Bibliographic record
Abstract
Abstract The films of Guy Maddin, from his debut featureTales from the Gimli Hospital(1988) to his most recent one,The Forbidden Room(2015), draw extensively on the visual vocabulary and narrative conventions of 1920s and 1930s German cinema. These cinematic revisitations, however, are no mere exercise in sentimental cinephilia or empty pastiche. What distinguishes Maddin’s compulsive returns to the era of German Expressionism is the desire to both archive and awaken the past.Careful(1992), Maddin’s mountain film, reanimates an anachronistic genre in order to craft an elegant allegory about the apprehensions and anxieties of everyday social and political life.My Winnipeg(2006) rescores the city symphony to reveal how personal history and cultural memory combine to structure the experience of the modern metropolis, whether it is Weimar Berlin or wintry Winnipeg. In this paper, I explore the influence of German Expressionism on Maddin’s work as well as argue that Maddin’s films preserve and perpetuate the energies and idiosyncrasies of Weimar cinema.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.005 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".