Drowned Earth: The Strategic Breaching of the Yellow River Dyke, 1938
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
Early in the war of resistance against Japan, the Chinese military command used a tragic version of scorched-earth tactics: they denied access to the Japanese imperial army to a vast stretch of China not by literally scorching it but by drowning it. In June 1938 the Chinese command turned the ultimate symbol of Chinese civilization, the Yellow River, into a weapon of war. The southern dyke of the River was breached at Huayuankou (Flower Garden Mouth) in Henan, 30 miles to the west of the Japanese vanguard. A cataclysmic flood swept through the breach, killing by the lowest estimate half a million people and turning millions of others into refugees. The breach of the dyke was an attempt at strategic interdiction, to limit the mobility of the Japanese army and stop it moving further west. The waters of the River were to do what soldiers had not been able to do: to halt the Japanese advance. The breaching was a strategic move born of desperation. As the Japanese armies continued their relentless advance across China, sober strategic thinking in the Chinese command gave way to a mood close to panic, in which any conceivable action could be taken to stop the Japanese advance.
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 | 0.001 | 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 | 0.001 |
| 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