Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
FQ editor-in-chief B. Ruby Rich presents her take on festival-going in the time of COVID. While noting the challenges posed by geoblocking and navigating festival schedules across multiple time zones, along with the absence of the excitement and comradeship that provide live festivals with their momentum, she observes that virtual festivals—liberated from geography—offer advantages in terms of access. Surveying the offerings at the Toronto Film Festival, New York Film Festival, and DOK Leipzig, Rich highlights feature films and documentaries that offered a welcome escape from her COVID-demarcated existence, from critical favorites such as Nomadland (dir. Chloe Zhao, 2020 ) and Steve McQueen’s “Small Axe” anthology series, to discoveries such as Hong Sang-soo’s Domangchin yeoja (The Woman Who Ran, 2020) and En route pour le milliard (Downstream to Kinshasa, 2020), by the young Congolese documentarian Dieudo Hamadi.
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.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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 it