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
The experience of loneliness is usually seen as a negative aspect of human existence and something to overcome. However, it is worth trying to break free, if only on a trial basis, from the established traditional perception of loneliness, and strive to reduce it immediately from being one of the main sources of human affliction and to rethink its importance in human life. In order to do this, we must first consider the question of the essence of loneliness (ontology of loneliness), and then examine the question of its axiological status, i.e. its value (axiology of loneliness). The ontological dimension and the axiological dimension of the issue should include the opportunity to construct the concept of human loneliness, by taking into account its internal (phenomenological) and external (essential) aspect. The purpose of this paper is to propose an outline concept of loneliness, which, on the basis of findings on its essence, seeks to determine its axiological nature. The designated point of departure is the biblical image of human loneliness presented in Genesis (Gen. 2:4b-24).
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 | 0.003 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 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