The Ethical Obligations of Researchers in Protecting the Rights of Human Research Subjects
Bibliographic record
Abstract
Abstract Post World War II trials of Nazi crimes against humanity also exposed the horrific and deadly experiments conducted by the Nazi physicians on prisoners in the concentration camps. These trials resulted in the adoption of the “Nuremberg Code” for medical research, which was codified and adopted by the 18th World Medical Association (WMA) General Assembly, Helsinki, Finland, in June 1964. The “Declaration of Helsinki,” as it became known, and its amendments and clarifications represent a universal standard for the conduct of research and human subject care. Assurance of scientific integrity, appropriateness and utility of research, and protection of human subjects are at the core of ethical principles to be upheld regardless of the geographic location where research is conducted.
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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 | 0.417 | 0.370 |
| Meta-epidemiology (narrow) | 0.001 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.014 | 0.077 |
| Scholarly communication | 0.021 | 0.012 |
| Open science | 0.006 | 0.013 |
| Research integrity | 0.029 | 0.029 |
| Insufficient payload (model declined to judge) | 0.004 | 0.003 |
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".