Queer Patients and the Health Care Professional – Regulatory Arrangements Matter
Bibliographic record
Abstract
This paper discusses a number of critical ethical problems that arise in interactions between queer patients and health care professionals attending them. Using real-world examples we discuss the very practical problems queer patients often face in the clinic. Health care professionals face dual loyalties conflicts in societies that criminalise same sex relationships. We also analyse the question of what ought to be done to confront health care professionals who propagate falsehoods about homosexuality in the public domain. These health care professionals are more often than not motivated by strong religious convictions that conflict with mainstream medical opinion on homosexuality. We argue that they ought to be held accountable for their conduct by their professional statutory bodies, given that they abuse their professional standing to propagate sectarian views not representative of their profession. Last but not least we propose that medical schools have special responsibilities in training future health care professionals that will enable them to respond professionally to queer patients seeking health care.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.032 | 0.051 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.014 | 0.050 |
| Scholarly communication | 0.010 | 0.008 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.011 | 0.010 |
| Insufficient payload (model declined to judge) | 0.011 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".