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Record W4223540615 · doi:10.35542/osf.io/ct546

Two-Eyed Seeing and Scientific Holism in a New Science|Environment|Health Pedagogy

2022· preprint· en· W4223540615 on OpenAlexaboutno aff
Albert Zeyer, Álvaro Nuria, Christina Claussen, Carolin Enzingmüller, Valentín Gavidia Catalán, Claes Malmberg, Olga Mayoral García-Berlanga, Ilka Parchmann, Anders Urbas, Kerstin Kremer

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldSocial Sciences
TopicClimate Change Communication and Perception
Canadian institutionsnot available
FundersEIT Climate-KICEuropean Science Education Research Association
KeywordsHolismReductionismEpistemologyScience educationSociology of scientific knowledgeSociologyPerspective (graphical)PsychologyEngineering ethicsPedagogySocial scienceComputer sciencePhilosophyEngineering

Abstract

fetched live from OpenAlex

Science|Environment|Health (S|E|H) is a new science pedagogy that aims at promoting the mutual benefit between the three educational fields of science education, environmental education, and health education. Holism and its conceptualisation has become an important topic in recent S|E|H work. In this paper, featuring the invited symposium of the ESERA special interest group 4 at the ESERA conference 2021, we suggest the concept of Two-Eyed Seeing as a basis for the definition of scientific holism in S|E|H. Two-Eyed Seeing as a metaphor was introduced by science education researchers working with Canadian aborigines. Based on Sellars’s concept of stereoscopic view, we conceptualize Two-Eyed Seeing in S|E|H through an ontological framework. We define scientific holism as the “eye switch” from the scientific image to students’ life-world image, a transition that we consider as equally important as the - more common - reductionist “eye switch” from students’ life-worlds back to the scientific image. Two-Eyed Seeing may then be understood as a continuous circulation of repeated “eye switches” between life-world image and scientific image. We illustrate this approach by three symposium contributions - communicating the meta-organism in school, scientific holism against eco- and health depression, and a holistic visual tool to approach S|E|H competences – and we discuss consequences for teaching and research in science education. We point out that, in a new S|E|H pedagogy and beyond, Two-Eyed Seeing may be a helpful extension to the well-established socio-scientific issues approach.

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)0.005
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.719
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0020.001
Scholarly communication0.0010.000
Open science0.0010.002
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0070.000

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 head0.569
GPT teacher head0.550
Teacher spread0.019 · 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 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

Citations8
Published2022
Admission routes1
Has abstractyes

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