Jumana Manna : A Magical Substance Flows Into Me
Bibliographic record
Abstract
Jumana Manna (b.1987) is a visual artist working primarily with film and sculpture.Her work explores how power is articulated through relationships, often focusing on the body and materiality in relation to narratives of nationalism, and histories of place.Recent solo exhibitions include venues such as Chisenhale Gallery, London, UK (2015); Malmo Konsthall, SE (2016); Beirut Art Center, Lebanon (2015); and Sculpture Center, New York, USA (2014).She has participated in group exhibitions at Kunsthalle Wien, Liverpool Biennial, 20th Biennale of Sydney, Marrakech Biennale 6, The Jerusalem Show VII, Al Ma'mal Foundation, and Henie Onstad Kunstsenter, Bærum.Her films have been screened in festivals such as the 54th Viennale International Film Festival, 66th Berlinale Forum and IFFR Rotterdam.Manna was awarded the A.M. Qattan Foundation's Young Palestinian Artist Award in 2012, the Ars Viva Prize for Visual Arts 2017, and is currently nominated for the Preis der Nationalgalerie für junge Kunst in Berlin.She is based
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.008 | 0.003 |
| Scholarly communication | 0.006 | 0.006 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.028 | 0.004 |
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".