{"id":"W4401908625","doi":"10.3390/curroncol31090364","title":"Could CT Radiomic Analysis of Benign Adrenal Incidentalomas Suggest the Need for Further Endocrinological Evaluation?","year":2024,"lang":"en","type":"article","venue":"Current Oncology","topic":"Adrenal and Paraganglionic Tumors","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Incidentaloma; Benignity; Cohort; Adrenal adenoma; Adenoma; Radiology; Internal medicine; Malignancy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008180384,0.0004079241,0.0003621546,0.0008374678,0.0001503731,0.0005884904,0.0003157528,0.0003914228,0.0007616418],"category_scores_gemma":[0.007407689,0.000152128,0.0005124039,0.0003832816,0.0003342158,0.0005344476,0.0002247652,0.0003338298,0.0002787962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001303658,"about_ca_system_score_gemma":0.0002575488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001236955,"about_ca_topic_score_gemma":0.001943696,"domain_scores_codex":[0.9997044,0.00008151275,0.00003703767,0.00006058484,0.00006642644,0.00005000903],"domain_scores_gemma":[0.9981185,0.0007744207,0.0004974645,0.000167853,0.0002819292,0.0001599287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004562968,0.00003413829,0.9811302,0.00002662844,0.00004913935,0.0007389558,0.0000342993,0.0007536045,0.002420183,0.00004232471,0.0001275979,0.01418665],"study_design_scores_gemma":[0.00002604489,0.0003842296,0.9701644,0.00004134037,0.0001753216,0.005213267,0.0002366637,0.02076532,0.001603759,0.0005646917,0.0008043539,0.00002060503],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961898,0.0007462186,0.002266333,0.0001476325,0.00003392074,0.00001280472,0.0001391167,0.00002188993,0.0004422388],"genre_scores_gemma":[0.9990491,0.0001046238,0.0006328686,0.00002617463,0.00003102516,0.000002608481,0.0001024072,0.000003556436,0.00004748219],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001236955,"threshold_uncertainty_score":0.004326284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1449801532420254,"score_gpt":0.4620893345654501,"score_spread":0.3171091813234247,"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."}}