Operationalizing Decentralized Governance Mechanisms in Health Systems with Insights from Decentralized Digital Technologies
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The scholarly literature on decentralized health systems is inconclusive on whether they achieve greater equity, efficiency, and resiliency. A key problem is a lack of conceptual clarity surrounding the term decentralization. This paper traces the storyline on decentralization and outlines the inadequacy of standard frameworks to causally link decentralized governance practices with system outcomes. In so doing, mechanisms for operationalizing decentralization reforms are illuminated. A new analytical framework with tools from decentralized digital technologies is presented and applied to three Canadian provincial health system reforms, demonstrating how it provides practical insights into the relationship between decentralized governance and decentralized outcomes.
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.003 | 0.008 |
| 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 it