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 article summarizes the first research to be completed on the Family Systems Nursing intervention of therapeutic letters. In the Family Nursing Unit (FNU) at the University of Calgary, therapeutic letters have been used for more than 22 years in work with families experiencing illness and suffering. Using Gadamerian philosophical hermeneutic inquiry, the research explores 11 therapeutic letters sent and received in the work with three families (four participants) seen in the FNU. Textual interpretation of the 11 letters was complemented by research interviews with the families and nurses who wrote the letters as well as in-session, presession, and postsession transcriptions. Interpretations suggest that letters have an influence related to the tone of the individuals and the relationship created; the balancing of questions, commendations, and artful writing; memory and remembrance; measures and markers of change; and the obligation of meeting people experiencing illness at the point of their suffering.
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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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