{"id":"W3195439927","doi":"10.1002/lary.29778","title":"Ultrasonography and Fine‐Needle Aspiration in Indeterminate Thyroid Nodules: A Systematic Review of Diagnostic Test Accuracy","year":2021,"lang":"en","type":"review","venue":"The Laryngoscope","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; Dalhousie University; McMaster University; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Confidence interval; Diagnostic odds ratio; Thyroid nodules; Meta-analysis; Odds ratio; Thyroid; Pre- and post-test probability; Diagnostic accuracy; Likelihood ratios in diagnostic testing; Fine-needle aspiration; Radiology; Malignancy; Indeterminate; Internal medicine; Biopsy","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":[0.0006841051,0.0005002081,0.003906201,0.0002006907,0.00005149213,0.00003829849,0.0002246207,0.0001680745,0.00005239663],"category_scores_gemma":[0.006617786,0.0002847872,0.0005250484,0.0008676518,0.00009468372,0.00008517222,0.00009806174,0.0003873468,0.00002442503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001132002,"about_ca_system_score_gemma":0.000286676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006751571,"about_ca_topic_score_gemma":0.00004153817,"domain_scores_codex":[0.9971856,0.0004184356,0.001351697,0.0004434984,0.0003263535,0.0002744342],"domain_scores_gemma":[0.9903898,0.007665668,0.00086076,0.0008759341,0.000110209,0.00009767646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000001962596,0.00030181,0.0001897658,0.9386872,0.0002697269,0.00007051176,0.00008885103,5.544826e-8,9.502697e-7,0.00002468591,0.000370204,0.0599943],"study_design_scores_gemma":[0.000502779,0.0004474422,0.0002521449,0.9670594,0.007202536,0.0002152827,0.00002692301,8.815408e-7,0.00001031296,0.000005586361,0.02404719,0.0002295419],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000193933,0.9938339,0.000001556261,0.0002252113,0.00007281356,0.005347622,0.00009945282,0.00002201981,0.0002034966],"genre_scores_gemma":[0.0005418891,0.9965345,0.0000413227,0.0004315868,0.00006499885,0.002060504,0.0002131024,0.00005693155,0.00005512067],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.05976476,"threshold_uncertainty_score":0.9999604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02358589472536881,"score_gpt":0.3256045545509206,"score_spread":0.3020186598255518,"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."}}