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
Healthcare integration projects typically involve significant organizational change, with the intention of providing improved patient services and outcomes through the integration of healthcare services. Some of the management needs of healthcare integration arguably go past the traditional domain of project management, leading practitioners in these projects to use change management in combination with project management. The focus of this article is on the ways that project managers, responsible for merging and integrating healthcare services, have used project management and change management approaches in combination when delivering these projects. The article involves an inductive analysis of data from the integration of 10 healthcare networks. The aim of this article is to contribute to the growing stream of project management literature that explores the blending of both project management and change management. Analysis of these healthcare integration projects led to five key themes, which can be summarized as: (1) traditional project management only partly aligns to the needs of healthcare integration projects; (2) benefits were found in combining project management with change management; (3) change management was particularly beneficial if used early in the project life cycle; (4) the life cycles of these two disciplines did not align, causing complications in practice, and (5) practitioners used an intuitive and improvisational approach to combining the disciplines.
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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it