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Record W2009879909 · doi:10.1002/oti.117

Enhancing graduate supervision in occupational therapy education through alternative delivery

2000· article· en· W2009879909 on OpenAlexaff
Sylvia Rodger, Ted Brown

Bibliographic record

VenueOccupational Therapy International · 2000
Typearticle
Languageen
FieldHealth Professions
TopicOccupational Therapy Practice and Research
Canadian institutionsChildren's Hospital of Eastern Ontario
Fundersnot available
KeywordsGeneralizability theoryMedical educationDistance educationBureaucracyPsychologyIsolation (microbiology)Professional developmentExploratory researchPedagogySociologyMedicinePolitical science

Abstract

fetched live from OpenAlex

Abstract Sophisticated information technology systems have made distance education both possible and highly desirable. Distance graduate research degrees have contributed to the globalization of occupational therapy research. An exploratory study using qualitative methodology was conducted to further understand the perspectives of four distance students and three supervisors. All students perceived many personal and professional advantages in undertaking graduate study by distance; however, they acknowledged a number of challenges, such as social isolation and lack of access to resources. Supervisors and students identified issues relating to the university bureaucracy, infrastructure, time and isolation. A number of supports that promote successful graduate education were identified, including associate supervisors, on‐campus residency and informal social networks. Students and supervisors needed excellent time management and communication skills, and a commitment to maintaining contact. Students needed to balance multiple demands and supervisors needed to be student advocates. The small sample size in this study limits generalizability of the findings. Further research into methods of optimizing the use of information technology is required. An awareness of the issues and challenges is essential if graduate distance education is to be a mutually beneficial experience for supervisors and students. Copyright © 2000 Whurr Publishers Ltd.

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)0.003
metaresearch head score (Gemma)0.005
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.012
Threshold uncertainty score0.039

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0010.003
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0120.001

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 head0.259
GPT teacher head0.523
Teacher spread0.264 · 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 designObservational
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

Citations16
Published2000
Admission routes1
Has abstractyes

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