Management of amended variant classification laboratory reports by genetic counselors in the United States and Canada: An exploratory study
Bibliographic record
Abstract
For the past two decades, the guidelines put forth by the American College of Medical Genetics and Genomics (ACMG) detailing providers' clinical responsibility to recontact patients have remained mostly unchanged, despite evolving variant interpretation practices which have yielded substantial rates of reclassification and amended reports. In fact, there is little information regarding genetic counselors' roles in informing patients of reclassified variants, or the process by which these amended reports are currently being handled. In this study, we developed a survey to measure current experiences with amended variant reports and preferences for ideal management, which was completed by 96 genetic counselors from the United States and Canada. All respondents indicated they were the individuals responsible for disclosing initial positive genetic testing results and any clinically actionable reclassified variant reports, and over half (56%) received at least a few amended variant reports each year. Nearly a quarter (20/87) of respondents reported having a standard operating procedure (SOP) for managing amended reports and all were very satisfied (12/20) or satisfied (8/20) with the SOP. Of those without a protocol, 76% (51/67) would prefer to have an SOP implemented. Respondents reported a preference for (1) laboratories to send amended variant reports directly to the genetic counselor or ordering physician through email or an online portal, and (2) notification to patients ideally occurring through a phone call. In the event that the original genetic counselor is inaccessible, respondents reported a preference for reports to be sent directly to another genetic counselor (36%) on the team or the clinic in general (27%). Information from this study provides insight into the current practices of genetic counselors as applied to amended reports and what improvements may increase the efficiency of the reporting process. Moreover, these results suggest a need for an updated statement addressing duty to recontact, specifically as it applies to amended variant reports.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.005 | 0.018 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.005 |
| Science and technology studies | 0.010 | 0.003 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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 source (direct Gemma or distilled Codex), 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".