A Systematic Review of Multimodal Frameworks for Assessing Health Vulnerability in Academicians Across Ergonomic, Lifestyle, and Dietary Domains.

Pooja Oza, Shraddha Phansalkar, Aayush Shrivastava, Abhishek Sharma, Jun-Jiat Tiang, Wei Hong Lim

Abstract readReview

In one paragraph

Review in Healthcare (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it

0cells of the map it votes in

0citing papers in PubMed

–field-weighted citation impact

1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Pooja OzaMIT School of Computing, MIT Art, Design and Technology University, Pune 412201, India.ORCID 0009-0009-0791-6250

Shraddha PhansalkarMIT School of Computing, MIT Art, Design and Technology University, Pune 412201, India.ORCID 0000-0002-3356-0368

Aayush ShrivastavaDepartment of CSE, Maharishi Markandeshwar Engineering College, Maharishi Markandeshwar Deemed to be University, Mullana, Ambala 133207, India.ORCID 0000-0002-2723-489X

Abhishek SharmaDepartment of Computer Science and Engineering, Graphic Era Deemed to be University, Dehradun 248001, India.ORCID 0000-0003-4041-9802

Jun-Jiat TiangCentre for Wireless Technology, CoE for Intelligent Network, Faculty of Artificial Intelligence & Engineering, Multimedia University, Persiaran Multimedia, Cyberjaya 63100, Selangor, Malaysia.ORCID 0000-0002-1178-9356

Wei Hong LimFaculty of Engineering, Technology and Built Environment, UCSI University, Kuala Lumpur 56000, Malaysia.ORCID 0000-0003-1673-8088

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

academiciansdietary habitshealth vulnerabilitylifestyle challengesmachine learningmultimodal assessmentNCD (non-communicable diseases)occupational ergonomicstaxonomyteachers

Identifiers

PMID41682263

DOI10.3390/healthcare14030413

PMCPMC12897325

What OpenQuestion holds

Textmetadata

LicenceCC BY

Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.