Bibliographic record
Abstract
Abstract:An interview with Iraqi-Canadian filmmaker Sama Waham, exploring her cinematic journey and how she uses the camera to bridge the distance with her homeland and discuss issues of identity and exile.الملخص:حوار مع المخرجة السينمائية العراقية سما وهام، يستعرض تجربتها في المهجر وكيف توظف الكاميرا لمواجهة المسافة مع الوطن ومناقشة قضايا الهوية والانتماء.This work was originally published in: صحيفة العرب, Volume 43, Issue 11868, Pages 15, 2020.This version is archived in the Arab International University (AIU) repository for open access and dissemination purposes.The content of this paper has not been modified from the original publication.For more information, please visit the official repository of Arab International University (AIU): https://www.aiu.edu.sy
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.063 | 0.013 |
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; both teacher heads agree on what is shown here.
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".