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Record W7047430270

From Exclusion to Ownership: The Continuing Transformation of the Role the Communities in Relation to Two Adjacent Nature Reserves on South Africa's 'Wild Coast'

2009· article· en· W7047430270 on OpenAlexaboutno aff

Bibliographic record

VenueDigital Library Of The Commons Repository (Indiana University) · 2009
Typearticle
Languageen
FieldPhysics and Astronomy
TopicSuperconducting and THz Device Technology
Canadian institutionsnot available
Fundersnot available
KeywordsHuman settlementIndigenousCapeSettlement (finance)Quarter (Canadian coin)ShoreTourismHarbourNature reserve
DOInot available

Abstract

fetched live from OpenAlex

"Like South Africa itself, the country's coastline comprises more developed and less developed stretches. Portions of the Western Cape and Natal coast approximate Southern California or the French Riviera; other stretches, on the West Coast, in the southern Cape and the eastern Cape, and to the north of Durban are less developed, but the resorts and settlements have modern infrastructure. Next to the Zululand Coast, the 'Wild Coast' or the former Transkei is the least developed of the entire coastline. Accessed mainly by dirt roads of up to 100km long which are so poorly maintained as to be virtually impassable by conventional vehicles when it rains (as it does regularly here), the area also lacks electricity and telephones. Other services, such as shops and garages, tend to be associated with the trading stores which are geared to the needs of the subsistence-agrarian indigenous population. In spite of these deterrents, the hitherto unspoiled beauty of the area has long attracted the more robust local holidaymakers and, increasingly, international tourists to the few resort hotels and holiday-cottages. \n \n"Near the centre of the Wild Coast the Mbashe River in its scenic gorge divides nearly 6,000 hectares of pristine forests, grasslands, estuaries and coastline into twin nature reserves: that of Dwesa on the western side and Cwebe on the eastern side. Only a quarter of one percent of South Africa consists of indigenous forest, so these fine examples of South Coast Forest are especially valuable. This has long been recognised by the State, and the forests have been protected in one form or another since the turn of the century. Now the twin nature reserves are about to pass from the ownership of the South African state to that of the surrounding communities -- Xhosa-speakers subsisting, for the most part, on a combination of animal husbandry, cultivation, remittances and welfare. \n \n"This paper, based on research still in progress, analyses the transition of the reserves from areas of protection and exclusion to a new role as the greatest material assets of the surrounding communities in the contexts of the making of the old South Africa and the transition to the new."

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.052
Threshold uncertainty score0.104

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0100.012
Scholarly communication0.0060.004
Open science0.0010.011
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0080.000

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 head0.009
GPT teacher head0.184
Teacher spread0.176 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2009
Admission routes1
Has abstractyes

Explore more

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