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
Abstract The concept of indoctrination is typically used to characterize the actions of individual educators. However, it has become increasingly common for citizens to raise concerns about the indoctrinatory effects of institutions such as schools and universities. Are such worries fundamentally misconceived, or might some state of affairs obtain under which it can be rightly said that an educational institution is engaged in indoctrination? In this paper Christopher Martin outlines what the concept of institutional indoctrination could mean. He then uses Jürgen Habermas's discourse theory in order to develop a specific conception of institutional indoctrination: an educational institution indoctrinates when it exercises its authority in order to support the deliberative norm that some belief P ought to be exempt from tests of or challenges to its truth or rightness just because it is belief P. Martin argues that this norm undermines conditions of symmetrical and inclusive public discourse essential to the development of knowledge and understanding among free and equal citizens. That is, institutional indoctrination involves a closing of the public mind.
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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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