Evaluation of Group Genetic Counseling for Hereditary Breast and Ovarian Cancer
Bibliographic record
Abstract
As demand for genetic counseling regarding hereditary cancer continues to grow, more efficient methods of providing this service must be explored. In this pilot study, group genetic counseling was offered to two different cohorts of women seeking genetic counseling for Hereditary Breast and Ovarian Cancer. Seven group sessions, designed to cover all aspects of an individual genetic counseling appointment, were conducted. Although patients were receptive to group genetic counseling, a significant proportion chose individual counseling when given the option. Advantages of group genetic counseling include shared experience and increased efficiency. Disadvantages include increased frustration at not being eligible for genetic testing, group influence on decision-making, privacy concerns, increased need for follow-up, and difficulty booking group appointments. Overall, the level of patient satisfaction with group genetic counseling was similar to that of individual counseling. The results of this pilot study suggest that further research is needed to determine whether group genetic counseling is an acceptable alternative to individual counseling.
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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".