Matters of the heart: Patients’ adjustment to life following a cardiac crisis
Bibliographic record
Abstract
In a sample of patients who experienced a myocardial infarction, coronary artery bypass graft surgery or both within the past year, we examined the extent to which patients' attempts to intrapersonally inhibit their emotions about their cardiac event and their attempts to disclose their feelings about the event to their partner predicted their psychological health (depression, anxiety, post-traumatic stress) and relational functioning (closeness, satisfaction). The more patients inhibited their feelings about their cardiac event, the poorer their psychological and relational functioning. Greater disclosure was associated with greater closeness to their partner. However, frequency of disclosure was also an indicator of level of distress, such that the more frequently patients talked about their feelings regarding the cardiac event with their partner, the more they had anxiety and post-traumatic stress symptoms. Important interactions of inhibition by disclosure on outcomes as well as moderation by time since the cardiac event were found and are discussed in greater detail.
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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".