{"id":"W4408245586","doi":"10.1089/thy.2024.0481","title":"Development of a Nomogram to Integrate Molecular Testing and Clinical Variables to Improve Malignancy Risk Assessment Among Cytologically Indeterminate Thyroid Nodules","year":2025,"lang":"en","type":"article","venue":"Thyroid","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Malignancy; Thyroid nodules; Odds ratio; Atypia; Radiology; Palpation; Logistic regression; Confidence interval; Nodule (geology); Nomogram; Internal medicine; Pathology; Biology","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":[0.0008150323,0.00036089,0.0008288223,0.0002364482,0.0001300962,0.00005396497,0.0002024994,0.0001669597,0.00001259563],"category_scores_gemma":[0.0007132214,0.0002771849,0.0001353738,0.0005308613,0.0001091021,0.00005634553,0.0003686965,0.000319443,0.00001021964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002124472,"about_ca_system_score_gemma":0.0004114181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002099076,"about_ca_topic_score_gemma":0.0001176814,"domain_scores_codex":[0.9973553,0.0001234906,0.001002302,0.0007694901,0.0002931547,0.0004562545],"domain_scores_gemma":[0.9981912,0.0003859664,0.0002679443,0.0005080393,0.00028328,0.0003635701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003240563,0.001210391,0.5890084,0.0001572567,0.0006085318,0.0001723417,0.0003465263,0.00002632815,0.08541641,0.0006001721,0.0002578069,0.3218718],"study_design_scores_gemma":[0.002565569,0.002698679,0.9476978,0.0009037942,0.000451594,0.000009160275,0.0002095626,0.0002424301,0.04383466,0.0005083224,0.0005499407,0.0003284712],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881193,0.0005584211,0.006508206,0.0005042392,0.0001647031,0.001402229,0.0000346889,0.00008813159,0.002620084],"genre_scores_gemma":[0.7949594,0.0001156736,0.203866,0.0005611921,0.00003217058,0.0003211998,0.000008573405,0.00002301376,0.0001127258],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3586894,"threshold_uncertainty_score":0.9999681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01745340412971693,"score_gpt":0.3319892789610447,"score_spread":0.3145358748313278,"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."}}