A Critical Review of Minimally Invasive Esophagectomy
Bibliographic record
Abstract
The advent of minimally invasive esophagectomy (MIE) attempts to decrease postoperative complications and mortality for this high-risk procedure. This review examines techniques in MIE, associated outcomes, and offers a critical appraisal of the literature surrounding this procedure. A Pubmed search was conducted for "minimally invasive esophagectomy" and associated synonyms. In addition, we analyze the outcomes at our institution through a prospectively maintained database. With varied techniques and utilization of different endpoints it is difficult to draw concrete conclusions from the current literature. Overall, however, there is no strong trend toward deceased mortality or decreased pulmonary complications from MIE, but there is a trend toward decreased intraoperative blood loss and shorter intensive care unit and ward stays. Until future studies are completed, MIE remains a useful tool in the armamentarium of the esophageal surgeon, and should be used not in exclusion of other approaches should patient or tumor factors dictate otherwise.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.007 | 0.002 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 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; both teacher heads agree on what is shown here.
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".