Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract Portugal is a European country located on the Iberian Peninsula and has been a member of the European Union since 1986. Portugal is a semipresidential constitutional republic, a democratic state based on the rule of law. It has a population of 10.5 million (2012), 48 percent male and 52 percent female. As are most developed countries, in the early twenty‐first century Portugal is experiencing an aging population trend based on low birth, fertility, and mortality rates and high life expectancy rates. Most Portuguese families are nuclear or conjugal, followed by couples without children and single‐person families. The average number of people per family has been decreasing, from 4.2 in 1920 to 2.6 in 2011. After the 1974 revolution, which ended a long‐term dictatorship, the Portuguese Constitution expressed the principle of equal gender rights. Compared to other European countries, Portugal has a high rate of full‐time female employment, in part because low salaries created the need for dual‐earner households.
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.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it