MétaCan
Menu
Back to cohort
Record W7126332255

Inclusion as Education for all: a cross-national comparison

2021· article· en· W7126332255 on OpenAlexaboutno aff
Suvi Lakkala, Outi; id_orcid 0000-0002-3171-6162 Kyrö-Ämmälä, Gregor Maxwell, Mhairi C. Beaton, Alvyra Galgiené, Vijaya Dharan

Bibliographic record

VenueLaCRIS (University of Lapland) · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicEducation, Leadership, and Health Research
Canadian institutionsnot available
Fundersnot available
KeywordsInclusion (mineral)Equity (law)Context (archaeology)Diversity (politics)Perspective (graphical)Educational equityCompulsory educationEconomic Justice
DOInot available

Abstract

fetched live from OpenAlex

Whilst the definition of the term ‘inclusion’ remains contested (Slee, 2019), a trend towards becoming and being inclusive within national education policies has been observed (UNESCO, 2019). The proposed symposium examines the policy changes towards inclusion and equity in five national settings: Canada, Lithuania, New Zealand, Norway and Finland. Contributors are all members of a UNITWIN/UNESCO Network for Social Justice and Diversity and each contributor will focus on a distinctive element of the development of and implementation of policy within their national context including preparing and supporting teachers for inclusion. Bringing these diverse experiences of aspiring to ‘inclusion for all’ (Florian &Black-Hawkins, 2011) provides an opportunity to develop new understandings of how to provide education for all. Finland Already in 1968, Finland made the decision to establish a comprehensive school to increase educational equality (Aho, Pitkänen & Sahlberg 2006). Finland has continued investing in developing a socially just system of compulsory education (basic education). The pedagogical support system was reformed in 2010 and 2014 (FNBE 2016). Today, teachers are expected to continuously assess learning environments and provide support collaboratively to all students in ‘neighbourhood schools’. In addition, teacher education has been developed from the perspective of inclusion. According to recent studies, teachers and headteachers are quite satisfied to the adequacy of current support system, and the way of constructing support have become more versatile than before. However, here are regional differences in the conceptual interpretations of pedagogical support. Furthermore, the support for students with a clear diagnosis is better arranged than for students who have received support on milder grounds (Vainikainen et al. 2018). Lithuania The beginning of inclusive education in Lithuania is related to the transition of the country's education from a segregated and unified system during the Soviet period to a system based on equity and equality after Lithuania regained its independence in 1990 (Kugelmass, & Galkiene, 2003). Its development is influenced by the patriotic determination to create an open education based on humanistic values, and the memory of the formation of teachers in a strictly unified education system (Lukšienė, 2013). Today, 90% of children with special educational needs study in general schools. Yet, research results show teachers' open attitude to inclusive education and a great deal of confusion about its quality implementation in practice. Obviously, teachers' favourable provisions and a harmonized legal framework are insufficient for inclusive education to become the paradigm of the education system. The competence stored in the memory of pedagogical experience is the barrier for complete transformation. New Zealand In New Zealand there has been a reset in the use of often contentious and non-inclusive terminology of ‘special education’ (Slee, 2019). The word "Special" has been replaced in policy language and practice, with a less stigmatising and culturally accepted term of "Learning Support" by the Ministry of Education. This strategic move is captured in the Learning Support Action Plan (2019-2025) which has the vision of having an education system where all children and young people can learn and achieve. The plan will be actioned through a strength-based, culturally responsive collaborative framework to support teachers, families, children and young people to be inclusive for all learners (Ministry of Education,2020). There is a commitment to ongoing efforts to build teacher capability through pre-service and in-service professional learning, among others. As a first step Learning Support Coordinators have been employed throughout the country to support schools and teachers. Norway In 2017 Norway introduced a new national 5-year integrated initial teacher education master’s programme to train teachers with increased specialization and research-based knowledge. There are higher expectations that these teachers are more able to adapt their training to the individual student and better integrate special education in their general teaching. In the context of inclusion all this builds on a long Norwegian tradition of adapted education. However, recent criticism has accused the system of actually creating exclusion and perpetuating a dysfunctional system (Nordahl et al., 2018). To combat this, results from a recent study following the first cohorts of new teachers from both the national launch and a pilot programme has found that newly qualified teachers in Norway need more knowledge about inclusive pedagogy and relational thinking in education (Antonsen et al., 2020). This specific example from Norway, shows an intention to empower teachers to take agency of their professional learning, and develop pedagogical practices to deliver more equitable and inclusive education. References (250 word maximum) • Aho, E., Pitkänen, K., & Sahlberg, P (2006). Policy development and reform principles of basic and secondary education in Finland since 1968. Washington, DC: World Bank. • Antonsen, Y., Maxwell, G., et al. (2020). «Det er et kjemperart system» – spesialpedagogikk, tilpasset opplæring og nyutdannede læreres kompetanse. ["It’s a really odd system!" – special education, adapted education and newly qualified teachers’ competences]. Acta Didactica Norge, 14 (2), 1-19. ISSN 1504-9922. doi: 10.5617/adno.7918. • FNBE.Finnish National Board of Education (2016). National Core Curriculum for Basic Education 2014, Publications 5, Helsinki: National Board of Education. • Florian, L., & Black‐Hawkins, K. (2011). Exploring inclusive pedagogy. British Educational Research Journal, 37(5), 813-828. DOI:10.1080/01411926.2010.501096 • Kugelmass, J., & Galkiene, A. (2003). Democratic reform and the emergence of special needs education in Lithuania. European Journal of Special Needs Education, 18(1), 53-70. • Lukšienė, M. (2013). Jungtys [Connections], Vilnius, Alma littera. • Ministry of Education (2019). The Learning Support Action Plan. Wellington, Author. • Nordahl, T., et al. (2018). Inkluderende Fellesskap for Barn og unge [Inclusive Community for Children and Young People]: Ekspertgruppen for barn og unge med behov for særskilt tilrettelegging. Bergen. • Official Statistics of Finland (2020). Special Education. Appendix Table 5. Comprehensive School Pupils Having Received Special Support by Place of Provision of Teaching. Statistics Finland Helsinki: Finland. Available online: http://www.stat.fi/til/erop/2019/erop_2019_2020-06-05_tau_005_en.html. • Slee, R. (2019). Inclusive Education isn't Dead, it Just Smells Funny. Routledge • Vainikainen, M-P., et al. (2018). Educational support from early childhood to the transition to upper secondary education: actualisation of equity and needs for development. Publications of the Government´s analysis, assessment and research activities, 55, Helsinki: Prime Minister’s Office.

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)0.005
metaresearch head score (Gemma)0.009
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.023
Threshold uncertainty score0.045

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.009
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0070.010
Science and technology studies0.0050.004
Scholarly communication0.0070.009
Open science0.0010.011
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0080.001

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 head0.120
GPT teacher head0.455
Teacher spread0.335 · 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
Published2021
Admission routes1
Has abstractyes

Explore more

Same venueLaCRIS (University of Lapland)Same topicEducation, Leadership, and Health ResearchFrench-language works237,207