Bibliographic record
Abstract
DEATH, BIRTH ORDER AND ALEXANDER DOVZHENKO'S CINEMATIC VISIONS "What man shall live and not see death, or save himself from the power of the grave?" -- Psalms 89: 48 ALEXANDER Dovzhenko (1894-1956), one of the pioneers of Soviet filmmaking in the 1920s, created a cinematic universe with three types of death. His villains died "grotesquely," but his heroes experienced "beautiful deaths, without suffering."(1) The filmmaker considered only one type of death an absolute evil: the "senseless death", a category which included "the victims of war."(2) But for Dovzhenko, the loss of life in his films never became the final conclusion. As exemplified by the grandfather's death scene in Earth, dying constituted an integral part of the great chain of life.(3) Dovzhenko created these interpretations specifically for the screen. His treatment of death did not express his true reaction to the end of life,...
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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 | 0.001 | 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 | 0.002 | 0.009 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| 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".