{"id":"W2109991194","doi":"10.1586/17446651.2014.887435","title":"Preoperative diagnosis of thyroid nodules using the Bethesda System for Reporting Thyroid Cytopathology: a comprehensive review and meta-analysis","year":2014,"lang":"en","type":"review","venue":"Expert Review of Endocrinology & Metabolism","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital","funders":"","keywords":"Medicine; Cytopathology; Thyroid nodules; Thyroid; Medical diagnosis; Fine-needle aspiration; Thyroid cancer; Bethesda system; Malignancy; Biopsy; Radiology; General surgery; Pathology; Cytology; 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":[0.005184307,0.00132174,0.005678616,0.005154938,0.0003758323,0.001507794,0.001263719,0.0009769463,0.002316307],"category_scores_gemma":[0.01540535,0.0005808107,0.01171275,0.007120306,0.0003367234,0.001001382,0.0007074906,0.0008807557,0.0002233244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001169738,"about_ca_system_score_gemma":0.001886737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004997827,"about_ca_topic_score_gemma":0.0132079,"domain_scores_codex":[0.9970758,0.0008468,0.001040209,0.0004483701,0.0004855592,0.000103294],"domain_scores_gemma":[0.9895382,0.007891249,0.001486021,0.000251405,0.0007467562,0.00008651894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001338589,0.00004956417,0.03369619,0.5863628,0.2535094,0.0003204021,0.000170908,0.000941822,0.0005920026,0.0003206418,0.004455651,0.1182421],"study_design_scores_gemma":[0.0002449777,0.0002703999,0.04954481,0.07327222,0.8580489,0.0008306585,0.0001752454,0.0004293915,0.0004842253,0.0005236792,0.01610439,0.00007100488],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001950639,0.9972881,0.0001203681,0.0001057371,0.00003799158,0.00002297736,0.0003214852,0.000005298291,0.0001474942],"genre_scores_gemma":[0.05704614,0.9408582,0.0006413776,0.0003451023,0.0001289181,0.00009699171,0.0007581909,0.000008533304,0.0001165404],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005678616,"threshold_uncertainty_score":0.02741754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1261426673351201,"score_gpt":0.426209512252184,"score_spread":0.3000668449170639,"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."}}