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
In his Massey lectures, Charles Taylor offers an efficient critique of modernity's overarching concern with individual freedom: ‘In a flattened world, where the horizons of meaning become fainter, the ideal of self-determining freedom comes to exercise a more powerful attraction. It seems that significance can be conferred by choice, by making life an exercise in freedom, even when all other sources fail. Self-determining freedom is, in part, the default solution of the culture of authenticity, while at the same time it is its bane since it further intensifies anthropocentrism. But this… deeply subverts both the ideal of authenticity and the associated ethic of recognizing difference.’2 Similarly, for Karl Barth, the failure of liberalism is not simply its conceptual failure to represent God in aseity, but also its failure to provide a framework in which truly authentic human action could be imagined. As John Webster puts it: ‘Even at the furthest reaches of his protest against anthropocentric deduction of God to a function of human piety, consciousness or moral objects, Barth is attempting to safeguard not only the axiomatic divinity of God, but also the authenticity of the creature.’3 Liberal belief in the ostensive freedom of self-determining choice, unhampered by heteronomous authority, fails also to recognise the deep power of the implicit heteronomies of liberal culture. What is required, according to Barth, is a thoroughly theological exploration of human freedom: it is only within humanity's true horizon, which is the reconciling work of God through Jesus Christ, that true liberation can be experienced and pursued.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.030 | 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