Bibliographic record
Abstract
In his 1982 novel, The Book of Laughter and Forgetting, Milan Kundera starts by recounting a story.On the first official event since the coup d'état of February 1948, the leader of Communist Czechoslovakia, Klement Gottwald, gave a speech from a balcony, marking the beginning of a new regime order.Beside him stood his most faithful supporters, among them Clementis.It was cold, so Clementis gave the bare-headed Gottwald his fur hat.The photograph of this foundational event signaling a national rebirth was reproduced in the hundreds of thousands, as the beginning of Communist Bohemia.Most children would had seen this photograph in their school textbooks.A few years later, however, Clementis fell out of favour, and his image was erased from all subsequent reproductions of the photograph, replaced by a blank wall.All that remained of Clementis was his fur hat on Gottwald's head.Though disappeared by the state, he was potentially remembered by a whole generation, among them Kundera, who was nearly twenty years old at the time.By turning his memory of this day and his memory of the photograph of the solicitous Clementis into a story, Kundera constructed a lieu de mémoire.
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.
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 | 0.001 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.005 | 0.004 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.489 | 0.401 |
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".