Evidence map›Paper›PMID 40767072›Full record

ReviewAdvanced healthcare materials2025

Seeing inside the Body Using Wearable Sensing and Imaging Technologies.

Sumin Kim, Seunghun Han, Sehwan Park, Jahyun Koo

Abstract readReview
In one paragraph

Review in Advanced healthcare materials, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Advances in Wearable Bioimaging.Advanced materials (Deerfield Beach, Fla.) · 2026
    Review
  2. Review
  3. Article
  4. Review
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

4 authors.

Sumin KimSchool of Biomedical Engineering, Korea University, Seoul, 02841, Republic of Korea.ORCID 0009-0005-3357-5497
Seunghun HanSchool of Biomedical Engineering, Korea University, Seoul, 02841, Republic of Korea.ORCID 0000-0002-0560-5776
Sehwan ParkSchool of Biomedical Engineering, Korea University, Seoul, 02841, Republic of Korea.ORCID 0009-0009-8023-7203
Jahyun KooSchool of Biomedical Engineering, Korea University, Seoul, 02841, Republic of Korea.ORCID 0000-0003-1503-0731

Funding

Korea Health Industry Development Institute RS-2022-KH125686Korea Health Industry Development Institute RS-2023-KH136924National Research Foundation of Korea RS-2023-00225125National Research Foundation of Korea RS-2024-00345402National Research Foundation of Korea RS-2024-00427361
6 · The paper itself

Abstract

The growing demand for personalized and real-time health assessment has driven rapid advancements in wearable health monitoring technologies. A critical shift is underway from reactive, treatment-centered care toward proactive, preventive healthcare models, motivating efforts to observe internal physiological states more accurately from outside the body. This review presents wearable monitoring technologies for evaluating internal organ function, focusing on two principal approaches: indirect sensing-based methods and direct imaging-based methods. Indirect methods utilize surrogate signals-including electrophysiological activity, physical responses, and biochemical markers-to infer physiological states. To address the limitations of single-modality sensing, recent developments in multimodal systems that integrate electrical, chemical, and physical signals are also highlighted. However, indirect approaches based on biomarkers are often insufficient for diagnostic applications that require direct visualization of organ structure and function. Therefore, this review further explores direct imaging technologies, such as wearable ultrasound and electrical impedance tomography (EIT), which offer more immediate insights into internal biological conditions. By combining indirect and direct strategies, wearable systems are evolving beyond surface-level monitoring to enable internal visualization and functional assessment of organs. This review outlines the key enabling technologies and discusses their potential to advance participatory, personalized, and precision healthcare through continuous and context-aware monitoring platforms.

Indexed as

Diagnostic ImagingWearable Electronic DevicesElectric ImpedanceHumansMonitoring, Physiologicdirect imagingindirect sensingmultimodal sensingreal‐time continuous monitoringwearable health monitoring

Identifiers

PMID40767072
PMCPMC12645078

What Socratic holds

Textmetadata
LicenceCC BY-NC
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 Socratic graph.