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Record W2909176716 · doi:10.19030/cier.v12i1.10259

Disney And The Magical World Of Writing; How Combining Creativity With Learning Disabilities Can Promote Academic Success

2019· article· en· W2909176716 on OpenAlex
Michelle Janzen

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

VenueContemporary Issues in Education Research (CIER) · 2019
Typearticle
Languageen
FieldSocial Sciences
TopicChild Development and Digital Technology
Canadian institutionsBrock University
Fundersnot available
KeywordsCreativityPsychologyDilemmaPerspective (graphical)Qualitative researchPedagogyExistentialismSociologyMathematics educationSocial psychologyVisual artsSocial scienceEpistemology

Abstract

fetched live from OpenAlex

Through a Disney perspective, this author discusses how students can use creative strategies to cope with learning disabilities in secondary, post-secondary and even graduate levels of academic achievement. In particular, the paper will be presenting how the author, who has an infinity for “everything Disney”, chose to use both Disney Characters and Disney Song titles from movies and television shows, as a creative strategy in the organization of her master’s research thesis. The research study entitled “Why is it so hard to go a good thing? The Paradox and Dilemma of Parental Advocacy within the Individual Education Planning Process” took a qualitative, phenomenological approach to investigate the experiences of parental advocacy and to seek out macro/micro factors that may have contributed to positive or negative outcomes within the IEP process. The author used Disney song titles as an adaptive tool not only to help in the organization of the findings of the research, but also to help illuminate the phenomenological existential themes that were revealed through the analysis. The paper hopes to demonstrate that through the use of creative strategies in otherwise conventional academic expectations, students experiencing disabilities may increase the potential of achieving academic success.

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)0.004
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.632
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.003
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.065
GPT teacher head0.409
Teacher spread0.345 · 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