MIKE'S BIG RAILROAD : REMEMBER THE LITTLE KANSAS CITY SOUTHERN? NOW IT'S IN MEXICO, AND A TRANSCONTINENTAL PLAYER, TOO.
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
This article details the expansion of the Kansas City Southern (KCS) railway from a small line to an operator with transcontinental and international ambitions. Starting in 1995, its new president Mike Haverty has stitched together different services and plans that have resulted in an Atlanta-California transcontinental corridor in partnership with Norfolk Southern and Burlington Northern Santa Fe, majority ownership of Mexico's largest railroad with the prospect of full ownership, and a partnership with Canadian National. The need to pay down debt to make the Mexico purchase possible has led to deferred investment in long-term capital projects such as switch automation and connecting up sidings on the convoluted transcontinental route. Key to its current prospects are a new Western terminal established in Dallas; an intermodal contract from Norfolk Southern, direct connections across the Mexico border and a subsidiary in Panama that allows KCS to ship freight from ocean containerships too large to pass through the canal. As KCS awaits developments from the major lines, it cultivates its presence in anticipation of making a good takeover candidate in the future.
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 | 0.000 | 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 | 0.000 |
| 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 it