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
Educators are increasingly being called on to teach nursing students the fundamentals of spiritual care. The purpose of this study was to investigate and analyze what was being taught to nursing students about spirituality and spiritual care through nursing fundamentals textbooks. Findings of this study suggest that although this body of literature provides comprehensive content about spirituality and spiritual care, there are some underlying conceptual problems. The clear demarcation between spirituality and religion creates problematic dichotomies between patients' individual and cultural selves and their cognitive and experiential selves. Defining spirituality primarily by positive emotional descriptors and cognitive capacity tends to pathologize the basic human experience of suffering and marginalize those most vulnerable in society. Spiritual care is problematic in that it is difficult to identify what constitutes a uniquely spiritual intervention, the outcomes being proposed for care are questionable, and there is an assumption that nurses' spiritual worldviews are biases in the context of care.
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 | 0.000 | 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 it