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 1843, the Danish philosopher Kierkegaard wondered whether it was possible to repeat an experience. He attempted to relive experiences he once had in Berlin by revisiting haunts of his earlier self. After several days, he concluded that his repetition of experience was unsuccessful. Many people make similar attempts at repetition when they make, for example, the pilgrimage to Camino de Santiago multiple times. What could a person hope to gain by this repetition?\nWhat prevents successful repetition, suggests Kierkegaard, is beginning with the end in mind rather than traveling merely to collect random impressions. Repetition fails, argues Kierkegaard, when it is tried as some kind of experiment rather than a commitment, and this failure of immersion makes us a passive observer of ourselves.\nAn authentic repetition, he argues, can only happen after one surrenders control of events. One must give something up to get anything back. To experience Berlin again, or to repeat a pilgrimage, one must give up expectations and surrender to whatever unfolds. In this way, the repeat traveler would surrender the objective stance of someone comparing events with earlier ones. Instead, they would be actively engaged, and thus able to actually re-experience something like what happened before. In contrast to passively ‘recollecting’ past events, Kierkegaard advises that a successful ‘repetition’ is to live with a repeatedly renewed commitment to living in the present. Repetition is, paradoxically, not about the past but, rather, about ‘the earnestness of existence.’\nPilgrims, however, often try on identities and roles in attempts to experience what they have heard of in other pilgrim’s stories. It may be that some repeat pilgrims are not so much nostalgically reliving their previous experiences, as trying to experience what others have experienced, and that they themselves did not experience the first time. It will be argued that this imitation of life can never be fully engaged in, and thus, it will always be disappointing because it necessarily involves self-consciously observing oneself in the role.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.010 | 0.007 |
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