Transformacja i globalna ekspansja brazylijskiego przemysłu lotniczego na przełomie XX i XXI wieku na przykładzie koncernu EMBRAER
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
The aim of the study is to analyse the process of historical growth, transformation and global expansion of the largest Brazilian aircraft industry enterprise – Embraer (Empresa Brasileira de Aeronautica). The company history can be divided into three main stages. The first one lasted from 1969 until the second half of the 1980s. In that stage, the company developed production supported mainly by the government or on license technology. The second stage lasted from the end of the 1980s to the mid-1990s. This was the stage of the crisis and transformation of the company, which ended up with its privatization and recovery. The last stage, lasting from 1996 to 2009, was characterized by dynamic growth of production and sales. The new family of regional jets (ERJ-145 and Embraer 170/190) turned out to be a great selling success which has enabled the company to maintain its position as a global leader in regional jets, which vies with the Canadian Bombardier for the third place in the world ranking of aircraft manufacturers.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.004 |
| Bibliometrics | 0.000 | 0.003 |
| Science and technology studies | 0.001 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| 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