Disability education and implications for genetic counselor training
Bibliographic record
Abstract
The genetic counseling (GC) community has faced criticism about the duality of promoting patient autonomy while also advocating for individuals with disabilities. This study assessed the attitudes of the disability community and GCs to identify content that should be included in GC disability education and evaluate the landscape of GC disability education. Members of the disability community and GCs completed an electronic survey distributed through electronic listservs and partnering organizations. A total of 672 responses were analyzed from both the disability community (n = 596) and the GC community (n = 76). Members of the disability community noted differences in GC comfort level discussing different aspects of disability with GCs being perceived as being very knowledgeable about medical aspects 71% of the time versus 49% of the time when discussing social/lifestyle aspects of disability. This discordance was reflected in GCs reported comfort level in discussing medical aspects (89%) and social aspects of disability (65%) during a session. Most GC respondents (71%) felt they received adequate knowledge during their disability education and variation was reported in the execution of disability education by training programs. Disability education content recommendations from the disability community and GCs included emphasizing four key aspects of disability: medical, social/lifestyle, lived experience, and the disability rights movement. Respondents of both cohorts stressed the inclusion of and exposure to persons with disabilities in disability education to understand the lived experience of persons with disabilities. The disability community identified additional disability education content to be included such as empathy training, family hardships, and mental health. The results of this study have practice implications and provide a foundation for training expectations to ensure future GCs possess the necessary skills to improve the quality of services provided to families and persons with disabilities.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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".