Health Care Organizations Adopting Anchor Institute or Similar Practices: A Scoping Review
Bibliographic record
Abstract
Health care organizations and systems have increasingly invested in prevention efforts and addressing upstream social determinants of health. Some of these institutions have worked to develop their role as “anchor institutions”: socially responsible entities that leverage their resources to build community wealth. A scoping review was completed to explore the state of the literature on health care organizations adopting “anchor practices” and more broadly investing in community needs. In total, 81 articles were included in the scoping review, which reflect academic articles and grey literature or reports with an analytical focus on health care organizations and systems adopting an anchor mandate or similar practices. Findings suggest there is a limited evidence base of health care organizations and systems adopting anchor mandates. The results of this research can help to spark health care organizations to think beyond their four walls and create shared value for their organization and the community.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.047 | 0.161 |
| Meta-epidemiology (narrow) | 0.001 | 0.002 |
| Meta-epidemiology (broad) | 0.003 | 0.004 |
| Bibliometrics | 0.028 | 0.032 |
| Science and technology studies | 0.002 | 0.003 |
| Scholarly communication | 0.006 | 0.007 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.004 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".