{"id":"W4409766219","doi":"10.1002/cncy.70016","title":"Cytopathology of follicular and oncocytic follicular thyroid neoplasms: A Bethesda System perspective","year":2025,"lang":"en","type":"review","venue":"Cancer Cytopathology","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Cytopathology; Thyroid; Pathology; Thyroid neoplasm; Thyroid carcinoma; Differential diagnosis; Thyroid nodules; Follicular cell; Thyroiditis; Bethesda system; Surgical pathology; Cytology; Internal medicine","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":[0.0003792945,0.0009793418,0.005941186,0.0006721523,0.0001212997,0.00001970653,0.0003103249,0.0009783707,0.00004035264],"category_scores_gemma":[0.0001676139,0.0007704781,0.001145829,0.0006748984,0.0004735415,0.00005146312,0.0002750333,0.0006913512,0.00002364807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002486061,"about_ca_system_score_gemma":0.002290776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00031893,"about_ca_topic_score_gemma":0.00007294214,"domain_scores_codex":[0.9957368,0.0005688064,0.001186993,0.00149289,0.0003108084,0.0007036499],"domain_scores_gemma":[0.996929,0.0004613001,0.0008194939,0.001157818,0.0003632617,0.0002691461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004526412,0.0009758602,0.001947172,0.1737573,0.004244457,0.01336352,0.001822536,0.000009623509,0.00009112748,0.02936641,0.001643544,0.7723258],"study_design_scores_gemma":[0.007377106,0.003609821,0.0006525184,0.09397686,0.03614285,0.01146852,0.001534723,0.00001085432,0.0002376283,0.0003072779,0.8430969,0.001584947],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001222539,0.992201,0.00007960112,0.0002409404,0.000860274,0.00264117,0.0004833388,0.0001305009,0.002140645],"genre_scores_gemma":[0.003121514,0.9925129,0.0003614443,0.0001891714,0.0003777618,0.002656257,0.00009177937,0.0001147132,0.0005744304],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8414534,"threshold_uncertainty_score":0.9994746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02329696886287699,"score_gpt":0.3511608995585876,"score_spread":0.3278639306957106,"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."}}