Colorectal surgery surgical site infection prevention practices in British Columbia
Bibliographic record
Abstract
Surgical site infections (SSI) pose significant morbidity after colorectal surgery. We sought to document current practices in colorectal surgery SSI prevention in British Columbia (BC). Reporting the current provincial landscape on SSI prevention helps to understand the foundation upon which improvements can take place. We surveyed all BC surgeons performing elective colon and rectal resections, and 97 surveys were completed (60% response rate). Eighty-six per cent of respondent hospitals tracked SSI rates. The reported superficial SSI was less than 5% and the anastomotic leak/organ space rate was less than 10%. All respondents gave preoperative prophylactic antibiotics, with 24% continuing antibiotics postoperatively; 62% are using oral antibiotics (OAB) and mechanical bowel preparation (MBP) and 29% use MBP without OAB. Areas for improvement include OAB with MBP and discontinuing prophylactic antibiotics postoperatively, as recommended by the World Health Organization.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 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".