MétaCan
Menu
Back to cohort
Record W7113895665 · doi:10.26480/trab.01.2025.50.56

DETERMINANTS OF PESTE DES PETITS RUMINANTS VACCINE ADOPTION AMONG FEMALE GOAT KEEPERS IN DHADING DISTRICT, NEPAL

2025· article· W7113895665 on OpenAlexfundno aff

Bibliographic record

VenueTropical Agrobiodiversity · 2025
Typearticle
Language
FieldAgricultural and Biological Sciences
TopicVector-Borne Animal Diseases
Canadian institutionsnot available
FundersInternational Development Research Centre
KeywordsPeste-des-Petits-RuminantsProbit modelDescriptive statisticsEthnic groupChi-square testPovertyStratified samplingFocus groupHousehold income

Abstract

fetched live from OpenAlex

A study titled “determinants of Peste des Petits (PPR) vaccine adoption among female goat keepers in Dhading district, Nepal” was undertaken. We selected a sample of 120 household using random sampling technique. Altogether, 120 households were selected using the random sampling technique. Primary data were collected using a semi-structured and pre-tested household questionnaire, focus group discussion (FGD) and key informant interviews (KII) while secondary information was collected from different published records. Descriptive and inferential statistical tools were used to assess the collected information. We used the probit model, t-test, and chi square test were used to establish statistical relationships between variables. The probit model revealed that the heard size (27%) and income from goat rearing (51.15%) were significant at the 1% level of significance, while the education level of the respondents and their membership in a cooperative organization were significant at the 5% level of significance. However, ethnicity did not significantly influence the result. Among the ethnic groups; Brahmin and Chhetri women possess a greater understanding of the PPR vaccine, while Kumal and Dalit women are the least knowledgeable. A pairwise comparison revealed that among the 10 determinants, farmers with higher communication and education levels are more likely to adopt the PPR vaccine. Empowering women from marginalized tribes like Kumal and Dalit, involving them in cooperatives, and promoting the activities of animal health service providers and education are crucial factors in the adoption of PPR vaccines in goat farming

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)0.000
metaresearch head score (Gemma)0.001
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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.007
Threshold uncertainty score0.014

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.019
GPT teacher head0.232
Teacher spread0.213 · 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
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueTropical AgrobiodiversitySame topicVector-Borne Animal DiseasesFrench-language works237,207