MétaCan
Menu
Back to cohort
Record W4411938161 · doi:10.17576/mh.2025.s2001

International Conference on Pharmaceutical & Health Sciences 2024

2025· article· en· W4411938161 on OpenAlexaboutno aff

Bibliographic record

VenueMedicine & health · 2025
Typearticle
Languageen
FieldHealth Professions
TopicDiverse Scientific Research Studies
Canadian institutionsnot available
Fundersnot available
KeywordsEngineering ethicsEngineering

Abstract

fetched live from OpenAlex

Background: Mpox (Monkeypox), a zoonotic Orthopoxvirus, produces a disease in humans similar to smallpox but with a significantly lower death rate.The largest outbreak in history began in May 2022 and has since spread rapidly worldwide, with over 70 countries reporting cases.Objective: The objective of this research work is to highlight the significant role of 3D-printed microneedles in the delivery of Mpox vaccines.Materials and methods: Vaccines can be administered before and after exposure to the virus, with optimal protection achieved through pre-exposure vaccination.Data indicate that vaccination within 4 days after first exposure to Mpox can reduce the risk of disease by up to 85%.Even individuals who have previously received smallpox vaccines remain at risk for Mpox.The MVA-BN (Modified Vaccinia Ankara-Bavarian Nordic) vaccine, approved in 2019 for the prevention of smallpox and monkeypox in the USA and Canada, is administered subcutaneously in the upper arm.Recent studies show that 3D-printed microneedles, measuring a few hundred micrometers in height, can penetrate the skin's outer layer without reaching deeper tissues, thereby delivering therapeutics effectively and minimally invasively.Results: Research demonstrates that 3D-printed microneedle delivery systems enhance skin cargo retention by up to 50% compared to traditional injection methods, activate immune cells more effectively, and elicit stronger immune responses.Microneedles minimize discomfort and are suitable for self-administration, which reduces reliance on healthcare providers and enhances vaccination accessibility.Conclusion: Health systems must continuously enhance awareness and update preparedness plans for Mpox outbreaks.This includes establishing clear protocols for surveillance, testing, vaccination, and treatment, along with strategies for communication and coordination among various stakeholders.

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)0.007
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.333
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0070.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0020.001
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0100.001

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 head0.483
GPT teacher head0.655
Teacher spread0.172 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreOther

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
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueMedicine & healthSame topicDiverse Scientific Research StudiesFrench-language works237,207