Bibliographic record
Abstract
This article argues that The Lives of Others contains a particularly powerful portrait of what the Czech dissident–philosopher Václav Havel called “post-totalitarianism.” I will explore Havel's understanding of this concept and the film's evocation of its key features. In Havel's view, these regimes preserve themselves through the principle of “social auto-totality.” They make every person, every citizen, an accomplice in their own oppression. Even more troubling for Havel is that these regimes do not continue to exist because of the evil will and historical misunderstandings of their originators. He suggests these horrors “can happen and did happen only because there is obviously in modern humanity a certain tendency toward the creation, or at least the toleration, of such a system.” Donnersmarck's brilliant film explores how it is that people are capable of living within a lie. This leads to a consideration of an important but heretofore unexplored question: What is the meaning of the movement of a totalitarian regime to a post-totalitarian regime? Was what seemed for many in the West to be a sign of Communism's ability to moderate itself actually the emblem of its true evil?
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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.029 |
| Scholarly communication | 0.008 | 0.005 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.003 | 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".