Bibliographic record
Abstract
Economic activity in Malta continued to expand robustly in the third quarter of 2015, with real \ngross domestic product (GDP) increasing by 5.4% on a year earlier. Growth was driven by \ndomestic demand. Tourism indicators point to further expansion in the fourth quarter of 2015. \nBuoyant economic activity is being reflected in the labour market, with employment expanding \nand the unemployment rate remaining at historically low levels. Price pressures were moderate. \nThe annual rate of inflation, based on the Harmonised Index of Consumer Prices (HICP), eased \nto 0.8% in January 2016. Maltese residents’ deposits continued to expand at a rapid annual rate \nin December, while the annual rate of growth of credit to residents edged up to 5.2%. As regards \nfiscal developments, the general government deficit narrowed substantially in the third quarter of \n2015, while the deficit on the Consolidated Fund also decreased during the first eleven months \nof the year. On the external side, the current account of the balance of payments remained in \nsurplus in the third quarter of 2015.
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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.905 | 0.009 |
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; both teacher heads 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".