No Professional Soldiers, No Militarized Interstate Disputes?
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
In Perpetual Peace, Immanuel Kant presents six preliminary articles for perpetual peace beforethe three well-known definitive articles about republic constitutions, commercial relations, and international organizations. In his third preliminary article, Kant argues that “Standing Armies ( miles perpetuus) Shall in Time be Totally Abolished” because they are themselves “a cause of offensive war.” Empirical results based on state-of-the-art data analysis that refers to both peace-years correction and distributed-lags logistic regression showthat the most obvious among the neglected preliminary articles by Kant—military manpower system—is indeed connected to involvement in militarized interstate disputes during the period from 1886 to 1992. For neo-Kantian peace theory and research, this means that a military manpower system with conscripted, notstanding (i.e., professional or voluntary), soldiers is associated with disputes.
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 | 0.002 |
| 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