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Resilience, Adaptability, and Transformability in the Goulburn-Broken Catchment, Australia

2009· article· en· 363 citations· W1500464421 on OpenAlex· 10.5751/es-02824-140112

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 head0.012
GPT teacher head0.250
Teacher spread
0.238 · 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

Walker, B. H., N. Abel, J. M. Anderies, and P. Ryan. 2009. Resilience, adaptability, and transformability in the Goulburn-Broken Catchment, Australia. Ecology and Society 14(1): 12. https://doi.org/10.5751/ES-02824-140112

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
Land Use and Ecosystem Services
Field
Environmental Science
Canadian institutions
Funders
National Science Foundation
Keywords
AdaptabilityResilience (materials science)Environmental resource managementAdaptation (eye)GeographyPsychological resilienceClimate changeEcologyEnvironmental planningEnvironmental scienceBiologyPsychology
Has abstract in OpenAlex
yes