Bibliographic record
Abstract
Abbas Kiarostami's filmmaking draws on the aesthetics of modern Persian poetry, especially the poetry of Forough Farrokhzad and Sohrab Sepehri. In his films, Kiarostami, impacted by Sepehri and Farrokhzad's “de-politicized” poetry, “de-experiences” our perception of reality. Kiarostami aestheticizes everyday life by employing non-manipulative film stylistics. In films such as Through the Olive Trees and Where Is the Friend's House? he uses a minimalist approach by employing amateur actors and children, depth of field, and minimal camera work to enhance Sepehri's philosophy of novel outlook. Through a masterful intermingling of poetic discourse with his film sensibilities, Kiarostami has achieved a profoundly humanist approach to cinema. Kiarostami mixes the two genres of documentary and fiction to remind the audience of the artificiality of constructing a factual point. To attain this goal, he sometimes uses an ironical and witty cinematic language that is harshly self-critical and self-reflexive. Kiarostami is a poet/philosopher who “writes” his poetic films with camera.
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.014 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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".