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Record W7009623361

Ett nödvändigt ont? Truppminors taktiska påverkan i ljuset av modern krigföring

2025· article· en· W7009623361 on OpenAlex

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueKTH Publication Database DiVA (KTH Royal Institute of Technology) · 2025
Typearticle
Languageen
FieldEngineering
TopicMilitary Strategy and Technology
Canadian institutionsnot available
Fundersnot available
KeywordsBattleEmpirical researchOrder (exchange)TreatyClass (philosophy)
DOInot available

Abstract

fetched live from OpenAlex

This study examines the effects of the presence of anti-personnel mines on the use of tactics during the battle of Hürtgen forest 1944. The study aims to contribute to the ongoing debate regarding withdrawal from the Ottawa Treaty and argues that there are discrepancies in previous research regarding the effect of anti-personnel mines. By analysing the effects of anti-personnel mines through the lens of Stephen Biddle’s (2010) Modern System-theory the study aims to research the possible tactical effects of the weapon. A ‘Structured, Focused’ method is applied in order to analyze the empirical material. The results suggest that the presence of anti-personnel mines affected the use of tactics to some degree, primarily through restricting movement. Furthermore the study finds no pattern between the class of minefield and its effects. The effects of anti-personnel mines in the Hürtgen forest instead seemed to vary based on the tactical situation and terrain. For further research an explanation building and a theory developing study is proposed in order to further develop the understanding for anti-personnel mines as a whole.

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 imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.730
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.002
Science and technology studies0.0000.001
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.010
GPT teacher head0.233
Teacher spread0.222 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it