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Record W1993677422 · doi:10.1002/oti.120

Client outcomes after student community fieldwork in Russia

2000· article· en· W1993677422 on OpenAlex
Tanya Packer, Margo Paterson, Terry Krupa, Lioudmila Avtchoukhova, Ludmila Tchebotareva, Lioudmila Krasnova

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.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueOccupational Therapy International · 2000
Typearticle
Languageen
FieldHealth Professions
TopicOccupational Therapy Practice and Research
Canadian institutionsQueen's University
Fundersnot available
KeywordsOccupational therapyAuditGeneral partnershipTest (biology)Wilcoxon signed-rank testPsychologyCohortMedical educationIntervention (counseling)MedicineNursingPedagogyPsychiatryBusinessAccounting

Abstract

fetched live from OpenAlex

Abstract This short report outlines how occupational therapy education was introduced in Russia in 1996 through a partnership between Canadian and Russian academic organizations and consumer groups. Role‐emerging placements were selected as a strategy to provide clinical experience in a healthcare system where there were no established occupational therapists. Students' ability to help clients to improve their occupational performance was evaluated through a record audit when the second cohort of students had completed their training. Thirty‐one files of clients aged 6 to 80 were reviewed. Clients' ratings of performance and satisfaction scores on the Canadian Occupational Performance Measure before and after occupational therapy intervention were examined. Analysis using the Wilcoxon signed rank test showed highly significant differences (p=0.001), indicating that students were able to help clients to improve their occupational performance. This is also interpreted as an indication of the success of the education programme. 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.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.101
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0600.002

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 head0.155
GPT teacher head0.542
Teacher spread0.387 · 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