{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009657699,0.0005333461,0.00402958,0.001022196,0.00002099878,0.000008230604,0.0002169859,0.0005136709,0.0001107089],"category_scores_gemma":[0.00007366749,0.0004625636,0.0004688338,0.0006073465,0.0001429075,0.00004113072,0.0001664393,0.0009402983,0.00006202747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001598096,"about_ca_system_score_gemma":0.0005065715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001710859,"about_ca_topic_score_gemma":0.0002119228,"domain_scores_codex":[0.9968908,0.0003662709,0.0007945611,0.0008939855,0.0001431015,0.0009112671],"domain_scores_gemma":[0.9988402,0.0001031681,0.0002108223,0.0007009573,0.00002915078,0.0001157774],"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":[0.0000177044,0.0004246166,0.007685078,0.002834866,0.0002098221,0.02033038,0.0001361077,2.166163e-7,5.862136e-8,0.0002919159,0.005193266,0.962876],"study_design_scores_gemma":[0.002166153,0.000373996,0.001297812,0.006891878,0.0006603942,0.001965917,0.00007378187,0.000002207398,0.000001418691,0.0000565029,0.9861944,0.0003155389],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008752117,0.9943198,0.00001428651,0.0003684814,0.002585263,0.001404295,0.00003673124,0.00004299375,0.001140631],"genre_scores_gemma":[0.0001251583,0.9947198,0.001228588,0.0004069036,0.0003597698,0.002502112,0.0002947816,0.00007861007,0.0002842994],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9810011,"threshold_uncertainty_score":0.9997826,"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."}}