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
Throughout nursing's history, comfort has been a desired outcome in the provision of nursing care. Yet, attempts to understand comfort and comforting have only recently emerged. To date,few studies have explored comfort and comforting from patients' perspectives. The purpose of this qualitative exploratory study was to describe nurse comforting strategies as well as the outcomes of nurse comforting strategies from the perspective of emergency department (ED) patients. The study took place in a rural Canadian acute care regional hospital. A volunteer sample of 14 hospitalized patients who had received initial treatment in the ED were interviewed. Interviews were transcribed and content analysis performed. Participants described nurses' comforting strategies under the following categories: immediate and competent technical/physical care, positive talk, vigilance, attending to physical discomforts, and including and attending to family. The comforting strategies used by nurses had a positive impact on the physical and emotional well-being of the participants.
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 | 0.005 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.004 |
| Insufficient payload (model declined to judge) | 0.004 | 0.004 |
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