Freedom of Conscience in Health Care: Distinctions and Limits
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
The widespread emergence of innumerable technologies within health care has complicated the choices facing caregivers and their patients. The escalation of knowledge and technical innovation has been accompanied by an erosion of moral and ethical consensus among health providers that is reflected in the abandonment of the Hippocratic Oath as the immutable bedrock of medical ethics. Ethical conflicts arise when the values of health professionals collide with the expressed wishes of patients or the dictates of regulatory bodies and administrators. Increasing attempts by groups outside of the medical profession to limit freedom of conscience for health providers has raised concern and consternation among some health professionals. The personal and professional impact of health professionals surrendering freedom of conscience and participating in actions they deem malevolent or unethical has not been adequately studied and may not be inconsequential when considering the recognized impact of other circumstances of coerced complicity. We argue that the distinction between the two ways that freedom of conscience is exercised (avoiding a perceived evil and seeking a perceived good) provides a rational basis for a principled limitation of this fundamental freedom.
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 | 0.027 |
| 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 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.007 |
| 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