Microcellular Agave Fibre-High Density Polyethylene Composites Produced by Injection Molding
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
In the face of severe financial challenges and demands to improve quality and service to patients, many community health centers (CHCs) have aligned or integrated with other CHCs, physician groups, or hospitals. Yet the nature of and rationale for these organizational decisions are not well understood. Our research applied an organizational theoretical framework to test whether strategic adaptation theory or institutional theory best describes the integration activity of CHCs in Ohio. We collected primary data from case studies of seven CHCs selected for geographic representation and studied December 2000-January 2001. Semi-structured interviews and a case study database supported our chain of evidence. We found that CHC integration activity was substantial (five of seven CHCs integrated) and extremely varied. Consistent with strategic adaptation theory, we determined that CHC integration actions were predominantly center-specific, rational responses to environmental challenges and were initiated to improve operations or financial performance. Rarely did CHCs initiate major organizational change merely to mimic other CHC actions, as might have been expected of highly institutionalized organizations. Understanding the basis for CHCs' strategic decisions while monitoring financial health will remain critical as lawmakers and administrators work to develop policies that both maintain progress made and improve primary care access for the poor, the uninsured, and those with special health care needs served by these important safety net providers.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 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 | 0.001 | 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 it