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
For some contributors, “indigenous psychology” seems to involve no more than the introduction of essentially technical modifications that serve to enhance the export value of psychological products imported from the West. For the majority, however, indigenous psychology seems to imply some kind of reaction against the way in which the ideal of universal psychological knowledge is commonly pursued in the major centres. Insofar as this reaction is concerned with fundamental issues, it can be seen as questioning the social and normative framework within which psychological knowledge is produced and evaluated. Certain culture‐bound interpretations of science and scientific method form an important part of this framework. Although complaints about the individualistic bias of Western psychology are common, there is a need for further exploration of the link between this brand of individualism, “Cartesian psychology,” and a certain understanding of the goals of scientific investigation in psychology. These goals, as well as the norms governing their practical pursuit, are embedded in and enforced by disciplinary structures that are now international in scope but were originally the product of quite specific historical circumstances. This imported disciplinary organization of psychological knowledge may not be appropriate at all times and everywhere. It may be particularly inappropriate where the primary task of indigenous psychology is considered to be the generation of locally appropriate knowledge. Another obstacle to the achievement of this task is constituted by the uncritical use of “culture” as an entity. A more promising approach is provided by those contributors for whom indigenous psychology means doing research with rather than on indigenous people. This seems to be an important step towards escaping a tradition in which the human sources and the human beneficiaries of professional psychological knowledge have seldom been the same people.
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 | 0.000 | 0.000 |
| 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 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