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
Polanyi's and Popper's defenses of the status quo in science are explored and criticized. According to Polanyi, science resembles a hierarchical and tradition-oriented republic and is necessarily conservative; according to Popper's political philosophy the best republic is social democratic and reformist. By either philosopher's lights science is not a model republic; yet each claims it to be so. Both authors are inconsistent in failing to apply their own ideals. Both underplay the extent to which science depends upon the wider society; and neither makes sufficient allowance for the ways it can disrupt the social order. Polanyi even demands extraterritorial exemption for science from the scrutiny of incompetent outsiders. In their different ways, each minimizes the problems of institutionalized science and fails to consider the value, even the long-term necessity, for science of democratic criticism and control. Transnational control of science is an open challenge for democratic polities.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.008 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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