{"id":"W4319960953","doi":"10.3390/curroncol30020167","title":"CT Texture Analysis of Adrenal Pheochromocytomas: A Pilot Study","year":2023,"lang":"en","type":"article","venue":"Current Oncology","topic":"Adrenal and Paraganglionic Tumors","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pheochromocytoma; Malignancy; Medicine; Radiology; Texture (cosmology); Pathology; Nuclear medicine; Computer science; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003378137,0.0001542594,0.0007648456,0.0006918368,0.00004935994,0.000003469664,0.0001294536,0.00002790201,0.0007339123],"category_scores_gemma":[0.0001177179,0.0001175238,0.0001867551,0.002650731,0.0001037209,0.00002559294,0.00009100276,0.0002717198,0.0001849137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008474232,"about_ca_system_score_gemma":0.0001964556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000342385,"about_ca_topic_score_gemma":0.0001503129,"domain_scores_codex":[0.9985924,0.0001346792,0.0003959936,0.0003063201,0.0002849405,0.0002857048],"domain_scores_gemma":[0.9991053,0.0001737839,0.0001574711,0.0003031551,0.0001160903,0.0001441584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004524983,0.03311208,0.677694,0.0005821917,0.01271151,0.04265386,0.009048163,0.000614588,0.001061179,0.001075492,0.05000128,0.1669206],"study_design_scores_gemma":[0.004793481,0.01320278,0.9578182,0.00007252621,0.0063638,0.001030115,0.001727529,0.003137407,0.0002243377,0.00009807174,0.01129303,0.0002386936],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967063,0.0005220291,0.0000599068,0.0002454575,0.000476641,0.0003993775,0.00003327641,0.0001161814,0.001440825],"genre_scores_gemma":[0.9990404,0.00001724256,0.0000161839,0.00004599158,0.0001994085,0.00004257996,0.0001606479,0.00001236072,0.000465238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2801242,"threshold_uncertainty_score":0.8035825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1687140141811662,"score_gpt":0.4454461386574529,"score_spread":0.2767321244762866,"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."}}