Bibliographic record
Abstract
SOLOTHURN: NEAR DAVOS As the red-hot television and press were condemning the authorities' decision to enclose the World Economic Forum in a police ghetto and Zurich was lit by burning cars, Mathias Knauer was throwing curses upon the "global fascist market" and was sending the "holy market" of capitalism to hell. It seemed as though the Davos syndrome was spreading over the XXXVI Solurian Film Days. This is all connected with the documentary Bitterfeld, 1992, through which Knauer (born in 1942) invokes the nostalgia for the GDR prosperity of the East Germany's largest chemical plant confronted with the "new colonial economy" of the Federal Republic. Although initially slightly confused, the audience wants to believe the author's manifesto in the "possibility of a different from the capitalist) world" and rewards the movie with roaring applause. Knauer devised a state-of-the-art piece of propaganda -- by juxtaposing the glorious moments of the...
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.307 | 0.091 |
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".