MétaCan
Menu
Back to cohort
Record W3211235742 · doi:10.1186/s13570-021-00211-7

Review of Land, Investment & Politics: Reconfiguring East Africa’s Pastoral Drylands. Edited by Jeremy Lind, Doris Okenwa & Ian Scoones. Woodbridge, Suffolk: James Currey, an imprint of Boydell and Brewer, 2020.

2021· article· en· W3211235742 on OpenAlexafffund
John G. Galaty

Bibliographic record

VenuePastoralism Research Policy and Practice · 2021
Typearticle
Languageen
FieldEnvironmental Science
TopicRangeland Management and Livestock Ecology
Canadian institutionsMcGill University
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsAgrarian societyLivelihoodPastoralismPoliticsDoris (gastropod)SociologyEnvironmental ethicsAnthropologyHistoryPolitical scienceArchaeologyGeographyArt historyLawPhilosophyAgricultureLivestock

Abstract

fetched live from OpenAlex

Book details Edited by Jeremy Lind, Doris Okenwa & Ian Scoones Land, Investment & Politics: Reconfiguring East Africa’s Pastoral Drylands. Woodbridge, Suffolk: James Currey, an imprint of Boydell and Brewer, 2020. 224 pages, ISBN 978-1-84701-252-4 (James Currey hardback) and ISBN 978-1-84701-249-4 (James Currey paper) Jeremy Lind, Research Fellow, Institute of Development Studies, University of Sussex. Co-editor of “Pastoralism and Development in Africa” (2013) Doris Okenwa, Ph.D student in Anthropology, London School of Economics. Ph.D research on oil discoveries in Turkana County, Kenya. Ian Scoones, Professorial Fellow, Institute of Development Studies, University of Sussex. Co-Director of ESRC STEPS (Social, Technological and Environmental Pathways to Sustainability) Centre, and leader of the European Research council project PASTRES (Pastoralism, Uncertainty and Resilience). Author of “Africa’s Land Rush: Rural Livelihoods and Agrarian Change”.

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 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)0.003
metaresearch head score (Gemma)0.004
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.162
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.001
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.088
GPT teacher head0.382
Teacher spread0.294 · 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 teacher head, not a consensus.

Study designNot applicable
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
Published2021
Admission routes2
Has abstractyes

Explore more

Same venuePastoralism Research Policy and PracticeSame topicRangeland Management and Livestock EcologyFrench-language works237,207