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
While most healthcare workers would agree that hope is necessary for healthy living, the current understanding of hope and hoping is incomplete. This article reports on a study that attempted to answer the question: Do bereavement counselors inspire hope in their clients, and if so, how? The study used a modified grounded theory method and collected data, by means of interviews, from a total sample of 12 participants, comprising bereavement counselors and ex-clients who had received bereavement counseling. The data were coded and analysed using the constant comparative method, which produced an emerging, integrated, substantive grounded theory of hope inspiration for this client group. This theory includes a core variable: the implicit projection of hope and hopefulness; and three subcore variables: forging the connection and the relationship; facilitating a cathartic release; and experiencing a good (healthy) ending. The theory indicates that this hope inspiration appears to be a subtle, unobtrusive process that was bound up with the necessary and sufficient human qualities in the counselor and the projection of these into the environment (and client).
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 | 0.000 |
| 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