Understanding Gut Feelings: Transformations in Coping With Inflammatory Bowel Disease Among Young Adults
Bibliographic record
Abstract
Past studies have revealed a dizzying array of coping techniques employed by persons living with inflammatory bowel disease (IBD). Unfortunately, research has provided little insight into when and why individuals adopt or abandon particular coping strategies. Using a retrospective narrative approach, we explored how participants made sense of changes in their approach to coping over time. Shifts in coping strategies were associated with particular illness experiences that wrought new understandings of IBD and novel identity challenges. They followed a common processual form and were marked by a movement away from techniques of purification, normalization, and banalization toward the development of a more communicative body. This was accompanied by notable shifts in identity work. Notably, participants moved from a preoccupation with maintaining continuity and sameness to permitting their extraordinary bodies to occupy a place in their public and personal identities. Implications of this process for theory and practice are discussed.
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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 | 0.012 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.003 |
| 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".