{"id":"W4410772614","doi":"10.1002/cncy.70023","title":"The diagnostic challenges of medullary thyroid carcinoma: A practical guide for cytopathologists","year":2025,"lang":"en","type":"review","venue":"Cancer Cytopathology","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Thyroid carcinoma; Medullary thyroid cancer; Thyroid; Radiology; Fine-needle aspiration; Thyroid cancer; Medullary cavity; Thyroid nodules; Pathology; Biopsy; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002656679,0.001424491,0.001563978,0.005285692,0.001010899,0.002666391,0.001973622,0.004297769,0.00498023],"category_scores_gemma":[0.01310657,0.000650998,0.001036843,0.002082812,0.001684536,0.006225748,0.00189906,0.006203047,0.004507004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001241668,"about_ca_system_score_gemma":0.00306175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003767178,"about_ca_topic_score_gemma":0.007400471,"domain_scores_codex":[0.9983655,0.0005529264,0.0003256997,0.0001734929,0.0004892583,0.00009312606],"domain_scores_gemma":[0.9936036,0.003050291,0.0004219322,0.0001892034,0.002322148,0.0004127974],"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":[0.00005576599,0.00007652541,0.002535718,0.004206659,0.00005114755,0.003017297,0.0006945268,0.0003497578,0.0009794926,0.003325872,0.4166001,0.5681071],"study_design_scores_gemma":[0.00004060537,0.00008130004,0.003218487,0.009675418,0.0001030348,0.02662028,0.001564362,0.0006564643,0.000421419,0.01233717,0.9451518,0.0001296951],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001267728,0.8565682,0.01651647,0.1034765,0.01132383,0.0001869155,0.0003329298,0.0008933441,0.009434059],"genre_scores_gemma":[0.01171377,0.8580992,0.0460665,0.05376143,0.02200713,0.0004174834,0.0009271139,0.0001907858,0.006816656],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005285692,"threshold_uncertainty_score":0.01666057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07761293523654657,"score_gpt":0.4239042750793523,"score_spread":0.3462913398428057,"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."}}