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Record W4236509450 · doi:10.1017/s1537592716004072

PPS volume 15 issue 1 Cover and Front matter

2017· article· en· W4236509450 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.

fundA Canadian funder is recorded on the work.
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

VenuePerspectives on Politics · 2017
Typearticle
Languageen
FieldEnvironmental Science
TopicClimate Change and Sustainable Development
Canadian institutionsnot available
FundersUniversity of California, Santa BarbaraYork UniversityUniversity of CambridgeGeorgetown UniversityJohn Jay College of Criminal JusticeHarvard UniversityInternational Atomic Energy AgencyGeorge Washington UniversityAustralian GovernmentUniversity of MinnesotaPrinceton UniversityUniversity of ConnecticutCity University of New YorkUniversity of Southern CaliforniaYale UniversityU.S. Department of Homeland Security
KeywordsFront coverCover (algebra)Volume (thermodynamics)Front (military)Action (physics)Content (measure theory)Computer scienceEnvironmental scienceEngineeringPhysicsMathematicsMechanical engineeringThermodynamics

Abstract

fetched live from OpenAlex

Muerte Solitaria de un Raspachin (Solitary Death of a Coca Leaf Picker) was painted in 2008 by Iris, a former rebel combatant in Colombia's civil war. About 80 former rank-and-fi le members of paramilitary and rebel organizations, as well as government soldiers, painted 420 paintings In workshops organized by Colombian artist Juan Manuel Echavarra over a two-year period. The purpose of this historical memory project was to bring "The War We Have Not Seen," as the exhibition of paintings was called, to the Colombian public. It particularly sought to document the experience of the rural youth-many recruited as child fi ghters-who largely fought the war.

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 categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.224
Threshold uncertainty score0.986

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
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)0.0260.015

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 head0.013
GPT teacher head0.256
Teacher spread0.243 · 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