Robot‐assisted Thoracoscopic Lymphadenectomy Along the Left Recurrent Laryngeal Nerve for Esophageal Squamous Cell Carcinoma in the Prone Position: Technical Report and Short‐term Outcomes
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Bibliographic record
Abstract
BACKGROUND: Meticulous mediastinal lymphadenectomy frequently induces recurrent laryngeal nerve palsy (RLNP). Surgical robots with impressive dexterity and precise dissection skills have been developed to help surgeons perform operations. The objective of this study was to determine the impact on short-term outcomes of robot-assisted thoracoscopic radical esophagectomy performed on patients in the prone position for the treatment of esophageal squamous cell carcinoma, including its impact on RLNP. METHODS: A single-institution nonrandomized prospective study was performed. The patients (n = 36) with resectable esophageal squamous cell carcinoma were divided into two groups: patients who agreed to robot-assisted thoracoscopic esophagectomy with total mediastinal lymphadenectomy performed in the prone position (n = 16, robot-assisted group) without insurance reimbursement, and those who agreed to undergo the same operation without robot assistance but with health insurance coverage (n = 20, control group). These patients were observed for 30 days following surgery to assess short-term surgical outcomes, including the incidence of vocal cord palsy, hoarseness, and aspiration. RESULTS: Robot assistance significantly reduced the incidence of vocal cord palsy (p = 0.018) and hoarseness (p = 0.015) and the time on the ventilator (p = 0.025). There was no in-hospital mortality in either group. There were no significant differences between the two groups with respect to patient background, except for the use of preoperative therapy (robot-assisted group <control, p = 0.003). There were no significant differences in estimated blood loss, operating time, number of dissected lymph nodes, completeness of resection, or the incidence of the other complications, except for anastomotic leakage (p = 0.038). CONCLUSION: Robot-assisted thoracoscopic esophagectomy with total mediastinal lymphadenectomy is feasible and safe. This method shows promise in preventing RLNP.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 it