Beliefs About the Controllability of Pain: Congruence Between Older Adults With Cancer and Their Family Caregivers
Bibliographic record
Abstract
Family dyadic beliefs about pain controllability were examined to determine what influence they had on patient symptom distress and subjective caregiver burden. The Calgary Family Assessment and Intervention Models and Illness Beliefs Model guided this investigation. Self-report questionnaires were administered to a sample of 81 family dyads that consisted of ambulatory cancer care older adult outpatients and their family caregivers. Inferential statistics indicated that family dyads were congruent in their beliefs about pain controllability. Descriptive statistics showed that family dyads with beliefs that the pain was controllable had less symptom distress and caregiver burden than dyads with beliefs that pain was not controllable. Results suggest that family dyadic beliefs that cancer-related pain is controllable have a positive influence on family pain control outcomes. Findings also support the need for nurses to include family members when developing pain management interventions for older adults.
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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 | 0.001 | 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 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".