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Record W2890916426 · doi:10.1016/j.njas.2018.08.001

Techne meets Metis: Knowledge and practices for tick control in Laikipia County, Kenya

2018· article· en· W2890916426 on OpenAlexaboutno aff
Faith Mutavi, Noëlle Aarts, Annemarie van Paassen, I.M.A. Heitkönig, Barbara Wieland

Bibliographic record

VenueNJAS - Wageningen Journal of Life Sciences · 2018
Typearticle
Languageen
FieldImmunology and Microbiology
TopicVector-borne infectious diseases
Canadian institutionsnot available
Fundersnot available
KeywordsMetisTechneContext (archaeology)StakeholderPastoralismLivestockGeographyEnvironmental resource managementEcologyPublic relationsPolitical scienceBiologyComputer science

Abstract

fetched live from OpenAlex

Prevention of tick borne diseases is often through tick control practices. This article diagnoses tick control practices, knowledge underlying these practices and how knowledge is shared at the wildlife-livestock interface in Laikipia County, Kenya. It identifies diverse land use and tick control practices by different land and livestock owners from a scientific knowledge-based (techne) and context driven experiential knowledge-based (metis) perspective. Interviews, focus group discussions, observations and documents yielded qualitative data to unravel i) the historical development of tick control in Kenya ii) techne and metis tick control practices within three ranches and among pastoralists in Laikipia County, and iii) status of tick knowledge sharing between stakeholders. Historical tick control measures date back to about 100 years ago, with increasingly strong veterinary measures over the decades under government control. However, the veterinary control system collapsed around 1991 and livestock owners took tick control into their own hands. All respondents indicated having relevant techne available about tick ecology and tick management practices. To adapt to the changing social, economic and institutional context, they further developed metis, integrating the known techne. Metis and techne complemented each other. Our study reveals that metis is developed within stakeholder groups. The data also suggest that metis practices sometimes develop risky effects to animal, human and environmental health. Knowledge on tick control is mainly shared within a social group, not between groups. We esteem, knowledge sharing between different stakeholder groups (ranchers, pastoralists, DVS) may provide opportunities for better informed decision-making based on fruitful combinations of techne and metis for effective and safe tick management.

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)0.002
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.685
Threshold uncertainty score0.497

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.001
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 head0.031
GPT teacher head0.333
Teacher spread0.302 · 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.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations21
Published2018
Admission routes1
Has abstractyes

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