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Record W4281849028 · doi:10.34172/jcs.2022.11

Assessing Safety Status of Pediatric Intensive Care Units of Tehran, Iran according to the World Health Organization’s Safety Standards

2022· article· en· W4281849028 on OpenAlexaff
Fatemeh Kalroozi, Soodabeh Joolaee, Mansoureh Ashghali Farahani, Behzad Haghighi Aski, Ali Manafi Anari

Bibliographic record

VenueJournal of Caring Sciences · 2022
Typearticle
Languageen
FieldHealth Professions
TopicPatient Safety and Medication Errors
Canadian institutionsFraser Health
FundersIran University of Medical Sciences
KeywordsDescriptive statisticsHygieneMedicineData collectionPatient safetyConsistency (knowledge bases)Health careBachelorNursingIntensive careOccupational safety and healthFamily medicineMedical emergencyEnvironmental healthGeographyComputer scienceStatisticsIntensive care medicine

Abstract

fetched live from OpenAlex

Introduction: Given that children in pediatric intensive care units (PICUs) are more vulnerable to safety risks, health care officials are required to identify the weaknesses and strengths of care and ensure the safety of these children. In this study, the safety status in PICUs of selected educational children’s hospitals in Tehran, Iran, was examined and compared with standards proposed by the World Health Organization (WHO). Methods: In this descriptive study, the performance of nurses with a bachelor’s degree or higher and minimum work experience of six months in the PICU was examined. The study environment included four selected educational hospitals located in Tehran, Iran. Data collection tools were eight safety observation checklists based on the safety standards of WHO. Data collection took five months and the nurses’ performance was categorized into three groups of undesirable, relatively desirable, and desirable. The data were analyzed using SPSS software version 13, descriptive statistics, and regression analysis. Results: Consistency of nursing care for the safety of hospitalized children was found undesirable in hand hygiene in accordance with the WHO standards. Nurses’ performance was relatively desirable in the fields of being more cautious about drugs with similar names or spelling to avoid medication errors, communication during patient hand-over, and performance of correct procedure at correct body site. Regarding other fields, the consistency was at a desirable level. Conclusion: Children’s safety in the PICUs is not desirable in terms of observing health codes and there is a long way to go to meet the international standards.

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 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)0.005
metaresearch head score (Gemma)0.005
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.575
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.004
Science and technology studies0.0020.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
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 head0.118
GPT teacher head0.457
Teacher spread0.339 · 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 teacher head, not a consensus.

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

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