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 article explores the promises of critical hermeneutics as an innovative method and philosophy within the human sciences. It is argued that its success depends on its ability to articulate a theory of meaning with one of action and experience as well as its capacity to renew our understanding of the problem of ideology. First, critical hermeneutics must explain how cultural messages ‘show and hide’; that is, how the ambiguity of meaning always allows for a group to represent itself while opening the door for distortion and domination. Second, critical hermeneutics ought to show how action can be best understood as opposing performances driven by ideological-moral views. Through an analysis of social movements, for instance, it is shown that any attempt to do justice could also and easily create exclusion. Third, critical hermeneutics has to clarify how tension and dualism within meaning and action are not to be dissociated from the self-interpretation of concrete individuals. A theory of experience is thus required in order to explain why the autonomy of the subject is finally at stake with regard to the problem of ideology.
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 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.027 | 0.001 |
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