Visualizing the International Government Information Collection at University of Illinois in Urbana-Champaign
Bibliographic record
Abstract
The University of Illinois at Urbana-Champaign (UIUC) has been a Federal Depository Library Program (FDLP) Library since 1907. Over the course of time, the Library has amassed one of the largest collections of government information with materials covering areas of agriculture, education, the environment, health, natural resources, and transportation.1 In addition to federal and state publications in the United States, the Library also possesses an impressive collection of international government publications. The University Library became a United Nations depository in 1946 and Canadian depository in 1927, along with an extensive collection of British government resources.2 The collection not only serves as a preservation of original documents from international agencies and governments for research, but also represents the diversity of the library collection and history at UIUC. While there have been many efforts to promote and focus on the federal information collection, the international government collection can be explored more to enhance visibility and usage of the materials.
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 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 | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".