The determinants of meaning of pain following an acute traumatic injury
Bibliographic record
Abstract
RATIONALE AND AIMS: Meaning is an integral aspect of life that drives behaviours, actions and emotions. Perception of pain is believed to be affected by the meaning of pain. Our primary aim was to investigate and discuss the determinants of meaning in acute pain following a traumatic injury. METHODOLOGICAL DESIGN: Using the Interpretive Description approach, a method of qualitative inquiry, 13 adults hospitalised due to their accidental injuries were recruited. Semi-structured interviews that were digitally recorded were used to collect the data. Ethical approval was received by our local Health Research Ethics Board, and all relevant ethical standards were followed as outlined in the approved ethics proposal. FINDINGS: The three primary determinants of meaning during an acute pain event, or the experience of acute pain include permanence of injuries, incongruence of care quality, and personal responses to the injury and care received. Although the permanence of an injury is lasting, we did not find any emotional response to this fact while the participants were hospitalised. The emotion characterising the personal response to the perceived poor quality of hospital care received was anxiety. CONCLUSION: Both the technical and personal components of healthcare quality have the potential to increase the perception of pain. Meanings in an acute pain event are primarily related to the determinants of incongruent care and the personal response to that determinant: anxiety.
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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 | 0.007 | 0.001 |
| 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 | 0.001 |
| Open science | 0.001 | 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".