Resilience in the Face of Adversity: Stories from Adults with Fetal Alcohol Spectrum Disorders
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 study explored the school and life experiences of four adults diagnosed with a fetal alcohol spectrum disorder (FASD) from an urban area in western Canada. Semi-structured interviews provided insight into the lives of these adults, including their experiences with this disorder as it related to their social interactions and peer relationships in elementary school, high school, and the community. Their educational and life experiences were examined with the goal of understanding how success is achieved among these individuals. Three major themes emerged from participant interviews: (a) “I don’t fit in”: negative school experiences leading to anger and frustration toward diagnosis; (b) intergenerational alcoholism, child abuse, and drug addiction; and (c) healing the wounds: sources of strength, success, and helping others. Despite the hardships these participants faced, they each found sources of strength and success that have allowed them to be resilient in the face of adversity.
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) | 0.001 | 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