Expeditionary Airlift Operations: An Assessment of the C-5's First Deployment
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
Our military is undergoing a transformation into an expeditionary force. In order to stay relevant under the new military construct, a weapon system needs to be able to perform in an expeditionary environment. The C-5 Galaxy's low reliability rates have not made it an attractive option for conducting missions into austere airfields using a deployed infrastructure. The C-5 normally operates on intertheater legs, flying between AMC enroute stations where routine maintenance can be accomplished before returning to home station, mission complete. In fact, the C-5 had never deployed as a unit to an enroute location with a complete leadership, maintenance, support, and aircrew package in support of combat operations. That is until July 2002, during Operation ENDURING FREEDOM, when the C-5 was tasked to support the redeployment of a Canadian Light Infantry Regiment from Kandahar, Afghanistan to Diego Garcia. This graduate research project presents a case study of this deployment and assesses the performance of the C-5 weapon system from two perspectives: effectiveness and efficiency, in order to determine whether or not the C-5 can perform in an expeditionary environment.
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) | 0.001 | 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