The LA Motion Picture Industry Cluster
Bibliographic record
Abstract
1.1. The US economic performance and the national business environment 1.1.1. Country profile and overall economic performance The United States is today the only global superpower, with a dominant position in economic, military and cultural terms. Although the United States represents less than 5 percent of the world's population, it is the World’s largest economy with a GDP of $11.7 trillion in 2005, accounting for 28.5 % of world GDP. The US also ranks fourth in income per capita ($33,041). The third largest country in the world, the US benefited in its economic development from a large market and important natural resources. Population expanded rapidly thanks to large waves of immigration and reached 293.6 million in 2005. The United States has large mineral resources a fertile farm soil, a moderate climate. It also has extensive coastlines on the Atlantic and Pacific Oceans as well as on the Gulf of Mexico. The American economy is today more closely intertwined with the global economy than it has ever been. The North American Free Trade Agreement (NAFTA) has further increased economic ties between the United States and its largest trading partners, Canada and Mexico. US share in world merchandise exports is high (9.1%, ranked 2nd) but decreasing (-3.3 % between 1998 and 2004). However, the US was less trade dependent than the OECD average (trade in goods represented 18,5 % of GDP in 2005). The main economic sectors in the US were business services and financial services in terms of employment and hospitality/tourism, automotives, business services and information technology in terms of export value. The fastest growing sectors were education/knowledge, business services and entertainment in terms of employment and petroleum products and biopharmaceuticals in terms of good exports.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.006 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.012 | 0.006 |
| Open science | 0.002 | 0.007 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.826 | 0.825 |
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 source (direct Gemma or distilled Codex), 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".