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Record W4400352277 · doi:10.1093/occmed/kqae023.1033

O-236 HEALTHCARE WORKERS VACCINATION: MOROCCAN EXPECTATIONS

2024· article· en· W4400352277 on OpenAlexaboutno aff
Kamal Wifaq, Loubna Tahri, Sara Soltani, Abdeljalil El Kholti

Bibliographic record

VenueOccupational Medicine · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicVaccine Coverage and Hesitancy
Canadian institutionsnot available
Fundersnot available
KeywordsVaccinationHealthcare workerHealth careMedicineFamily medicineEnvironmental healthVirologyEconomicsEconomic growth

Abstract

fetched live from OpenAlex

Abstract Introduction In Morocco, there are still no regulatory texts or recommendations from the authorities concerned regarding the Vaccination of HealthCare Workers (HCW-V). This work aim is to propose guidelines for the vaccination of moroccan HealthCare Workers (HCW) against VPDs. Method Study of the legal and regulatory framework of HCW-V in Morocco, and benchmarking of international practices in addition to the World Health Organization (WHO) directives of the “Implementation Guide for Vaccination of Health Workers”. Results The legal and regulatory framework of the HCW-V is defined by the moroccan Labor Act which places responsibility for the workers’ health and safety on the employer, and its implementing decree concerning general safety measures. prevention against biological risks. International benchmarking, which concerned practices in United Kingdom, United States, Canada and Switzerland, coupled with WHO directives, demonstrated the interest of an HCW-V program against Tetanus, Diphtheria, Viral Hepatitis B, Measles, Rubella, Meningococcus, Chickenpox, Whooping Cough and Seasonal Flu. This program takes the form of recommendations in certain countries, or legal obligations in others. Discussion The HCW-V measures should consider the national immunization program, and specially the epidemiological situation of infectious diseases in each country, in particular that VPDs. The determination of recommendations, being the result of a multidisciplinary consultation, should be part of a national policy for the occupational risks prevention among HCW including managing infectious risks. Conclusion HCW-V is a crucial element among primary prevention measures in the workplace, and where the occupational physician plays an essential role in assessing the infectious risk and implementing preventive actions.

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)0.004
metaresearch head score (Gemma)0.008
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 score0.051
Threshold uncertainty score0.101

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.001
Scholarly communication0.0020.001
Open science0.0000.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0090.001

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 head0.048
GPT teacher head0.400
Teacher spread0.352 · 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

Citations0
Published2024
Admission routes1
Has abstractyes

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