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
Recent statistics indicate limited condom use, high STI (sexually transmitted infection) rates, and a general lack of knowledge about reproductive and sexual health among homeless youth. This research focuses on the experiences of homeless female and transgendered youth, providing an insider's perspective on shaping sexual health interventions. This qualitative research is based on life history interviews and participant observation with eight homeless young women who reflect the diversity of the homeless population in Toronto, Ontario, Canada. Their particularized sexual experiences and health-seeking behaviors illustrate the range of issues faced by this community, speaking to the efficacy of current health promotion strategies. Too often faced with judgmental health and social service providers who they perceive to undermine their agency and empowerment, these women highlight the challenges they face when seeking sexual and reproductive health services and information. In addition to speaking to the struggles and frustrations they face in regard to their sexual health and the services with which they choose to interact, the women provide suggestions for improved care. From these, the authors include key recommendations for the provision of culturally competent, sex-positive, and nonjudgmental health services with the hope that health practitioners and promoters can learn from these experiences, both positive and negative, when caring for and supporting young women living in exceptional circumstances.
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 | 0.008 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.003 |
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