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
This discussion examines the fundamental premise of the Maggie's Centre care philosophy, its success, and why North America has yet to accept this innovative, non-medicalized healthcare paradigm. This UK-based network of 26 centers, the first having opened in 1996, has garnered international attention for innovative architecture, in an orchestrated synthesis of built form with the therapeutic affordances of nature. A Maggie's Center is a distinct community-based healthcare building type for the provision of non-hospital-based counseling and related wellness treatment for women diagnosed with cancer and others coping with cancer. These centers have been built on two continents and typically designed by internationally renowned architects. Numerous peer-reviewed published studies have addressed these centers' social, behavioral, and physical environment attributes and qualities through a broad-based post-occupancy assessment lens. It is hypothesized that this research collectively has been, to date, insufficiently rigorous, methodologically. This may account, to a certain extent, for why the medical establishment in North America has not yet grasped the healing and spiritual affordances of the Maggie's concept nor the attempt to uniquely incorporate architecture as a therapeutic modality. In response, three interdependent influencing factors (determinants) are presented with respect to three core constituencies of the Maggie's Centre concept with the aim of stimulating further discourse. The evidence-based health design research community, laypersons, cancer patients, survivors, and others suffering from sickness and disease, together with the medical community, can collectively foster further acceptance of this innovative building type for health.
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 | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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