Paving Pathways Through the Pain: A Grounded Theory of Resilience Among Lesbian, Gay, Bisexual, Trans, and Queer Youth
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
This grounded theory study utilized interviews with 16 service providers and 19 lesbian, gay, bisexual, trans, and queer (LGBTQ) youth to develop a substantive theory of resilience processes among LGBTQ youth. The core category, paving pathways through the pain, suggests that LGBTQ youth build on emotional pain inflicted by external adversities to carve out pathways to resilience. Youth employed the following resilience processes: (1) navigating safety across contexts, (2) asserting personal agency, (3) seeking and cultivating meaningful relationships, (4) un-silencing marginalized identities, and (5) engaging in collective healing and action. Youth focused on particularly painful adversities and engaged intentionally in one or more of the resilience processes related to the origins of their pain.
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 | 0.011 | 0.002 |
| 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 | 0.002 |
| Scholarly communication | 0.000 | 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 it