Did Massachusetts Health Reform Affect Veterans Affairs Primary Care Use?
Bibliographic record
Abstract
Massachusetts Health Reform (MHR), implemented in 2006, introduced new health insurance options that may have prompted some veterans already enrolled in the Veterans Affairs Healthcare System (VA) to reduce their reliance on VA health services. This study examined whether MHR was associated with changes in VA primary care (PC) use. Using VA administrative data, we identified 147,836 veterans residing in Massachusetts and neighboring New England (NE) states from October 2004 to September 2008. We applied difference-in-difference methods to compare pre-post changes in PC use among Massachusetts and other NE veterans. Among veterans not enrolled in Medicare, VA PC use was not significantly different following MHR for Massachusetts veterans relative to other NE veterans. Among VA-Medicare dual enrollees, MHR was associated with an increase of 24.5 PC visits per 1,000 veterans per quarter ( p = .048). Despite new non-VA health options through MHR, VA enrollees continued to rely on VA PC.
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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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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".