Thyroid nodules and goiters : Current standards of care
Bibliographic record
Abstract
Malignancy must be ruled out in palpable as well as nonpalpable nodules larger than 1 cm. If the thyroid-stimulating hormone (TSH) level is normal or elevated cytologic evaluation via fine needle aspiration (FNA) is recommended H a nodule is identified. The use of ultrasound-guided FNA increases the diagnostic yield. About 5% to 10% of FNAs are nondiagnostic; this is more likely with smaller nodules and with palpation-guided FNA. Folow-up visits for benign nodules include clinical reassessment, TSH testing, and measurement of the nodule. Surgery is indicated for malignant nodules, large benign nodules, or symptomatic multinodular goiters. If the TSH level is subnormal, a radionuclide thyroid scan is recommended. Patients with hot nodules require evaluation and possible treatment for hyperthyroidism. Radioiodine therapy is safe and effective for these patients and for patients with toxk multinodular goiters (particularly those with small goiters and those with a history of thyroidectomy).
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.010 | 0.024 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.004 | 0.003 |
| Insufficient payload (model declined to judge) | 0.013 | 0.010 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".