Moral residue and health justice for the global south: Addressing past issues through current interventions and research
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
This paper introduces the concept of moral residue to global health, and shows how its presence undermines crucial interventions and research, especially in the global south. Lingering feelings of anxiety, anger, blame or frustration often exist among local populations, where previous interventions or research have left traces of harm and/or exploitation. The existence of such feelings reflects the presence of moral residue, recognizing the moral experiences of epistemic injustices, which in turn undermines critical interventions and research through outright rejection or passive non-compliance among affected populations. While such situations have been variously interpreted and relevant strategies developed to address the issues, little to no consideration is made on the implications of moral residue experiences in global health contexts and how to address them. This paper demonstrates the presence of moral residue in global health and proffers an African ethical approach, a harmony framework, for addressing moral residue issues, as part of a holistic approach towards tackling population health crises without compromising health gains for affected populations in the global south.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.005 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| 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