MétaCan
← all works

Is Education a Key to Reducing Vulnerability to Natural Disasters and hence Unavoidable Climate Change?

2014· article· en· 423 citations· W2330520741 on OpenAlex· 10.5751/es-06476-190142

Why is this work in the frame?

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

Canadian venueIt was published in a Canadian venue.

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.

Machine scores (provisional)

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

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.

Opus teacher head0.015
GPT teacher head0.308
Teacher spread
0.293 · how far apart the two teachers sit on this one work
Validation status
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

Abstract

Muttarak, R. and W. Lutz. 2014. Is education a key to reducing vulnerability to natural disasters and hence unavoidable climate change? Ecology and Society 19(1): 42. https://doi.org/10.5751/ES-06476-190142

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.

The record

Venue
Ecology and Society
Topic
Disaster Management and Resilience
Field
Social Sciences
Canadian institutions
Funders
Keywords
Natural disasterClimate changeVulnerability (computing)Key (lock)Natural (archaeology)Environmental resource managementClimate change adaptationResilience (materials science)Environmental planningNatural hazardNatural resource economicsGeographyEnvironmental scienceComputer scienceEcologyComputer securityEconomicsMeteorology
Has abstract in OpenAlex
yes