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
Abstract Digital persona is a part of the individual identity that has been extended into the online sphere to which corresponds a digital unconscious structuring a digitally divided self. It has personal, social, institutional, legal, scientific and technological aspects that have to be reconsidered to allow for new ways of understanding and managing identity. However, the fragmentation of scientific analysis fails to explain what happens to the digital personae in an interdisciplinary way. This is reflected by the current lack of comprehensive framework, the tendency to develop fragmentary management tools and gaps in legal frameworks. In this context society, experts, institutions and groups are still in a fragile unconscious, or pre-conscious phase, regarding the opportunities and problems associated with the management of digital persona. The objective of this article is to offer a first set of comprehensive features that shape the personal and social sense of digital selfhood and identity and provoke a reflection regarding the future personal, social and institutional management of our digital personae. This on-going research aims at contributing to define the digital persona and to develop models and typologies of digital personhood that are still being developed.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.004 |
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