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.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.020 | 0.013 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.013 | 0.021 |
| Scholarly communication | 0.012 | 0.011 |
| Open science | 0.002 | 0.012 |
| Research integrity | 0.007 | 0.007 |
| Insufficient payload (model declined to judge) | 0.008 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), 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".