MétaCan
Menu
Back to cohort
Record W4389882301 · doi:10.33965/ijwi_2023210201

INVITING MUSIC STUDENTS TO IDENTIFY AS CONTENT CREATORS TO ENCOURAGE PARTICIPATION AND LEARNING

2023· article· en· W4389882301 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.

Bibliographic record

VenueIADIS INTERNATIONAL JOURNAL ON WWW/INTERNET · 2023
Typearticle
Languageen
FieldArts and Humanities
TopicDiverse Music Education Insights
Canadian institutionsTyndale University College & Seminary
Fundersnot available
KeywordsContent (measure theory)PsychologyMathematics educationPedagogyMultimediaComputer scienceMathematics

Abstract

fetched live from OpenAlex

A variety of instructional strategies can be used to facilitate effective learning environments.This article reports on a particular instructional strategy, i.e., inviting music students to take on the identity of a content creator.Over a period of 20 weeks, 18 piano students ages 10 to 15 used a mobile app designed as a self-contained social media platform which allowed them to create and share audio recordings of their piano practice with one another.At first, the student participants used the app in limited ways, due to their sense of individualism, as well as their performance-based mindset.After week 10, participants were encouraged to take on the identity of content creator as a means of using the mobile technology to engage in meaningful learning.To support students' envisioning of themselves as content creators, activities were designed to help them celebrate process over product, and to set content-creation goals.Introducing the content creator identity, as a strategy, was effective for increasing and expanding the use of the mobile app for musical thinking and learning.Instructors who are considering ways to engage learners in relevant and participatory ways may benefit from this discussion of the content creator identity strategy.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScholarly communication, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.533
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0020.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0080.007

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 head0.148
GPT teacher head0.370
Teacher spread0.222 · 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