{"id":"W2923444320","doi":"10.1016/j.ejro.2019.03.002","title":"Diagnostic performance of 2015 American Thyroid Association guidelines and inter-observer variability in assigning risk category","year":2019,"lang":"en","type":"article","venue":"European Journal of Radiology Open","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital; University of Toronto; University Health Network; Mount Sinai Hospital","funders":"","keywords":"Medicine; Malignancy; Thyroid cancer; Thyroid; Cohort; Radiology; Biopsy; Thyroid nodules; Retrospective cohort study; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004706504,0.0001149634,0.0005858039,0.00009308939,0.00002214647,0.00001426792,0.0002021181,0.00002498033,0.00004845974],"category_scores_gemma":[0.001764984,0.00008459107,0.00006223085,0.0001120418,0.00006891047,0.0001616321,0.0001131081,0.0002811078,0.00001362133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002019073,"about_ca_system_score_gemma":0.00009909418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002236768,"about_ca_topic_score_gemma":0.00001465803,"domain_scores_codex":[0.9977461,0.00110871,0.000701465,0.0001695458,0.0001199174,0.0001542423],"domain_scores_gemma":[0.9976922,0.0007726768,0.001027559,0.0001857825,0.0002394531,0.0000822761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002817798,0.0001140809,0.9806412,0.00002010611,0.0001567347,0.00005205789,0.0003014807,0.0002198997,0.0004016919,0.000006605104,0.004563834,0.01324054],"study_design_scores_gemma":[0.003011507,0.002982423,0.991815,0.0002181122,0.0001270342,0.0001522596,0.0001440557,0.0001729966,0.0002254775,0.00001437222,0.001062003,0.00007475021],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959471,0.001167815,0.00005296723,0.001206168,0.0002108599,0.0002729601,0.000005854178,0.000003144716,0.001133132],"genre_scores_gemma":[0.9954596,0.002884253,0.001220366,0.0001940261,0.0001081398,0.000002793227,0.000003405484,0.00001524559,0.0001121795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01316579,"threshold_uncertainty_score":0.3449524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02229326493505345,"score_gpt":0.2964181209277631,"score_spread":0.2741248559927096,"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."}}