Bibliographic record
Abstract
AbstractDeath is a universal experience that has often been underrepresented in discussion between loved ones and the healthcare system. Given the need for support throughout all aspects of end-of-life care, an emerging paradigm shift shows Compassionate Communities as a new standard for placing responsibility back in the community and promoting respectful and compassionate care. Development of Compassionate Communities promotes quality end-of-life care designed to meet the individualized needs of the dying as well as their caregivers. RésuméLa mort est une expérience universelle qui a souvent été sous-représentée lors de discussions entre les proches d’une personne mourante et le système de soins de santé. Étant donné le besoin de soutien au niveau des diverses facettes des soins de fin de vie, un changement émergent de paradigme démontre que les Communautés bienveillantes sont dorénavant la norme pour confier à nouveau la responsabilité aux communautés, et pour promouvoir des soins respectueux et compatissants. Le développement des Communautés Bienveillantes promeut des soins de fin de vie de qualité, conçus pour répondre aux besoins particuliers des personnes mourantes ainsi que de leurs aides.
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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 | 0.000 | 0.000 |
| 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 | 0.001 |
| 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".