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Record W2998584569 · doi:10.5539/gjhs.v12n1p88

Preparedness for Practice: Physiotherapists View on an Undergraduate Programme in KwaZulu-Natal, South Africa

2019· article· en· W2998584569 on OpenAlexvenueno aff
Thayananthee Nadasan, Verusia Chetty

Bibliographic record

VenueGlobal Journal of Health Science · 2019
Typearticle
Languageen
FieldHealth Professions
TopicNursing Roles and Practices
Canadian institutionsnot available
Fundersnot available
KeywordsPreparednessSnowball samplingMedicineNursingCurriculumQualitative researchService (business)Health careScope of practiceMedical educationPsychologyPedagogyPolitical scienceSociology

Abstract

fetched live from OpenAlex

Background: Community service physiotherapists need to be fit for clinical practice while addressing the evolving socio-cultural and economic health care challenges that face South African health systems. The introduction of community service for health care professions over a decade ago influenced education at tertiary institutions. The rhetoric remains as to the preparedness of physiotherapists for service delivery in a demanding primary health care setting. Objectives: The study explored perceptions of preparedness of physiotherapists for clinical practice in their community service year. Method: A qualitative approach using semi-structured interviews were used to understand perceptions of preparedness for community service by professional physiotherapists. Results: Thirty nine physiotherapists who graduated at a University in Kwazulu-Natal, South Africa were recruited using snowball sampling. Data was analysed using conventional content analysis and yielded four dominant themes i.e. (1) facilitators of preparedness for community service, (2) inhibitors to perceived preparedness for community service, (3) curriculum review and (4) personal impact of community service. Conclusions: Although, physiotherapists believed that community service contributed to their confidence as professionals, graduates deemed that physiotherapy programmes need a curriculum that is geared toward specific South African needs such as primary health care. Physiotherapists also believed that the undergraduate curricula should address global health care needs to prepare the new generation of health care professionals for global significance.

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)0.002
metaresearch head score (Gemma)0.003
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 score0.028
Threshold uncertainty score0.056

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0060.003
Scholarly communication0.0020.001
Open science0.0010.003
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0080.001

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 head0.082
GPT teacher head0.498
Teacher spread0.415 · 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

Citations4
Published2019
Admission routes1
Has abstractyes

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