Social Determinants of Health in Diverticulitis: A Systematic Review
Bibliographic record
Abstract
BACKGROUND: There is growing interest in social determinants of health for surgical populations. Within diverticulitis, no systematic collation of available evidence has been performed. OBJECTIVE: To assess frequency, variety, and association directions for social determinants of health in colonic diverticular disease. DATA SOURCES: Four electronic databases were queried: PubMed, Embase, Cochrane, and Web of Science. STUDY SELECTION: Included studies reported symptomatic left-sided colonic diverticular disease with respect to a social determinant of health according to the Healthy People 2030 initiative or applicable proxy variable. Studies with non-English full text, cohort size less than 50, pediatric cohorts, and exclusively non-left-sided disease were excluded. MAIN OUTCOME MEASURES: Quality assessment using the modified Newcastle-Ottawa Scale, frequency of variables reported, and effect size trends for common comparisons. RESULTS: Among 50 included studies, 40 were good and 10 were fair in quality. Social determinants of health in diverticulitis were identified across economic stability, education access and quality, health care access and quality, neighborhood and built environment, and social and community context domains. The 2 most common variables were self-reported race and ethnicity (n = 33) and insurance (n = 22). Among 18 unique studies reporting comparisons of White versus any other self-reported race and ethnicity, 12 identified a disparity disadvantaging non-White groups with effect sizes (95% CI ranging from 1.23 [1.10-1.37] to 5.35 [1.32-21.61]). Among 15 unique studies reporting a nonprivate versus private insurance comparison, 9 identified nonprivate insurance as a risk factor with effect sizes (95% CIs) ranging from 1.15 (1.02-1.29) to 3.83 (3.01-4.87). LIMITATIONS: Retrospective studies, heterogeneity across cohorts, and variable definitions. CONCLUSIONS: Social determinants of health domains are associated with a variety of diverticulitis outcomes. Additional studies are needed to address infrequently reported domains and identify optimal strategies for intervening in clinical settings. PROSPERO ID: CRD42023422606.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.000 | 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 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".