The Edition, 7th of December, 2012, Vol. 2, No. 6, 2012
Bibliographic record
Abstract
Separate lines of inquiry into allegations of sexual abuse following ITV's Exposure programme investigating Jimmy Savile 9 Countries who voted 'No' to upgrading Palestine's UN status to 'non-member observer state'.Included the USA, Canada, and Israel.138 Serious crime reports received by New York City Police in a 24 hour period.The first time in recorded history.Countries who voted 'Yes', including Ireland. 20Years since DIT Caving Club went on its first trip to Doolin Co. Clare in October 1992. Sixty leading Irish academics from 16 Higher Education Institutions went to India last week trying to persuade more Indian students to come to study in Ireland.Indeed around 200,000 Indian students attend overseas universities to study every year.The week long visit ran until 29 November and the goal was to promote Ireland as a centre for international study and a linchpin for global education and business.They want to upgrade Ireland's higher education sector in overseas markets.The Department of Education believes that building closer alliances with India is a key priority for the country.Minister of State for Training and Skills Ciarán Cannon is leading the duty in New Delhi, Bangalore and Mumbai, the country's main centres of politics, high-tech industry and commerce.In a public statement he said the mission would be providing a strong message to prospective Indian students.He asserted that coming to Ireland would be a great boost to their future career.Moreover, an Irish education is valued
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.008 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.388 | 0.287 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".