{"id":"W3000324983","doi":"10.1002/lary.28476","title":"The Usefulness of the Thyroid Imaging Reporting and Data System in Determining Thyroid Malignancy","year":2020,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Malignancy; Thyroid; Concordance; Fine-needle aspiration; Radiology; Thyroid nodules; Biopsy; Nodule (geology); Pathological; Cytology; Surgical pathology; 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":[0.02239709,0.0001697835,0.0002933812,0.002895796,0.0002547389,0.001216652,0.0007583997,0.0004232466,0.0005872183],"category_scores_gemma":[0.09786841,0.0002220911,0.0005907168,0.002763142,0.0006198643,0.001266277,0.0008437688,0.0005228387,0.0001525082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009511653,"about_ca_system_score_gemma":0.001699497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002588862,"about_ca_topic_score_gemma":0.002567526,"domain_scores_codex":[0.978885,0.009517701,0.005779512,0.001207976,0.004059465,0.000550229],"domain_scores_gemma":[0.8249542,0.09157734,0.06157459,0.005047284,0.01487064,0.001975951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002218171,0.00001305614,0.9913667,0.0001428191,0.00004563977,0.00005412651,0.00008811479,0.00004632212,0.0001795158,0.00002799423,0.0001088824,0.007704963],"study_design_scores_gemma":[0.00002894275,0.0004356082,0.9949002,0.000222746,0.0001683536,0.001107486,0.0004242931,0.0006501839,0.0006171759,0.00002799706,0.001400648,0.00001654076],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887101,0.006570932,0.001263187,0.0006180672,0.00007943144,0.0001565549,0.001171235,0.0000171013,0.001413305],"genre_scores_gemma":[0.9970799,0.0005904286,0.001570047,0.00009990995,0.00006260051,0.000069533,0.0004834883,0.000003713291,0.00004033972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02239709,"threshold_uncertainty_score":0.1184486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06090697614360127,"score_gpt":0.297884676586804,"score_spread":0.2369777004432027,"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."}}