{"id":"W3159496383","doi":"10.3389/fendo.2021.678119","title":"Oncocytic Change in Thyroid Pathology","year":2021,"lang":"en","type":"review","venue":"Frontiers in Endocrinology","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Pathology; Thyroid; Eosinophilic; Biology; Oncocytoma; Adenoma; Medicine; Endocrinology; Immunohistochemistry","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":[0.0004099194,0.0005050041,0.0006458994,0.002674174,0.0004170712,0.001095203,0.0005855067,0.0009229585,0.002238742],"category_scores_gemma":[0.001077038,0.0001869336,0.0003623052,0.00206976,0.001253084,0.001015749,0.0009466553,0.001271861,0.001217156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007040483,"about_ca_system_score_gemma":0.001006195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00136962,"about_ca_topic_score_gemma":0.001817076,"domain_scores_codex":[0.9996147,0.00007314159,0.00007353297,0.00005595257,0.0001313349,0.00005128081],"domain_scores_gemma":[0.9994447,0.0002365515,0.0001026545,0.00002354629,0.0001480219,0.0000445669],"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":[0.0001129334,0.00006412536,0.008814237,0.01740178,0.0001815244,0.02346063,0.00127031,0.001051686,0.008439102,0.02618199,0.1153244,0.7976971],"study_design_scores_gemma":[0.000009376607,0.00004578725,0.008162946,0.003728236,0.0001059655,0.08319077,0.0004674455,0.0002472881,0.0009691013,0.008638692,0.8943892,0.00004541915],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004405526,0.979267,0.00123075,0.001335093,0.001402603,0.00002354837,0.00007320687,0.00007139315,0.01219083],"genre_scores_gemma":[0.06549576,0.9174111,0.002794645,0.003039974,0.004155034,0.00004055818,0.0003853709,0.00003038027,0.00664717],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002674174,"threshold_uncertainty_score":0.007489383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06616219255139044,"score_gpt":0.3679482690074428,"score_spread":0.3017860764560524,"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."}}