Bibliographic record
Abstract
Audience enters through the front door of the old legion hall at 48 Ontario Street North in Kitchener, Ontario. In the office just inside the building, a video is playing on an old TV.While the film is playing, a REFUGEE is in the chapel adjacent to the office. She is dressed in tights and a black t-shirt that reads, “You know you’re Serbian when…,” and sitting in a chair surrounded by lit tea lights. A smashed photo of a Serbian family hangs behind her with a spotlight on it.A suitcase filled with dolls is lying open on the floor.A wind-up lullaby is playing. She is performing a series of physical gestures that emulate waiting, thinking, and expecting. She then picks up one of the candles, holding it in the palms of her hands with outstretched arms. As a symbol of reverence, she performs three gestures with the candle.First, she holds the candle to the right towards the photograph of her family to show reverence towards family. She then turns the candle to the left towards a blank wall to show reverence for loss. Finally, she moves the candle in front of her towards the spectators as an act of summoning.
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 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 | 0.007 |
| Scholarly communication | 0.009 | 0.006 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.130 | 0.018 |
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".