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
A few years ago, with the expression "lighthouse keeper syndrome", we identified those who showed exceptional attention to the control of eating and body weight. Recently the same term was used to describe, at the end of the lockdown, the feeling of living with fear the encounter with external reality, which for many weeks remained confined outside our homes. We are of the opinion that the lighthouse keeper syndrome includes all those behaviors characterized by voluntary, even if often unconscious, social isolation and by the exasperated search for absolute dominion over a single aspect of our being. There are two types of social isolation, the static one typical of those who spend their time closed at home (hikikomori) and the dynamic one characteristic of those who go out, walk but do not interact with other individuals. The radicalization of some food trends can lead to convivial group social isolation. The changes in the characteristic clinical manifestations of lighthouse keeper syndrome demonstrate the impact of society and culture on the individual psychopathology.
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 | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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