{"id":"W4320075494","doi":"10.15406/joentr.2022.14.00499","title":"Relationship of step section and accuracy of pathologic diagnosis of thyroid cancers","year":2022,"lang":"en","type":"article","venue":"Journal of Otolaryngology-ENT Research","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University","funders":"","keywords":"Medicine; Thyroid; Frozen section procedure; Radiology; Dissection (medical); Neck dissection; Lymph node; Medical history; Surgery; Carcinoma; Pathology; 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":[0.005210015,0.000330222,0.0002548125,0.002277935,0.0004756722,0.001120218,0.0008107839,0.0009774221,0.002386993],"category_scores_gemma":[0.07070307,0.0003414223,0.0002687633,0.000876127,0.0009376545,0.001351105,0.0008021581,0.0008313368,0.0008856723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006200573,"about_ca_system_score_gemma":0.0003540439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001116076,"about_ca_topic_score_gemma":0.001937413,"domain_scores_codex":[0.9948937,0.001529301,0.00103187,0.0006914609,0.001456716,0.0003970073],"domain_scores_gemma":[0.9229861,0.05257212,0.008446656,0.004687888,0.01018174,0.001125541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002888768,0.00001226509,0.9905666,0.00003269801,0.00003761523,0.0009903911,0.00009198448,0.0003034091,0.001263797,0.00006712845,0.0001375448,0.006207766],"study_design_scores_gemma":[0.00001484743,0.0004033717,0.9205774,0.0001321376,0.0002711441,0.04952431,0.0009735128,0.007477702,0.01668987,0.0007569512,0.003137248,0.00004137354],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9820669,0.0051818,0.004333774,0.0003430251,0.0001847588,0.00002962267,0.0002955821,0.0001560622,0.007408537],"genre_scores_gemma":[0.9979526,0.0003174521,0.001308267,0.00003851061,0.00005160228,0.00000431188,0.0001159771,0.00002058335,0.0001906644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005210015,"threshold_uncertainty_score":0.0275535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0724026122644416,"score_gpt":0.3740631582990175,"score_spread":0.3016605460345759,"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."}}