Bibliographic record
Abstract
Unit 1 Who Is J.K. Rowling? Unit 2 What Are Some Special Rules for Chinese New Year? Unit 3 Where Is Buckingham Palace? Unit 4 Why Are Cows Special in India? Unit 5 How Do Mexicans Celebrate the Day of the Dead? Unit 6 Who Are the Inuit? Unit 7 What Is Beatlemania? Unit 8 Where Is the Great Wall? Unit 9 Why Do People Give Gifts for Weddings? Unit 10 How Did Disneyland Start? Self-Test 1 Units 1-10 Unit 11 Who Is Andrew Carnegie? Unit 12 What Is Life Like in Antarctica? Unit 13 Where Do People Live Under the Ground? Unit 14 Why Do People Decorate Their Bodies? Unit 15 How Did the Red Cross Start? Unit 16 Who Are the Blue Men of the Sahara? Unit 17 What Is Canada's Favorite Sport? Unit 18 Where Is the Outback? Unit 19 Why Is the Elephant Important in Thailand? Unit 20 How Did Rich Romans Live? Self-Test 2 Units 11-20 Appendices Word List Map of the World Index to the Spelling and Punctuation Activiti
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 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 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".