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
THE 10th SOCHI INTERNATIONAL FILM FESTIVAL ASK ANY devotee of the Sochi International Film Festival, and you will hear that this innovative and visionary festival on the Black Sea, founded by Mark Rudinstein under the nickname "Kinotavr" with actor Oleg Yankovsky as festival president, far outstrips all other Russian film events when it comes to programming the best national feature films and debut productions made in the course of a year. Lately, under programming directors Sergei Lavrentiev and Andrei Plakhov, the festival has shifted into high gear until, for its 10th anniversary celebration (3-14 June 1999), it expanded its horizon to include an international competition devoted to "Young Directors" and secure the support of the nation-wide Russian TV Channel to cover the event. Indeed, this "Black Sea Riviera" with its subtropical climate, palm trees, first-class hotels, beach restaurants, and bevy of prominent guests needs only an international...
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 | 0.001 | 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