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Record W4386863006 · doi:10.1007/s41042-023-00123-4

A Contextual Approach to Designing, Implementing, and Adapting a Wellbeing Program: A case Study of the MARKERS Wellbeing Program for Educators

2023· article· en· W4386863006 on OpenAlex
Rachel Cann, Claire Sinnema, Alan J. Daly, Joelle Rodway

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueInternational Journal of Applied Positive Psychology · 2023
Typearticle
Languageen
FieldPsychology
TopicPsychological Well-being and Life Satisfaction
Canadian institutionsOntario Tech University
FundersUniversity of Auckland
KeywordsContext (archaeology)Variety (cybernetics)Psychological interventionBridge (graph theory)Adaptation (eye)Program Design LanguagePsychologyContextual designComputer scienceApplied psychologyMedicineArtificial intelligence

Abstract

fetched live from OpenAlex

Abstract Improving educator wellbeing presents a complex challenge due to the variety of influences on wellbeing at the individual, relational, and contextual (school and policy) levels. This complexity contributes to the gap between the effectiveness of positive psychology interventions (PPIs) and their real-world success. To bridge this gap, it is essential to understand and adapt to school context when integrating psychological interventions into educational settings. This study addresses this gap through an approach to developing an educator wellbeing program that embraces the idea of understanding and adapting to context. We use a theory of change approach to designing a program, that outlines the context, design rationale, activities, and outcomes of the program. The program is multi-level, targeting influences on educator wellbeing at the individual, relational, and contextual (school) levels. Additionally, it employs a multi-foci strategy, encompassing a range of activities that target different levels and allow for adaptation. We present a case study of program implementation in one school, exploring contextual factors, adapting the program accordingly, and evaluating the degree to which theory of change outcomes were achieved. Program participants experienced improved wellbeing and a relational space characterised by more positive interactions with colleagues. This design and case study contribute to the ongoing discourse on progressing towards context-specific, whole-school approaches to wellbeing.

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)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.819
Threshold uncertainty score0.800

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
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 head0.039
GPT teacher head0.404
Teacher spread0.365 · 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