A Family Systems Nursing Interview Following a Myocardial Infarction: The Power of Commendations
Bibliographic record
Abstract
The onset of life-threatening or chronic illness irrevocably changes the trajectory of the lives of individuals and their families. The beliefs held about the illness may affect the way individuals and family members cope with the illness as well as the illness itself. The illness beliefs model proposes that a therapeutic conversation that includes the identification of, assessment of, and intervention with constraining beliefs about illness may have a powerful and sustaining influence on individuals' and family members' ability to integrate illness into their lives. The authors present a therapeutic conversation that occurred during two sessions in the Family Nursing Unit at the University of Calgary, with a woman experiencing “feeling overwhelmed and stressed” 6 weeks following the diagnosis of a myocardial infarction. Highlighted is one family nursing intervention, commendations, which shows promise in challenging constraining beliefs that may diminish the perception of strengths and increase suffering.
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How this classification was reachedexpand
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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".