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
In order to give our readers current information, we have researched the populations and economies of the countries covered in this issue of the Journal. How many people speak Spanish as their first language? There are more than 30 countries and territories in which Spanish is widely spoken. Spanish is the fourth most widely-spoken language in the world-425 million persons speak Spanish. Spanish is spoken by a significant portion of the population in the following countries, whose latest population count is below [CIA World Factbook, June 2005; Information Please Database, Pearson Education, 2005]]: ECONOMY OF MEXICO 2005 Mexico has a free market economy that recently entered the trillion dollar class. It contains a mixture of modern and outmoded industry and agriculture, increasingly dominated by the private sector. Recent administrations have expanded competition in seaports, railroads, telecommunications, electricity generation, natural gas distribution, and airports. Per capita income is one-fourth that of the US; income distribution remains highly unequal. Trade with the United States and Canada has tripled since the implementation of NAFTA in 1994. Mexico has 12 free trade agreements with over 40 countries, including Guatemala, Honduras, El Salvador, the European Free Trade Area, and Japan, putting more than 90 per cent of trade under free trade agreements. Mexico's unemployment rate is 3.2 per cent, plus underemployment of about 25 per cent (2004 estimate, CIA World Fact Book). ECONOMY OF CUBA 2005 The government of Cuba continues to balance the need for economic loosening against a desire for firm political control. It has undertaken limited reforms to increase enterprise efficiency and alleviate serious shortages of food, consumer goods, and services. A major feature of the economy is the dichotomy between relatively efficient export enclaves and inefficient domestic sectors. The average Cuban's standard of living remains at a lower level than before the depression of the 1990s, which was caused by the loss of Soviet aid and domestic inefficiencies. Unemployment rate: 2.5 per cent (2004 estimate, CIA World Fact Book). ECONOMY OF COSTA RICA 2005 Costa Rica's basically stable economy depends on tourism, agriculture, and electronics exports. Poverty has been substantially reduced over the past 15 years, and a strong social safety net has been put into place. Foreign investors remain attracted by the country's political stability and high education levels, and tourism continues to bring in foreign exchange. Low prices for coffee and bananas have hurt the agricultural sector. The government continues to grapple with its large deficit and massive internal debt. The reduction of inflation remains a difficult problem because of rises in the price of imports, labor market rigidities, and fiscal deficits. Costa Rica recently concluded negotiations to participate in the US-Central American Free Trade Agreement [CAFTA], which, if ratified by the Costa Rican Legislature, would result in economic reforms and an improved investment climate. Unemployment rate: 6.6 per cent (2004 estimate). ECONOMY OF CHILE 2005 Chile has a market-oriented economy characterized by a high level of foreign trade. During the early 1990s, Chile's reputation as a role model for economic reform was strengthened when the democratic government of Patricio Aylwin - which took over from the military in 1990 deepened the economic reforms initiated by the military government. Growth in real GDP averaged 8 per cent during 1991-97, but fell to half that level in 1998. A severe drought exacerbated the recession in 1999, reducing crop yields and causing hydroelectric shortfalls and electricity rationing, and Chile experienced negative economic growth for the first time in more than 15 years. Despite the effects of the recession, Chile maintained its reputation for strong financial institutions and sound policy that have given it the strongest sovereign bond rating in South America. …
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 | 0.001 | 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 | 0.003 | 0.000 |
| Scholarly communication | 0.001 | 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 it