MétaCan
Menu
Back to cohort
Record W4225143047 · doi:10.15342/ijms.2022.662

Attitudes and Beliefs of Physical Therapists in Saudi Arabia Regarding Direct Access and Scope of Practice

2022· article· en· W4225143047 on OpenAlexaff
Safwan M Alosaimi, Raed Abdullah Alamri, Maher A Alghamdi

Bibliographic record

VenueIntegrative Journal of Medical Sciences · 2022
Typearticle
Languageen
FieldHealth Professions
TopicNursing Roles and Practices
Canadian institutionsConcordia University
Fundersnot available
KeywordsCLARITYScope of practiceInclusion (mineral)ReferralScope (computer science)DemographicsMedicineFamily medicineMedical educationAlternative medicineHealth carePsychologySocial psychology

Abstract

fetched live from OpenAlex

Purpose: This study aimed to understand better what practicing physical therapists know and believe about direct access (DA) and scope of practice (SOP) for physical therapy in Saudi Arabia (SA). Methods: A pilot study was first performed to ensure the clarity of the questions. Then, a cross-sectional survey was sent through emails, and social media platforms included three main sections: demographics, opinions, and beliefs questions. Results: A total of 150 respondents met the inclusion criteria. About 55.3% of the participants reported never or rarely using an SOP document as a reference for knowing their practice. Moreover, nearly 48% learned about the SOP through an informal discussion. Only 24.7% of the participants correctly identified which practice setting DA is permitted. Most participants felt confident or strongly confident of their abilities to assess (67.3%) and treat (72%) patients without physicians’ referral. Around 84% of the participants agreed or strongly agreed that DA should be expanded to include all healthcare settings. Conclusion: We found that physical therapists are confident about their ability to treat and assess patients without physicians’ referrals. There is uncertainty about where DA is permitted in SA.

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)0.006
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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.014
Threshold uncertainty score0.028

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.006
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 science0.0000.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.085
GPT teacher head0.519
Teacher spread0.435 · 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

Citations2
Published2022
Admission routes1
Has abstractyes

Explore more

Same venueIntegrative Journal of Medical SciencesSame topicNursing Roles and PracticesFrench-language works237,207