Investigating the Islamic Perspective on Homosexuality
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
In his 2006 article in the Journal of the Islamic Medical Association of North America (JIMA), Dr. Ahmed qualified the predominant psychiatric view on homosexuality by recourse to opinions prevalent within reparative therapy circles. Conservative Muslim thinkers, online counselors, and other professionals continue to hold opinions similar to those delineated by Dr. Ahmed in his journal article. We use his article as a focal point to critique the general opinions upheld by conservative Muslim thinkers by alluding to the harms associated with reparative therapy and by rejecting the unreasonable prescription of permanent celibacy. We critique Dr. Ahmed's association of homosexuality with mental health issues, fatal diseases, alcoholism, and illicit sexual intercourse. Investigating the Muslim tradition, we encourage conservative Muslim leaders to facilitate Muslim gays and lesbians in their legitimate human need for intimacy, affection, and companionship.
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 | 0.005 | 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 | 0.000 |
| 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