Texit: Is an independent Republic of Texas a reality in North America in the year 2040?
Bibliographic record
Abstract
Texas, called the lone star state, is one of the 50 U.S. states. Independence movements have come back into vogue on a global scale. In Europe there are such movements in Catalonia, Flanders, Scotland, Tyrol and in Quebec in Canada. In this paper Texas independence thoughts will be analysed as well as compared to the American history. For the past 20 to 30 years the independence movement in Austin has been active both on the streets and in the Texas Parliament. More than 160 years ago the events that led to the American Civil War (1861-1865) took place in American history. This war began with the secession from the Union by eleven southern states, including Texas. But is it even possible to opt out of the American Union in 2024? And what would an independent Texas look like?
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.003 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".