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Record W4390725235 · doi:10.21474/ijar01/18030

ASSESSING THE EFFECTIVE IMPLEMENTATION OF SIERRA LEONES NATIONAL POLICY ON RADICAL INCLUSION TO ADDRESS GENDER INEQUALITY AND PROMOTE EQUAL ACCESS TO GIRLS EDUCATION

2023· article· en· W4390725235 on OpenAlex

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
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

VenueInternational Journal of Advanced Research · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicGender, Education, and Development Issues
Canadian institutionsnot available
Fundersnot available
KeywordsSierra leoneInclusion (mineral)PovertyGovernment (linguistics)AccountabilityPolitical scienceNonprobability samplingInequalityGender mainstreamingEconomic growthSociologyGender equalitySocioeconomicsGender studiesEconomics

Abstract

fetched live from OpenAlex

Muigua and Deem emphasize the importance of gender equality in educational opportunities, pointing out that education is a fundamental human right and a driver of socio-economic development. According to Kamara, Sierra Leone`s radical inclusion policy is a remarkable case study that highlights the relevance of gender equality in education provision. This study used a purposive sampling technique to sample 15 students, 5 parents, 5 teachers, 5 school administrators, 5 policymakers, and 5 community members. Barrie also discusses the challenges faced by children in poverty and the benefits of education, as well as government efforts to improve transparency and accountability in primary education in Sierra Leone. Wechter, Terrell, Gupta, and Peterson state that free quality school education (FQSE) is a key policy priority of the Government of Sierra Leone in national transformation through education. According to the 2018 Global Gender Gap Report, Iceland accounts for 85% of the total gender gap, making it the most gender-equal country. A total of 40 participants were randomly selected, who were involved in developing targeted strategies that address the unique challenges girls face in accessing quality education.Both qualitative and quantitative methods of data analysis were used to analyze the data collected using percentages, and graphs, for data collected through questionnaires, whereas a description of findings was used for data collected through interviews and data collected through observations. The study aims to assess the effective implementation of Sierra Leones national policy on radical inclusion to address gender inequality and promote equal access to girls education. Gender equality has improved significantly, from the basic level of students in primary and secondary education to undergraduate and postgraduate levels, as well as the number of lecturers and teachers in schools and universities in general.The result revealed that the National Policy on Radical Inclusion in schools for excluded and marginalized children has been effectively carried out as indicated in the results from the perspectives of women beneficiaries, it is shown that the majority of them believe that women beneficiaries of radical inclusion policies value the policies and that they are beneficial to their lives and that progress has been made in the awareness and implementation of this policy, which is having a positive impact on women beneficiaries which is an indication that the governments objectives have been achieved.

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)0.006
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: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.805
Threshold uncertainty score0.664

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0060.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0010.000
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 head0.221
GPT teacher head0.630
Teacher spread0.409 · 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