Association Between Energy Delivery and Outcomes in Adult Critically Ill Patients Diagnosed With or At Risk of Malnutrition: A Systematic Review and Meta-analysis With Trial Sequential Analysis
Bibliographic record
Abstract
CONTEXT: There is a common belief that adult critically ill patients diagnosed with or at risk of malnutrition would benefit from higher energy delivery. OBJECTIVE: This systematic review and meta-analysis aimed to evaluate the association between energy delivery and mortality in adult critically ill patients diagnosed with or at risk of malnutrition. DATA SOURCES: Databases including Medline, Embase, Scopus, Cumulative Index to Nursing and Allied Health Literature (CINAHL), Cochrane Central, and Google Scholar were searched from inception to November 20, 2023. DATA EXTRACTION: Randomized controlled trials (RCTs) and observational studies that (1) included critically ill patients (aged ≥18 years) diagnosed with or at risk of malnutrition using validated tools following intensive care unit (ICU) admission, (2) had at least 20% energy difference between intervention and comparison groups, and (3) reported mortality outcomes were included. The random-effects model was used to pool the data. DATA ANALYSIS: Two RCTs (4681 at-risk patients) and 5 observational studies (1587 at-risk patients [including 389 high-risk patients]) were included. The pooled mean energy delivered during the first 7-14 days of ICU admission in higher vs lower energy groups was 25.6 ± 5.9 vs 9.7 ± 5.6 kcal/kg per day (P = .004) in RCTs and 21.0 ± 5.2 vs 13.3 ± 5.3 kcal/kg per day (P < .001) in observational studies. No mortality difference was found between higher vs lower energy groups in at-risk patients (risk ratio: 0.99; 95% CI: 0.85, 1.17; P = .94) in RCTs and high-risk patients (adjusted odds ratio: 1.37; 95% CI: 0.43, 4.32; P = .59) in observational studies. Trial sequential analysis was performed and 31 232 patients were required to show a potential treatment effect. CONCLUSION: These data do not support the prevailing belief that higher energy delivery improves survival in adult critically ill patients diagnosed with or at risk of malnutrition. SYSTEMATIC REVIEW REGISTRATION: PROSPERO registration no. CRD42021274378.
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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 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.020 | 0.004 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 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".