WFCR interviews Psychological Services Center Director Christopher Overtree about support groups for military families
Bibliographic record
Abstract
Western Massachusetts military families will get help from two new support groups being offered by UMass Amherst's Psychological Services Center. Dr. Christopher Overtree, the PSC's Director, says the aim of the support groups is to help family members maintain a healthy relationship with their loved one in Iraq or Afghanistan, while meeting the daily demands of everyday life at home. Overtree says multiple tours of duty in Iraq and Afghanistan, and extended deployments are taking their toll on the mental health of relatives. one of the groups will be for the parents and spouses of those that are on active duty abroad. The other will be specifically for the children of those in the military, and will use arts, crafts and games to help kids explore their concerns about their parents. both groups will begin meeting in November. Overtree says multiple tours of duty in Iraq and Afghanistan, and extended deployments are taking their toll on the mental health of relatives. One of the groups will be for the parents and spouses of those that are on active duty abroad. The other will be specifically for the children of those in the military, and will use arts, crafts and games to help kids explore their concerns about their parents. Both groups will begin meeting in November.
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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 | 0.003 | 0.013 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.009 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.023 | 0.002 |
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".