A New Twist on an Old Problem: Primary Care Physicians and Results From Direct-to-consumer Genetic Testing
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
With the costs of genomic and genetic testing rapidly decreasing, private companies have begun to offer consumers, including minors, the opportunity to receive a genetic analysis of their DNA. The availability of direct-to-consumer genetic testing (DTC-GT) will inevitably result in patients approaching their healthcare providers for interpretation of results, referrals for follow-up tests or provision of personalized medicine. As most healthcare systems require a referral for access to a specialist, the patients are likely to approach primary care providers. The issue of what the professional obligations are for the primary care physician in the case where they did not order the test is not new. The growing DTC-GT movement will add a 'new twist to an old problem.' Best practice recommendations regarding the value of DTC-GT, as well as the identification of current ethical, legal and social implications are urgently needed.
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.
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 | 0.000 |
| 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 it