Identification of Patients at High Risk of Psychological Distress After <i>BRCA1</i> Genetic Testing
Bibliographic record
Abstract
To predict which women might suffer from abnormally high levels of anxiety and depression after receiving a positive genetic BRCA1 test result, series of pregenetic testing and postgenetic testing psychological measurements were performed. Of 3524 women who returned the psychological test sheets before receiving their genetic test result, 111 women were found to carry a BRCA1 mutation. We found that overall, anxiety does not increase in women who receive a positive BRCA1 genetic test result; however, women who experience high levels of anxiety before genetic testing continue to experience high levels of anxiety up to 1 year posttesting. There were differences in cancer-related distress in affected and unaffected women. BRCA1 carriers with a previous diagnosis of cancer had significantly higher levels of cancer-related distress at 1 month posttest than those without cancer. Our findings suggest that healthcare providers should consider including a brief pretest psychological assessment before initiating genetic testing for BRCA1 and BRCA2.
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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 | 0.000 | 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 | 0.000 |
| 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".