Bibliographic record
Abstract
Commendations, a family intervention distinguished as an essential component of the Illness Beliefs Model, as developed by Wright, Watson, and Bell at the University of Calgary, Alberta, Canada, was the focus of this doctoral qualitative study. Commending refers to the act of drawing forward and highlighting previously unobserved, forgotten, or unspoken strengths, competencies, and resources. This article is explicated through many voices: the voice of the researcher as touched by the family; the voice of the literature and legacy that surrounds the topic of commendations; and the voice of the interpretations of the research that represent a “fusion of horizons” (Gadamer, 1989). The experiences in this article are of one family, who were part of a larger study. The participants included a family and therapist who engaged in therapeutic conversations focused on the chronic and life-threatening nature of leukemia. Videotapes of clinical interviews, clinical documentation, and research interviews comprised the data analyzed. Interpretations were shaped and guided by the tradition of Hans-Georg Gadamer's (1989) philosophical hermeneutics. It was within the context of one family's suffering, and the intricate complexities of the therapeutic relationship, where the eventful nature of commending practices was opened to examination. The value and power of these seemingly “simple” clinical moves in alleviating suffering, and the moral and ethical threads of the goodness inherent in this artful practice, were revealed in the textual analysis. This research challenges the slide of pedagogical practices toward routinizing and ritualizing such delicate contextual conversational events, and labeling these practices as “interventions.”
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.014 | 0.030 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.014 | 0.038 |
| Scholarly communication | 0.011 | 0.015 |
| Open science | 0.003 | 0.012 |
| Research integrity | 0.003 | 0.006 |
| Insufficient payload (model declined to judge) | 0.003 | 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 source (direct Gemma or distilled Codex), 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".