Bibliographic record
Abstract
Abstract In the fourth month of 1592, and at the direction of Toyotomi Hideyoshi—the feudal baron, or daimyo, who unified the Warring States (Sengoku) across the Japanese Archipelago—a massive force invaded the Korean Peninsula, which, at the time, was controlled by the Chosŏn dynasty. The war lasted until late 1598. Initially, the defending Chosŏn armies were helpless, but they managed to frustrate Hideyoshi’s goals before leaders of the Ming dynasty dispatched a large rescue force in the twelfth month of 1592. The Ming, whose empire spanned much of the central and eastern territories of present-day China, were concerned about the security of their borders, but they were also pressured by the Chosŏn to help. There were two intense battles in 1593 (albeit the second did not involve the Ming); however, despite the Chosŏn’s strong opposition, the Ming court and the Hideyoshi regime pursued a negotiated settlement to end the war. These negotiations ended in failure: Hideyoshi ordered his daimyo generals to resume an attack against the Chosŏn in 1597, the Ming court sent reinforcements, and more battles ensued. In the end, none of the belligerents got what they wanted. The war came to an end when Hideyoshi died in the eighth month of 1598. All battles took place in the Chosŏn-controlled Korean Peninsula, and the casualties far exceeded those that occurred anywhere else in the world during the 16th and 17th centuries. Hideyoshi’s invasion of the Chosŏn kingdom went through three phases: (1) invasion, defense, and retreat (4/1592–4/1593); (2) attempted truce negotiations (5/1593–8/1596); and (3) massive resumption of battle and the path to the withdrawal of Hideyoshi’s invading troops (9/1596–11/1598). The aftermath of the war involved the collapse of the Hideyoshi regime and socially transformed the entire region.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.003 | 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".