Structural Change in the U.S. Dairy Industry: Growth in Scale, Regional Shifts in Milk Production and Processing, and Internationalism
Bibliographic record
Abstract
Structural changes in the U.S. dairy industry from the early 1980s to the late 1990s included familiar increases in concentration, industry adjustments to serve large supermarkets, the emergence of two national fluid milk firms (Suiza Foods and Dean Foods), and the emergence of two national dairy cooperatives (Dairy Farmers of America and Land O'Lakes, Inc.). Shifts in the location of milk production in the U.S. to the Western states have caused new dairy product manufacturing plants to locate in those states. This development promises to intensify battles over market share in the expanding U.S. cheese market between Western firms and Upper Midwestern firms. Foreign direct investment in the U.S. dairy industry--especially by European Union firms and a large Canadian firm--increased during the 1980s and 1990s. Facing challenges to expand dairy exports or shrink, the U.S. dairy industry probably will gravitate toward the latter unless government price support and trade policies change to increase price incentives for U.S. firms to export dairy products.
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.
How this classification was reachedexpand
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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".