Bibliographic record
Abstract
AbstractThrough artist Nadia Seboussi’s three-channel video installation Hidad (2015), she bears witness and documents the struggle of Algerian women who took up arms (“Women Patriots”) during the civil war, taking the Bentalha Massacre of 1997 as the catalyst for the movement and Hidad. Hidad, which means “mourning” in Arabic, involves the remediation of an iconic press photo taken by Algerian press photographer Hocine Zaourar during the Bentalha Massacre. Remediation of press images is relatively common in contemporary art practice, but what is fascinating about Seboussi’s project is that she has firmly anchored her personal participation in a shared memory, the outcome of which, for Seboussi, was exile and emigration. Hidad involves staged “performances” of the photo to impose movement from grief to compassion. Hidad thus acts as a form of shriving of trauma, violence and silence, a memorialization process that involves reconstructing memories and chronicling historical events collectively.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.017 | 0.009 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.011 | 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".