Bibliographic record
Abstract
Andrezj Wajda is a Polish film and theater director, best known for his politically engaged films exploring Polish history, and his collaboration with the actor Zbigniew Cybulski. In 1940 Wajda’s father was killed by the Soviets in the Katyn Forest massacre. In 1942 he joined the Polish Resistance, fighting in the Army of the Interior, which had ties to the Polish government in exile in London, rather than to the Soviet Union. He would later translate some of his wartime experiences in his highly acclaimed film trilogy, A Generation (1955), Kanał (1957), and Ashes and Diamonds (1958). The heroes of these movies are young and desperate: in A Generation they are communist partisans. In Kanał they are Jewish fighters during the bloody Warsaw Ghetto uprising. The intensity and passion of their struggle stands in stark contrast to the historical hell they are traversing (Kanał’s descent into the Warsaw sewers is shot to resemble a Dantean inferno). Nowhere is this more evident than in the masterful Ashes and Diamonds, which takes place in the immediate aftermath of the war and details a minor episode in the murky struggle for power between the communist partisans and the Army of the Interior.
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 | 0.000 | 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 | 0.002 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.015 | 0.006 |
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".