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
GLOBALIZATION AND MILITARISM SHOULD BE SEEN AS TWO SIDES OF THE SAME coin. On one side, globalization promotes the conditions that lead to unrest, inequality, conflict, and, ultimately, war. On the other side, globalization fuels the means to wage war by protecting and promoting the military industries needed to produce sophisticated weaponry. This weaponry, in turn, is used--or its use is threatened--to protect the investments of transnational corporations and their shareholders. 1. Globalization Promotes Inequality, Unrest, and Conflict Economic inequality is growing; more conflict and civil wars are emerging. It is important to see a connection between these two situations. Proponents of global economic integration argue that globalization promotes peace and economic development of the Third World. They assert that boats rise with the tide when investors and corporations make higher profits. However, there is precious little evidence that this is true and substantial evidence of the opposite. The United Nation's Human Development Report (U.N. Development Programme, 1999: 3) noted that globalization is creating new threats to human security. Economic inequality between Northern and Southern nations has worsened, not improved. There are more wars being fought today -- mostly in the Third World -- than there were during the Cold War. Most are not wars between countries, but are civil wars where the majority of deaths are civilians, not soldiers. The mainstream media frequently oversimplify the causes of these wars, with claims they are rooted in religious or ethnic differences. A closer inspection reveals that the underlying source of such conflicts is economic in nature. Financial instability, economic inequality, competition for resources, and environmental degradation -- all root causes of war -- are exacerbated by globalization. The Asian financial meltdown of 1997 to 1999 involved a terrible human cost. The economies of Thailand, South Korea, and Indonesia crumbled in the crisis. These countries, previously held up by neoliberal economists as the darlings of globalization, were reduced to riots and financial ruin. The International Monetary Fund (IMF) stepped in to rescue foreign investors and impose austerity programs that opened the way for an invasion by foreign corporations that bought up assets devalued by capital flight and threw millions of people out of work. Political upheaval and conflict ensued, costing thousands of lives. Meanwhile, other countries watched as their neighbors suffered the consequences of greater global integration. In India, citizens faced corporate recolonization, which spawned a nationalistic political movement. Part of the political program was the development of nuclear weapons--seen by many as the internationally accepted currency of power. Nuclear tests have put an already conflict-ridden region on the brink of nuclear war. 2. Globalization Fuels the Means to Wage War The world economic system promotes military economies over civilian economies, pushing national economic policies toward military spending. The World Trade Organization (WTO), one of the main instruments of globalization, is largely based on the premise that the only legitimate role for a government is to provide for a military to protect the interests of the country and a police force to ensure order within. The WTO attacks governments' social and environmental policies that reduce corporate profits, and it has succeeded in having national laws that protect the environment struck down. Yet the WTO gives exemplary protection to government actions that develop, arm, and deploy armed forces and supply a military establishment. Article XXI of the General Agreement on Tariffs and Trade (GATT) allows governments free reign for actions taken in the interest of national security. For example, in 1999 a WTO trade panel ruled against a Canadian government program that provided subsidies to aerospace and defense corporations for the production of civilian aircraft. …
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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 it