Bibliographic record
Abstract
Die Auseinandersetzung mit Aufstnden in schwachen Staa ten mag zwar ein Konfliktszenario sein, das im 21. Jahrhundert wieder an Bedeutung gewinnt. Die Antwort sollte aber nicht so ausfallen wie in Afghanistan oder im Irak. Gefragt sind viel mehr Grndlichkeit in der Lageanalyse, Bescheidenheit in der Zielsetzung und Zurckhaltung mit militrischer Intervention. Wenn aber eine komplexe Intervention unter Einschluss milit rischer Mittel durchgefhrt wird, sollte sie einer nachhaltigen friedenspolitischen Logik folgen und nicht einer machtpoli tischen, d.h. die langfristige Entwicklung des Ziellandes sollte Vorrang haben vor militrischen ("war on terror"), geostrate gischen (Kontrolle eines Raumes), ideologischen (regime chan ge) oder bndnispolitischen (Rolle in und Zukunft der NATO) Erwgungen. Grundstzlich aber
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.
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 | 0.000 | 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 | 0.001 |
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".