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Record W4391187472 · doi:10.1080/00083968.2023.2299834

Culture, politics and material landscaping as strategies of belonging: the case of ex-farm workers of foreign origin in Bushu communal areas, Zimbabwe

2024· article· en· W4391187472 on OpenAlex
Patience Chadambuka, Kirk Helliker

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.

venuePublished in a venue whose home country is Canada.
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

VenueCanadian Journal of African Studies / Revue canadienne des études africaines · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicAfrican studies and sociopolitical issues
Canadian institutionsnot available
Fundersnot available
KeywordsLandscapingPoliticsGeographyPolitical scienceSociologyEcologyBiologyLaw

Abstract

fetched live from OpenAlex

This article examines the movement of former farm workers of foreign origin (mainly from Malawi, and a few from Mozambique) into the Bushu communal areas of Shamva District in Mashonaland Central Province in Zimbabwe subsequent to the disruptions caused by the state’s Fast Track Land Reform Programme beginning in the year 2000. It focuses more specifically on the project of belonging pursued by these ex-workers and their families in Bushu and the various non-economic strategies adopted in constructing this project. This project involves potentially transitioning from their historical status as farm people, people of foreign origin and cultural-ethnic strangers to becoming authentic autochthonous communal villagers. While these ex-farm labourers seek to actively immerse themselves in the milieu of Bushu, they also maintain – to some extent – a separate cultural identity, thereby developing their own unique version of communal-area belonging.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.658
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0010.004
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.039
GPT teacher head0.303
Teacher spread0.264 · 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