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
Bioethics is currently witnessing unprecedented debate over the moral and legal norms governing the conduct of clinical research. At the center of this debate is the duty of care in clinical research, and its most widely accepted specification, clinical equipoise. In recent work, we have argued that equipoise and cognate concepts central to the ethics of clinical research have been left unnecessarily vulnerable to criticism. We have suggested that the vulnerability lies in the conspicuous absence of an articulated foundation in moral and legal theory of the physician-researcher's duty of care to the patient-subject. We have repeatedly suggested that the requisite foundation is in the ethics of trust and the law of fiduciaries. Curiously, despite the absence of a published thorough exposition of our position, some have preemptively criticized our suggestion that the relationship between physician-researcher and patient-subject is fiduciary. Others have offered their own accounts of the implications of fiduciary law for the relationship.
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 | 0.237 | 0.137 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.030 |
| 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