Preoperative fasting for prevention of perioperative complications in children
Bibliographic record
Abstract
Objectives This is a protocol for a Cochrane Review (intervention). The objectives are as follows: The objective of this review is to assess the effects of various preoperative fasting regimens (i.e. the duration of fasting from liquids and solids and the type and volume of permitted intake) on perioperative complications, including aspiration, aspiration‐related morbidity (e.g. aspiration pneumonia), and mortality in children undergoing general anaesthesia. We will also assess the effect of preoperative fasting regimens on other perioperative outcomes and complications, including length of hospital stay, risk of unplanned intubation and intensive care unit (ICU) admission, risk of unplanned oxygen administration, risk of unplanned admission, thirst, hunger, pain, risk of vomiting, and anxiety. We will also use subgroup analyses to assess whether the risk of perioperative complications with various preoperative fasting regimens differ for children with a comorbidity (e.g. obesity, diabetes, respiratory, or digestive) or for children of different ages (e.g. infants, children, adolescents).
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 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 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".