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A PRACTICAL MODEL FOR USING THE CANADIAN OCCUPATIONAL PERFORMANCE MEASURE (COPM) IN THE REHABILITATION OF MILITARY PERSONNEL AND CIVILIANS IN ACUTE AND POST-ACUTE REHABILITATION IN UKRAINE

2025· article· en· W4413098399 on OpenAlex
Olya Mangusheva, Тетяна Дерека, Anette Enemark Larsen

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueРеабілітаційні та фізкультурно-рекреаційні аспекти розвитку людини (Rehabilitation & recreation) · 2025
Typearticle
Languageen
FieldHealth Professions
TopicOccupational Health and Safety Research
Canadian institutionsnot available
Fundersnot available
KeywordsRehabilitationMeasure (data warehouse)Physical medicine and rehabilitationPhysical therapyMedicineComputer scienceData mining

Abstract

fetched live from OpenAlex

Objective. The aim of the study was to develop a scientifically based model for the effective use of the Canadian Occupational Performance Measure (COPM) in the acute and post-acute rehabilitation phase of military personnel and civilians in Ukraine. Material and methods. To develop a model based on constructivist grounded theory, 20 individual interviews with occupational therapists from six regions of Ukraine were conducted and analyzed. Multilevel qualitative analysis was conducted by two independent researchers using the methodology of immersive interview reading, constant comparative analysis, sequential levels of abstraction to develop codes, concepts and categories during open, axial and selective coding resulting in a graphic model. To verify and supplement the data, we held a focus group with interview participants and conducted additional four interviews with occupational therapy clients/patients. Results. As a result of data analysis, a model of effective use of the COPM in Ukraine with military personnel and civilians during acute and post-acute rehabilitation was developed. The process of using the COPM is symbolically depicted as a mechanism of interaction between an occupational therapist and an occupational therapy client/patient that results in the set goals for an individual rehabilitation program. The model is based on factors of the therapist and the occupational therapy client/patient that have the potential to promote effective therapeutic interaction or be barriers in the process of using the COPM. Factors that concern the occupational therapist include: occupational focus, client-centeredness, individualization of the occupational therapy process, training in the use of the COPM, explaining the purpose of the COPM to the client, effective interviewing and communication skills, appropriate use of examples, trauma-informed care, and client advocacy in involving the family in the rehabilitation process. The client/patient factors necessary for the effective use of the COPM are the following: a positive attitude towards the client- centeredness and occupational focus of occupational therapy, the presence of a specific occupational need, a sufficient level of cognition and speech, understanding of occupational therapy scope of practice, motivation, an unbiased attitude towards the occupational therapist, adequate insight into one’s own condition and occupational freedom. The study participants identified a significant impact of the COPM on the professional development of therapists, in particular the development of an occupational paradigm and improving the quality of service provision due to the increased occupational focus of occupational therapy. Occupational therapists also appreciate the informative nature of the COPM, its ability to demonstrate progress of the client/patient, the expanded professional impact and environment of service provision, providing occupational therapy with a potentially leading role in the multidisciplinary rehabilitation team and professional pride. The discussion highlighted the unique factors of the Ukrainian context during a full-scale war, as well as factors that are supported by data from foreign literature. Conclusions. As a result of qualitative research, a model of effective use of the COPM in the acute and post-acute stage of rehabilitation of the military personnel and civilians in Ukraine was developed and scientifically substantiated. The model will be useful in the process of formal education of occupational therapists and continuous professional development of practicing therapists.

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)0.009
metaresearch head score (Gemma)0.012
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow), Science and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.414
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0090.012
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.002
Science and technology studies0.0020.001
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0010.001
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 head0.067
GPT teacher head0.446
Teacher spread0.379 · 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