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Record W4387895820 · doi:10.21474/ijar01/17623

ADHERENCE OF PHYSICIANS PRACTICE TONATIONAL MINISTRY OF HEALTH (MOH) URGENT CARE GUIDELINE IN EASTERN REGION,SAUDI ARABIA

2023· article· en· W4387895820 on OpenAlex

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

VenueInternational Journal of Advanced Research · 2023
Typearticle
Languageen
FieldMedicine
TopicEmergency and Acute Care Studies
Canadian institutionsnot available
Fundersnot available
KeywordsGuidelineMedicineChristian ministryReferralFamily medicineHealth careQuarter (Canadian coin)Medical emergencyNursingGeography

Abstract

fetched live from OpenAlex

Introduction: In the new era of the Ministry of health transformation, urgent care units (UCCs) were established in primary care. This research evaluated the current practice at the urgent care unit in comparison to the MOH Guideline of Extended Hour Services. Materials and Methods: This is an analytical cross-sectional study that included 293 physicians who worked in UCCs at Primary health care (PHC), Saudi Arabia (SA). The data were collected via a validated online questionnaire distributed to the physicians. Furthermore, UCCs were visited to assess the availability of suitable settings. Univariate and multivariate data analyses were done using the SPSS program. Results: Less than a quarter (23.6%) of UCC physicians were aware of the presence of the National MOH Guideline of extended-hour services. Overall adherence as per physicians perception of the guideline was 48 (24.7%). Increased adherence to Ministry of Health policy as per guidelines by UCC physicians was associated with attending all training courses (OR = 33.72, 95% CI: 2.116-4.920) and awareness of the MOH manual of extended hours services (OR = 2.45, 95% CI: 0.345-1.435). Participants agree on the absence of a clear referral policy to an emergency department and outpatient clinics, 32.3% and 52.3% respectively. Conclusion: UCC physicians training and practices at PHCs did not adequately adhere to the Ministry of Health guidelines. More effort is needed to achieve better outcomes.

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)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.597
Threshold uncertainty score0.391

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.112
GPT teacher head0.502
Teacher spread0.390 · 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