The Open Door Project Task Force: A Qualitative Study on LGBT Aging
Bibliographic record
Abstract
This paper reports formative qualitative findings from the Open Door Project (ODP), a unique program created by the Lesbian, Gay, Bisexual and Transgender (LGBT) Aging Project. Data were collected from Open Door Task Force members (N = 34). This includes 4 focus groups that were held with a total of 22 participants; and key informant interviews that were conducted with 12 participants from 10 different agencies. Findings revealed that agencies took significant steps to make important and long-lasting structural changes, including changing their diversity and personnel policies, and intake forms to be LGBT inclusive; implementing ongoing staff training initiatives on LGBT issues; and actively involving leadership, including senior managers, executive directors, vendors, and Councils on Aging, in helping to create and sustain organizational change. The ODP is an effective model to increase cultural competence in working with aging LGBT communities.
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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 | 0.003 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".