{"id":"W2616510090","doi":"10.1159/000468519","title":"European Thyroid Association Guidelines regarding Thyroid Nodule Molecular Fine-Needle Aspiration Cytology Diagnostics","year":2017,"lang":"en","type":"article","venue":"European Thyroid Journal","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":158,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Institute for Cancer Research","funders":"","keywords":"Medicine; Thyroid nodules; Molecular diagnostics; PAX8; Molecular pathology; Fine-needle aspiration; Cytology; HRAS; Thyroid; Pathology; Cytopathology; Radiology; KRAS; Biopsy; Bioinformatics; Internal medicine; Cancer","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","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002822379,0.000589135,0.0007664082,0.0002752514,0.001499274,0.0008466901,0.0007565761,0.0001363847,0.0001275141],"category_scores_gemma":[0.004980114,0.00050756,0.0005416475,0.0001502324,0.0001227129,0.0005385736,0.0003690665,0.0009852452,0.001027473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007007298,"about_ca_system_score_gemma":0.0001805883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004379786,"about_ca_topic_score_gemma":0.00003367101,"domain_scores_codex":[0.9952304,0.0008881688,0.001321957,0.0007067854,0.0009722837,0.0008803667],"domain_scores_gemma":[0.9950259,0.0001889017,0.001850132,0.001312858,0.001063099,0.0005591267],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0006587105,0.001522615,0.2486016,0.0001041922,0.002167192,0.01633743,0.00125052,0.0009524704,0.1385534,0.001766832,0.5231348,0.06495032],"study_design_scores_gemma":[0.02016361,0.005807136,0.744272,0.001059542,0.001960884,0.003417541,0.00034844,0.0004002214,0.01839687,0.0005312545,0.2019869,0.00165564],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8324053,0.01538164,0.002642785,0.02226005,0.002810612,0.0007727165,0.00006616255,0.0003022052,0.1233586],"genre_scores_gemma":[0.982074,0.004665036,0.003000059,0.002494917,0.004462445,0.00001346716,0.00008273141,0.000241639,0.002965674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4956704,"threshold_uncertainty_score":0.9998006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03636323747920784,"score_gpt":0.3081105279947417,"score_spread":0.2717472905155339,"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."}}