667,0.001949703,0.01013482,0.02926653,0.002052667,0.0145803,0.0001467025],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8576978,0.08721416,0.01409218,0.01138625,0.001805545,0.0002105101,0.0003361393,0.0005177443,0.02673968],"genre_scores_gemma":[0.9776708,0.01233782,0.004705445,0.002357305,0.001213105,0.0000197216,0.0001735034,0.00005680871,0.001465511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002972002,"threshold_uncertainty_score":0.009296775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02262702727329301,"score_gpt":0.2753956529724491,"score_spread":0.252768625699156,"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."}}