Evaluation of the efficacy and safety of robot-assisted and video assisted thoracic surgery for early non-small cell lung cancer: A meta-analysis
Why this work is in the frame
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Bibliographic record
Abstract
BACKGROUND: Radical resection of lung cancer and chemotherapy are the main methods for the treatment of early lung cancer, but surgical treatment is still the key and preferred method. OBJECTIVE: To evaluate the efficacy and safety of robotic-assisted thoracic surgery (RATS) and video assisted thoracic surgery (VATS) for non-small cell lung cancer (NSCLC). METHODS: The clinical cohort studies on the comparison of the effects of RATS and VATS in the treatment of NSCLC published in Web of Science, PubMed, The National Library of Medicine (NLM), China National Knowledge Infrastructure (CNKI) and Wanfang database from January 1, 2015 to December 31, 2022 were searched. Two researchers independently screened the literature, extracted the data, such as operation time, intraoperative conversion rate, intraoperative blood loss, number of lymph nodes dissected, and evaluated the quality of the included literature based on the Newcastle-Ottawa Scale (NOS). RevMan 5.3 software was used for Meat analysis. RESULTS: A total of 18 articles and 21,802 subjects were included. The results of the meta-analysis showed that the intraoperative blood loss of RATS was significantly less than that of VAS, and the difference was statistically significant [MD =-38.43 (95% CI: -57.71, -19.15, P< 0.001)]. Compared with VATS, the number of lymph nodes dissected in RATS was significantly higher [MD = 2.61 (95% CI: 0.47, 4.76, P= 0.02)]. The rate of conversion to thoracotomy in RATS was lower, and the difference was statistically significant [OR = 0.59 (95% CI: 0.50, 0.70, P< 0.001)]. There was no significant difference between RATS and VATS in operation time [MD =-9.34 (95% CI: -28.72, 10.04, P= 0.34)], postoperative thoracic drainage time [MD =-0.08 (95% CI: -0.42, 0.26, P= 0.64)], postoperative hospital stay [MD =-0.05 (95% CI: -0.19, 0.08, P= 0.42)], postoperative mortality [OR = 0.88 (95% CI: 0.56, 1.36, P= 0.56)] and postoperative complications [OR = 1.03 (95% CI: 0.93, 1.13, P= 0.57)]. CONCLUSION: Compared with VATS, the number of lymph nodes dissected in RATS was significantly more, and the removal of lesions and lymph nodes was more thorough and accurate. More flexible and precise operation avoids the injury of important blood vessels during operation, effectively reduces the amount of blood loss during operation, shortens the indwelling time of thoracic drainage tube, and is conducive to postoperative rehabilitation of patients.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.004 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| 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