There is no defence for ‘Conscientious objection’ in reproductive health care
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
A widespread assumption has taken hold in the field of medicine that we must allow health care professionals the right to refuse treatment under the guise of 'conscientious objection' (CO), in particular for women seeking abortions. At the same time, it is widely recognized that the refusal to treat creates harm and barriers for patients receiving reproductive health care. In response, many recommendations have been put forward as solutions to limit those harms. Further, some researchers make a distinction between true CO and 'obstructionist CO', based on the motivations or actions of various objectors. This paper argues that 'CO' in reproductive health care should not be considered a right, but an unethical refusal to treat. Supporters of CO have no real defence of their stance, other than the mistaken assumption that CO in reproductive health care is the same as CO in the military, when the two have nothing in common (for example, objecting doctors are rarely disciplined, while the patient pays the price). Refusals to treat are based on non-verifiable personal beliefs, usually religious beliefs, but introducing religion into medicine undermines best practices that depend on scientific evidence and medical ethics. CO therefore represents an abandonment of professional obligations to patients. Countries should strive to reduce the number of objectors in reproductive health care as much as possible until CO can feasibly be prohibited. Several Scandinavian countries already have a successful ban on CO.
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 | 0.027 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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