Introduction – From Sjöström to Seastrom
Bibliographic record
Abstract
Victor Sjöström (1879-1960), or Victor Seastrom as he was known during his Hollywood career, is undoubtedly the most renowned Swedish director from the period of silent cinema. In the present digital era, however, a long time has passed since these early years of moving pictures, and his contribution to film history might at least seem distant, if at all important. However, numerous retrospectives during the first decade of the twenty-first century (e.g. in Stockholm, Helsinki, New York, Montreal, Toronto, Munich, London, Lisbon, Madrid, Barcelona, São Paulo) and some important restoration projects, as well as the sensational rediscoveries of hitherto lost material, all testify to the significance of Sjöström's films. This study attempts to explore the films directed during Victor Sjöström's Hollywood years from 1923 to 1930. My research endeavours to analyze the director's transition from European to American film culture. Central to this analysis is the question of film style and its transformations, from Sjöström's earlier films directed in Sweden – in particular, those from the years 1917 to 1923, often labelled as the “golden age” of Swedish cinema – to the American ones. Equally important, however, are questions of framing: the complex interplay between texts and contexts within a new production culture. My general definition of “film culture” draws inspiration from Richard Maltby and his “New Cinema Histories”, considering cinema “a site of social and cultural exchange”, though my focus on the films rather places this work within the paradigm of Jean Mitry's classic proposal from 1973 for a film histoire totale, which Maltby also refers to: “simultaneously a history of its industry, its technologies, its systems of expression (or, more precisely, its systems of signification), and aesthetic structures, all bound together by the forces of the economic, psychosocial and cultural order”, as well as to Michèle Lagny's definition of film history “as part of a larger ensemble, the socio-cultural history”. There is, however, a methodological problem implicit in the assumption of the European (or more specifically, Swedish) film culture as clearly distinguishable from Hollywood film culture.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.017 | 0.004 |
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".