Comparative Analysis of Regional Economic Conditions in South Texas, Including Business Manager, Local Resident, and University Student Perceptions
Bibliographic record
Abstract
This report focuses on comprehensive documentation concerning regional economic indicators for Kleberg County, Texas, located in the Coastal Bend Region along the Gulf of Mexico. It is compared to two other South Texas counties, Texas, and United States for perspectives. The benchmark counties were chosen on the basis of their level of tourism, which is a key economic driver in the region. The research is of value to Journal of Applied Business & Economics readers from elsewhere because it is an example of regional economic analysis. Part 1 presents a broad range of demographic data, while Part 2 focuses on economic conditions. Demographic characteristics and economic conditions. Part 3 presents opinions of local business managers, residents and students regarding economic conditions, including preferred government spending. This report builds on the base of economic information is designed to provide decision-makers a valuable economic tool for strategic planning.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 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".