MétaCan
Menu
Back to cohort
Record W4388946513 · doi:10.3389/feduc.2023.1335386

Editorial: The role of evidence in developing effective educational inclusion

2023· editorial· en· W4388946513 on OpenAlexaboutno aff
Joseph Mintz, Brahm Norwich

Bibliographic record

VenueFrontiers in Education · 2023
Typeeditorial
Languageen
FieldSocial Sciences
TopicDisability Education and Employment
Canadian institutionsnot available
Fundersnot available
KeywordsInclusion (mineral)Computer scienceEngineering ethicsData scienceKnowledge managementEngineeringSociologySocial science

Abstract

fetched live from OpenAlex

Goldacre (2013) somewhat provocatively laid down the claim that education lags behind other disciplines in terms of its use of research evidence. Given Schon's (1983) critique of technical rationalism across the professions, whether Goldacre's claim is true or not remains open to question, but nevertheless the question of how education is anchored to evidence is very much on the agenda. A range of policy initiatives internationally have focused on how schools and teachers can be supported to engage with research evidence, such as the What Works Clearing House initiative (NCEE, n.d.) The issue of evidence and practice is thrown in to particular relief in the context of inclusive approaches to special educational needs, given the prevalence of "psychoeducational" models of thinking about diagnostic categories such as autism or ADHD (Mintz and Wyse 2015). As we noted in the call for this research topic, tensions between differing conceptualisations of difference and the role of categorisation present questions as yet not fully answered as to the ways in which evidence can and should articulate with practice in this specific domain. Such debates specifically about inclusion and special education intercalate, of course, with wider debates about the place of evidence in education. Notably, Biesta (2017) critiques the now ubiquitous model of "What Works" as being fatally over instrumental in approach, devaluing the crucial place of "practical expertise" in the life of the school and the teacher. Yet science, in its widest sense, continues to churn out academic study after academic study -piles indeed of evidence accumulating every day of the year. From basic science on genetics and neurology through cognitive studies and research on pedagogy and critical perspectives, the march of knowledge continues. It is hard to just ignore. Yet what its precise implications are for teachers, in terms of significance and application remain difficult to ascertain.In this research topic, Daniels, Porter and Thompson, focusing on school exclusion, consider these debates and in particular the extent to which a focus on categorizations of research rigour that give precedence to RCT designs in particular fully allow us to capture the complexity the cultural-historical origins and inter play of factors in such phenomena in education. Waitoller and colleagues similarly problematize the emphasis on quantitative methods in research in inclusive education, particularly noting the importance of taking account of the intersections between disability, race and class. Norwich takes this line of inquiry in a somewhat different direction, noting the importance of recognizing and taking account of value tensions when coming to judgements about both what is inclusive education and what might constitute "effective" research on inclusive education. He argues that research about inclusive education is not just empirical, it also involves value and norm clarification, a process which has been too often ignored.Another important issue in this space is that of access. Given the constraints on teachers' time, both during pre-service education (in most countries), and when properly in the classroom as serving teachers, the question of how teachers might filter and engage with evidence is a live one. Despite the range of initiatives which have sought to address this, such as the research schools network in England (Dixon, Brookes & Siddle 2020) and knowledge networks in Canada (Cooper, Klinger & McAdie 2017), the question persists: how to get busy and often over worked teachers to effectively engage with any research evidence? Brown and colleagues report on a survey of teachers and school leaders in England about research informed inclusive practices. One key finding was that perceiving research-use as an activity that successful teachers and schools engage in is associated with more individual-level research use. Also dealing with how research evidence can be matched to meet the needs of individual teachers and schools, Mintz and Roberts, focusing on autism education, propose how more use of locally tailored Theory of Change models during the adoption of evidence based practices in schools, could make such adoption more effective.The collection also includes empirical studies reporting directly on and adding to the evidence base on inclusive education. Sharma and colleagues report on the validation of the newly developed Parental Perception of Inclusion Climate Scale which focuses on giving more voice to parents in considering the impact of inclusive approaches to children with disabilities in schools. Staden-Payne and Nel, using an interesting approach involving semi-structured interviews and collage making activities, consider factors impeding teacher self-efficacy for inclusion in South African schools. Focusing on the crucial initial stages of teacher preparation and the first few years in the classroom, Specht and colleagues report on a 4 year longitudinal study of the trajectory of development of inclusive beliefs. A key finding was that student teachers who had in school practicum experiences early on in their programmes were more likely to endorse inclusive beliefs.The research topic concludes with two reviews of the literature. Hassani and Schwab undertake a systematic review of an area never too far from controversy in methodological debates in inclusive education, namely socio-emotional learning (SEL) interventions. Their review focuses innovatively on the use of SEL interventions with children with special educational needs, and notwithstanding positions taken in other papers in the collection, criteria included use of a control group with pre and post test outcome measures. The authors conclude that across the studies there was some evidence of positive effects for SEL interventions, but that effect sizes were small. Finally, Paul and colleagues, perhaps turning the critiques of Biesta and others on their head, present a meta-aggregative review of qualitative studies on the perspectives of children and young people with special educational needs and disabilities on their experiences of inclusive education. Their key finding was that young people, when provided with the right opportunities, can show profound understanding of their own strengths and needs which can inform inclusive educational practice.

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)0.004
metaresearch head score (Gemma)0.018
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Editorial · Consensus signal: Editorial
Teacher disagreement score0.035
Threshold uncertainty score0.992

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.018
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0010.001
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 head0.024
GPT teacher head0.376
Teacher spread0.352 · 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.

Study designNot applicable
Domainnot available
GenreEditorial

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

Citations2
Published2023
Admission routes1
Has abstractyes

Explore more

Same venueFrontiers in EducationSame topicDisability Education and EmploymentFrench-language works237,207