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Record W2142490811 · doi:10.1177/0967010603344003

Discriminating Tastes: ‘Smart’ Bombs, Non-Combatants, and Notions of Legitimacy in Warfare

2003· article· en· W2142490811 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueSecurity Dialogue · 2003
Typearticle
Languageen
FieldSocial Sciences
TopicInternational Relations and Foreign Policy
Canadian institutionsMcMaster University
Fundersnot available
KeywordsTechnological determinismLegitimacyRevolution in Military AffairsContext (archaeology)Political scienceWitnessPolitical economyCyberwarfarePoliticsLaw and economicsLawSociologyMilitary scienceSocial scienceHistory

Abstract

fetched live from OpenAlex

Abstract Much has been made in recent years of the remarkable technological advances driving what has been described as the latest Revolution in Military Affairs (RMA). Typically, however, a disproportionate emphasis on the astounding capabilities of new military hardware has come at the expense of investigations into the socio-political consequences of the transformation of warfare presently underway. Reflection upon the less neglected social aspects of previous RMAs is instructive, suggesting that technological determinism does not yield reliable accounts of the most important implications of new military technologies. In light of this, a historically informed reconsideration of prevailing assessments of the nature and significance of the current RMA seems in order. In particular, rapidly evolving attitudes toward discrimination between combatants and non-combatants in warfare are in need of consideration, as these have traditionally been bound up with watershed military innovation. Implicated in the reversal of a trend toward greater tolerance of indiscriminacy, the advent of precision-guided munitions (PGMs) increasingly bears directly on perceptions of legitimacy in the conduct of war. In this context, unequal access to PGMs suggests unequal legitimate recourse to war measures, and this might well turn out to be the most important implication of the RMA to which we are witness.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.538
Threshold uncertainty score0.775

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.018
GPT teacher head0.309
Teacher spread0.291 · 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