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Record W4304842765 · doi:10.3389/feduc.2022.745850

“Inner Engineering” for success—A complementary approach to positive education

2022· article· en· W4304842765 on OpenAlexaff
Tracy F. H. Chang, Sheetal Pundir, Akila Rayapuraju, Pradeep Purandare

Bibliographic record

VenueFrontiers in Education · 2022
Typearticle
Languageen
FieldPsychology
TopicMindfulness and Compassion Interventions
Canadian institutionsMcGill University Health Centre
Fundersnot available
KeywordsFlourishingVitalityMindfulnessCurriculumPsychologyWell-beingCognitionQuality of life (healthcare)ThrivingTest (biology)Life satisfactionMedical educationApplied psychologyPedagogySocial psychologyClinical psychologyMedicine

Abstract

fetched live from OpenAlex

The movement of positive education is growing globally. Positive education aims to balance academic skills with skills of wellbeing. This study introduces the “Inner Engineering” methodology and evaluates its impact on promoting wellbeing and flourishing for college students. Based on the science of yoga, the Inner Engineering methodology comprehensively addresses four major dimensions of human experiences—physiological, cognitive, affective, and energetic experiences and offers methods and processes to optimize wellbeing in all of these dimensions. The study design involves a quasi-experimental one-group with pre- and post-course tests. Participants of the study ( n = 92 students) completed both the pre- and post-course surveys. The pair-wise t -test results showed significant improvement in wellbeing (mindfulness, joy, vitality, sleep quality, and health) and flourishing in the academic setting (academic psychological capital, academic engagement, and meaningful studies) and in life (meaningful life) among students who successfully completed the course. These findings suggest that the academic curriculum may be balanced by integrating the yogic sciences of wellbeing which address a more complete spectrum of human experiences as a whole person. This, in turn, has a further effect on flourishing academically and in life. Future studies may involve a larger sample size with a comparison group or a randomized control and a longitudinal follow-up.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.834
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.015
GPT teacher head0.315
Teacher spread0.300 · 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
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

Citations2
Published2022
Admission routes1
Has abstractyes

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