Outpatient thyroid surgery in a Toronto community hospital.
Bibliographic record
Abstract
BACKGROUND: Thyroid surgery has been traditionally viewed as a procedure necessitating hospitalization of patients. There is a small but growing body of literature demonstrating the safety and efficacy of outpatient thyroid surgery. OBJECTIVES/DESIGN: Based on a review of the literature and a description of the protocol used to identify patients who are candidates for outpatient procedures, complications associated with the management of these patients are discussed. SETTING: Teritary referral otolaryngology practice within a community hospital. RESULTS: The study period included 247 thyroid surgeries, of which 94 were completed on an outpatient basis. No complications were identified in the outpatient group. CONCLUSIONS: Outpatient subtotal thyroidectomy is safe and effective. It has not been shown to increase postoperative complication rates. The practice of outpatient thyroid surgery can be of financial benefit to the Canadian health care system.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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 teacher head, 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".