The I(game) of impossible invisibility: Between proximity and distance in the history of the present time
Bibliographic record
Abstract
Although the development of the history of the present time since the 1980s has encouraged historians to reveal themselves, both their own person and their profession, a certain shyness persists. This reflective work nevertheless constitutes a scientific added value, especially when interactions with witnesses take place. During these interactions, the researcher cannot be invisible. The researcher has to deal with the context, the conditions of the research and its dissemination, the witnesses, but also their own personal characteristics. The researcher can therefore play with these different factors to a certain extent in order to be both close to and distant from the respondents and their research object. Through a reflexive return on the course of two surveys, conducted at different times and tracing the monographs of Polish folklore groups in order to study the “Polishness” of their members, this margin for maneuver, sometimes unconscious, is brought to light.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.007 | 0.046 |
| Scholarly communication | 0.012 | 0.015 |
| Open science | 0.001 | 0.008 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.004 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".