MétaCan
Menu
Back to cohort
Record W7034360643

Tuning into child and youth care: an audio drama inquiry with child and youth care practitioners who have lived in residential placement

2022· dissertation· en· W7034360643 on OpenAlexaboutno aff

Bibliographic record

VenueUVic’s Research and Learning Repository (University of Victoria) · 2022
Typedissertation
Languageen
FieldPhysics and Astronomy
TopicNuclear physics research studies
Canadian institutionsnot available
Fundersnot available
KeywordsDramaLived experienceQualitative researchChild careQualitative propertyYoung person
DOInot available

Abstract

fetched live from OpenAlex

Child and youth care (CYC) practitioners (CYCPs) who have lived in residential placement as children or youth represent an understudied and thus largely unknown cohort. This lack of knowledge has resulted in assumptions, generalizations, and unfounded claims impacting discourses, and potentially practices, within CYC. Based on the development of an original research method—audio drama inquiry—this sonic dissertation presents the first documented examination of the perspectives, experiences, and insights of 17 Canadian CYCPs “from care” (CYCPfC). Informed by research-based theatre, CYC theory, and care ethics, two audio drama series were created asking “what does residential placement experience do to CYCPs, and how do CYCPfC do CYC?” The resulting performances reveal frictions and desires related to working for, within, and at times against the same systems that one grew up in. CYCPfC articulate benefits resulting from their “lived experience,” such as identification, empathy, inimitable systemic knowledge, and motivations to initiate change within such systems. However, the audio dramas also reveal perils related to their personal histories, the institutions in which they work(ed), and the “the field” more broadly. Through greater understanding of CYCPfC, who provide insights, cautions, and learnings from their unique perspectives, this study advances our knowledge regarding what is done when doing CYC. Moreover, Tuning into CYC broadens existing frames of qualitative inquiry through explicating and demonstrating the theoretical and practical elements of audio drama inquiry.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.010
metaresearch head score (Gemma)0.015
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.213
Threshold uncertainty score0.424

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0100.015
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.002
Science and technology studies0.0260.025
Scholarly communication0.0100.005
Open science0.0030.011
Research integrity0.0030.006
Insufficient payload (model declined to judge)0.0030.000

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 head0.017
GPT teacher head0.282
Teacher spread0.265 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
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

Citations0
Published2022
Admission routes1
Has abstractyes

Explore more

Same venueUVic’s Research and Learning Repository (University of Victoria)Same topicNuclear physics research studiesFrench-language works237,207