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Record W3084667072

Student Engagement and Deep Learning in Higher Education: Reflections on Inquiry-Based Learning on Our Group Study Program Course in the UK.

2020· article· en· W3084667072 on OpenAlex

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.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueJournal of higher education outreach & engagement/Journal of higher education outreach and engagement. · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicReflective Practices in Education
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsExperiential learningService-learningInquiry-based learningActive learning (machine learning)PedagogyPsychologyStudent engagementCooperative learningCritical thinkingHigher educationCollaborative learningGroup workMathematics educationTeaching methodPolitical scienceComputer science
DOInot available

Abstract

fetched live from OpenAlex

A group study program in the UK provides the setting for understanding deep learning in social work education through inquiry-based learning (IBL). Thirteen undergraduate and graduate students from a large university in Western Canada participated in a 15-day learning journey complete with a research methods conference and multiple exchanges with academics, service providers, and service users during their experiential inquiry. Two student coauthors and a faculty member discuss this unique active learning experience in this reflective essay using a constructivist lens to illustrate and make connections between IBL, student engagement, critical thinking, and deep learning. Students’ deep-learning experiences are shared in relation to Sawyer’s (2006) six deep-learning activities, adding to our knowledge about how IBL can support student learning preferences. Implications for consideration for social work education conclude the essay.

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)0.010
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Research integrity
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.340
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0100.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0010.000
Research integrity0.0000.004
Insufficient payload (model declined to judge)0.0010.000

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 head0.125
GPT teacher head0.473
Teacher spread0.348 · 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