Bibliographical and historical researches of the Book Chamber of Ukraine
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 proposed article examines the content and results of applied scientific research of the Book Chamber of Ukraine in the II quarter of 2023 on the topic "Development of databases of the current state bibliography of Ukraine in 2022—2023 and the retrospective fund of the 1920s, 1970s." The article is intended to inform society about the scientific activities of the Book Chamber in the field of current and retrospective bibliography, research and disclosure for the scientific community and the general public of users of literary treasures from the fund of the State Printing Archive, which is included in the State Register of scientific objects that are national property. The material is presented in the form of separate sections in accordance with the structure of quarterly informational notes on the implementation of scientific works, which are submitted to the State Television and Radio Committee, under whose management the Book Chamber is located. The content and sequence of sections are presented in accordance with the quarterly Calendar Plan for the performance of scientific works.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.006 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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