{"id":"W4415359371","doi":"10.3390/cancers17203376","title":"Molecular Testing and Surgical Outcomes in Bethesda III and IV Thyroid Nodules: A Retrospective Cohort Study","year":2025,"lang":"en","type":"article","venue":"Cancers","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital; Queen's University; McGill University","funders":"","keywords":"Thyroid nodules; Indeterminate; Retrospective cohort study; Thyroidectomy; Thyroid; Concordance; Thyroid cancer; Cohort","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009530853,0.0002689335,0.0003874726,0.001104833,0.000465641,0.0006430347,0.000466177,0.0004511898,0.001317915],"category_scores_gemma":[0.002985327,0.0004575793,0.0005507405,0.001195665,0.0004205892,0.000574246,0.0006569508,0.0005110959,0.0002159379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005942772,"about_ca_system_score_gemma":0.0006259164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005688331,"about_ca_topic_score_gemma":0.007752397,"domain_scores_codex":[0.9990342,0.0001391906,0.0001495606,0.0002277388,0.000247664,0.0002015879],"domain_scores_gemma":[0.9971349,0.0004702214,0.00154099,0.0002272252,0.0002157024,0.0004108711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002971421,0.000006860749,0.9996265,0.000002529461,0.00001420339,0.0000586876,0.0000233065,0.000008485203,0.00004625036,0.000004496189,0.00002145638,0.0001574246],"study_design_scores_gemma":[0.000005513848,0.00006794472,0.9988297,0.000007029583,0.00002282917,0.0006221256,0.0002035656,0.0001054184,0.0000363779,0.00001260111,0.00008281961,0.000004001606],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994784,0.00011215,0.00003118488,0.00001281818,0.000002336596,0.000008981622,0.0001867773,0.00000116323,0.0001661882],"genre_scores_gemma":[0.9996586,0.00004963173,0.00002771222,0.00001387568,0.000003543687,0.000008404567,0.0002093547,0.000001166682,0.00002771597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005688331,"threshold_uncertainty_score":0.01131046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01102270827629496,"score_gpt":0.2897263084609223,"score_spread":0.2787036001846274,"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."}}