{"id":"W4405966690","doi":"10.3390/curroncol32010025","title":"Necrosis in Preoperative Cross-Sectional Imaging and Postoperative Histology Is a Diagnostic Marker for Malignancy of Adrenocortical Tumors","year":2025,"lang":"en","type":"article","venue":"Current Oncology","topic":"Adrenal and Paraganglionic Tumors","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Histology; Necrosis; Adrenocortical carcinoma; Malignancy; Adenoma; Pathology; Adrenocortical adenoma; Radiology","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":[0.001205984,0.0002153371,0.0002339823,0.001041005,0.0001624191,0.0005001907,0.000229728,0.0002938168,0.0008006082],"category_scores_gemma":[0.006322094,0.0002364262,0.0002149199,0.0004668389,0.0004171336,0.0005084813,0.0003074557,0.0001994842,0.0002420491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001675355,"about_ca_system_score_gemma":0.0001290988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000552331,"about_ca_topic_score_gemma":0.0006809267,"domain_scores_codex":[0.9994243,0.0001544709,0.0001081988,0.00008914871,0.0001534493,0.00007038059],"domain_scores_gemma":[0.9949118,0.00188073,0.001962018,0.0003772717,0.0005164993,0.000351566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007890342,0.000004535082,0.9984217,0.000003282094,0.000008851831,0.0001537882,0.00001432129,0.00002350004,0.0004996601,0.000003273361,0.000007934215,0.0007803877],"study_design_scores_gemma":[0.000002753753,0.00007024772,0.9946259,0.00000510432,0.00002775646,0.004105532,0.00006918792,0.000304421,0.0006860358,0.00001156747,0.00008841239,0.000002989729],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990755,0.0004069958,0.0001724965,0.00001075452,0.000003098486,0.000003008935,0.00003932358,0.000004134099,0.0002845658],"genre_scores_gemma":[0.9996775,0.00008370847,0.0001243606,0.000004598577,0.000005470948,0.000001829036,0.00006935434,0.000001110672,0.00003193595],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001205984,"threshold_uncertainty_score":0.006377935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04397800462251954,"score_gpt":0.4052014089208062,"score_spread":0.3612234042982866,"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."}}