Introduction: Autumnal Altman—Rethinking his Last Quarter Century
Bibliographic record
Abstract
This introduction reviews and challenges the dominant narrative regarding the periodization of Robert Altman’s film career, makes a case for focusing on the last quarter century of his work, and highlights the three primary themes that emerge from the anthology’s scholarly essays and collaborator interviews. The chapter counters critic Robin Wood’s claim that Altman’s authorship remains static, as the contributions in the anthology highlight dynamism. The narrative and stylistic experimentation that mark Altman’s canonical early 1970s films have been justly celebrated, yet his legacy is even more rich and robust. The shift in Altman’s career from studio to independent filmmaking following Popeye (1980) initiated a distinctly new period that prompted change and growth, sparking new forms of experimentation in the projects he made as well as in how he made them. Some films contain elements that clearly point back to his canonical works; others form clean breaks. Yet Altman’s development during this period as a collaborator, businessperson, and artist is undeniable. By exploring Altman’s creative process, industrial framework, and key films during his last quarter century, a more complete picture emerges of the significance of his legacy as one of American cinema’s most distinguished innovators.
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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 | 0.003 | 0.003 |
| Scholarly communication | 0.005 | 0.004 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.008 | 0.002 |
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".