{"id":"W4381683273","doi":"10.1148/rg.220191","title":"Adrenal Neoplasms: Lessons from Adrenal Multidisciplinary Tumor Boards","year":2023,"lang":"en","type":"article","venue":"Radiographics","topic":"Adrenal and Paraganglionic Tumors","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; University of Alberta","funders":"","keywords":"Medicine; Pheochromocytoma; Adrenal adenoma; Pathology; Ganglioneuroma; Adenoma; Myelolipoma; Adrenal gland; Adrenocortical adenoma; Adrenal cortex; Metastasis; Neuroendocrine tumors; Adrenocortical carcinoma; Internal medicine; Cancer; Neuroblastoma","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002919388,0.0003412075,0.0005345787,0.0007298795,0.0002825712,0.00003539056,0.0002372695,0.0001640611,0.0002875051],"category_scores_gemma":[0.00007194487,0.0002896846,0.000498014,0.002374465,0.000275631,0.0001108416,0.0001371759,0.000615549,0.000440978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003998256,"about_ca_system_score_gemma":0.0002204979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002283682,"about_ca_topic_score_gemma":0.0001411096,"domain_scores_codex":[0.9976278,0.00007371069,0.0004282513,0.0005806909,0.0006334821,0.0006560922],"domain_scores_gemma":[0.9984856,0.000250259,0.0001249953,0.0005594098,0.0001009954,0.0004787703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003582761,0.001788153,0.7186154,0.0005395869,0.002287768,0.07439656,0.007389583,0.0008416944,0.005613078,0.005337282,0.1639723,0.01563591],"study_design_scores_gemma":[0.004108464,0.0005405546,0.9682105,0.0004793392,0.0005162163,0.003581541,0.001057862,0.007380014,0.002056081,0.002774987,0.00855232,0.0007420758],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923447,0.0007365872,0.0002152471,0.003106308,0.0006262636,0.0003269274,0.0003246727,0.0006802489,0.001639042],"genre_scores_gemma":[0.9951903,0.0001706723,0.001391319,0.0004117405,0.0008871316,0.0000493279,0.0007014066,0.00007374598,0.001124379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2495952,"threshold_uncertainty_score":0.9999555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03080934781904801,"score_gpt":0.3174648240966736,"score_spread":0.2866554762776257,"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."}}