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Record W1575785865 · doi:10.46743/2160-3715/2012.1700

Enabling Outcomes for Students with Developmental Disabilities through Collaborative Consultation

2015· article· en· W1575785865 on OpenAlexaffabout
Michelle Villeneuve, Nancy L. Hutchinson

Bibliographic record

VenueThe Qualitative Report · 2015
Typearticle
Languageen
FieldHealth Professions
TopicOccupational Therapy Practice and Research
Canadian institutionsQueen's University
Fundersnot available
KeywordsOccupational therapyContext (archaeology)TeamworkPsychologyMedical educationStakeholderPedagogyMedicinePublic relationsPolitical science

Abstract

fetched live from OpenAlex

Collaborative consultation has been widely adopted in school-based occupational therapy practice; however, limited research has examined how collaboration between educators and occupational therapists contributes to students’ outcomes. The purpose of this study was to describe the nature of collaborative working in two cases of school-based occupational therapy service delivery. This paper reports a cross-case analysis, comparing findings about the nature of a joint effort in each case study to identify workplace practices that facilitated educator-occupational therapist collaboration. Ethnographic case study methods (Stake, 1995; Wolcott, 2008) and socio-cultural activity theory (SCAT; Engeström, 2001) were used to examine multiple perspectives concerning school-based occupational therapy collaborative consultation for two students with developmental disability in one region of Ontario, Canada. Cross-case analysis (Stake, 2006) facilitated examination of the similarities and differences in teamwork. Specific ways that educator-occupational therapist collaboration can be facilitated were identified in three areas: (a) focus for educational programming; (b) communication practices; and (c) leadership practices of educators. SCAT provided a robust framework for describing the depth, quality, and context of interactions from multiple stakeholder perspectives. As such, this research contributes to the development of theoretical and empirical perspectives on the processes of collaborative working and the relationship of these processes to outcomes.

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)0.009
metaresearch head score (Gemma)0.028
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.011
Threshold uncertainty score0.048

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0090.028
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0020.001
Science and technology studies0.0080.004
Scholarly communication0.0060.003
Open science0.0020.018
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0050.001

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 head0.494
GPT teacher head0.679
Teacher spread0.185 · 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

Citations34
Published2015
Admission routes2
Has abstractyes

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