Bibliographic record
Abstract
This introductory chapter provides a brief history of Aki Kaurismäki's career in film. Kaurismäki made his directorial debut in 1983 with an adaptation of Dostoyevsky's Crime and Punishment. He followed up at a prolific pace, writing, directing, editing, and producing four more shorts and six more features by the end of the 1980s. His third feature, Varjojaparatiisissa (Shadows in Paradise, 1986), was selected for the Directors' Fortnight at Cannes in the spring of 1987 as well as for the Toronto International Film Festival later in the year. Subsequent films were selected for prestigious festivals, and since 1992, all of Kaurismäki's features have screened at the Toronto, Berlin, or Cannes film festivals. Nominations and awards received for The Man Without a Past (2002) secured the director's status as a leading figure in contemporary auteur cinema.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 teacher head, 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".