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Record W2810890858 · doi:10.37119/ojs2018.v24i1.382

Teaching for Civil Society in Finland: A Canadian Perspective on Finnish Educators' Reflections

2018· article· en· W2810890858 on OpenAlexaffvenueabout
Paul Orlowski

Bibliographic record

Venuein education · 2018
Typearticle
Languageen
FieldSocial Sciences
TopicGlobal Education and Multiculturalism
Canadian institutionsUniversity of Saskatchewan
Fundersnot available
KeywordsWelfare stateImmigrationPolitical scienceSociologyRefugeePoliticsWelfareNeutralitySocial scienceLaw

Abstract

fetched live from OpenAlex

This article describes a study that took place in Helsinki, Finland in late 2015. A Canadian education professor conducted individual interviews with Finnish educators: six practicing teachers in Helsinki schools, two education professors at the University of Helsinki, and the advisor to the president of Finland’s teachers’ union. Although all five Nordic countries are known to support the social welfare state, Finland was chosen because it is considered to be the most economically left. The study is an exploration of how Finnish educators consider their role and the role of the school regarding civil society and the commons in Finland. The actual research question for the study was, “How do Finnish educators think about the school’s role in supporting the commons and in fostering social cohesion with immigration?” The nine participants were unanimous in their support of the commons and Finland’s generous social welfare state, apparently the result of a collectivist mentality in Finnish society. However, there appears to be growing social, economic, and political discrimination for immigrants and refugees who look different from White Finns. The six teacher-participants expressed uncertainty around how best to deal with these tensions, and were committed to attempting neutrality in their teaching of these social problems, or perhaps even ignoring them altogether. Despite the small sample set, I believe it represents a cross section of views of educators in contemporary Finland. Recent studies mentioned in the literature review support this position. Some comparisons with similar studies in Canada are briefly mentioned. Keywords: teaching for social justice; comparative education; Finnish education; controversial issues; Nordic social democracy.

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)0.000
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.435
Threshold uncertainty score0.728

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
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 head0.424
Teacher spread0.393 · 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 designQualitative
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
Published2018
Admission routes3
Has abstractyes

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