Focused Life Stories of Women with Cardiac Pacemakers
Bibliographic record
Abstract
Biotechnical devices such as cardiac pacemakers are implanted into people to manage a range of disorders, yet comparatively little is known about the emotional impact of this experience. Women may have a unique response to implanted devices due to cultural messages about the masculinity of technology. In this qualitative study using Hall's focused life stories design, 11 women from teenagers to elders with permanent cardiac pacemakers were asked to describe their experiences using semistructured interviews. The themes that emerged are relinquishing care, owning the device, experiencing fears and/or resistance, imaging the body, normalizing, positioning as caretaker, finding resilience, and sensing omnipotence. Understanding what it means for women to live with an implanted biotechnical device may facilitate planning interventions to support their psychological and physiological health. Effective pacemaker function may depend, in part, on recipients' successful emotional attachment to the device.
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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) | 0.001 | 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".