Abbreviations and glossary
Bibliographic record
Abstract
Basic Income Earth Network CAFOD Catholic Agency For Overseas Development EU 28The 28 member states of the EU FSI Ferrovie dello Stato Italiane (Italian rail holding company) G7A group of seven countries (Canada, France, Germany, Italy, Japan, the UK and the US) which meet periodically to discuss economic and finance issues G20A group of 19 countries plus the EU whose governments and central banks meet periodically and work together on some policies GDP Gross Domestic Product.GDP is measured as the value of all the finished goods and services produced in a particular place (e.g. a region or nation) during a specific period (e.g. a year) GM Greater Manchester.The Greater Manchester city region covers ten boroughs -Bolton, Bury, Manchester, Oldham, Rochdale, Salford, Stockport, Tameside, Trafford, Wigan GMCA Greater Manchester Combined Authority.A regional governing body covering the ten boroughs that comprise the Greater Manchester city region GNI Gross National Income.GNI is the total domestic and foreign output claimed by residents of a country:
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 | 0.000 | 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 | 0.000 | 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) | 0.000 | 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".