Evidence map›Paper›PMID 42463569›Full record

ArticleAnnals of biomedical engineering2026

IncuSense: IoT-Enabled Wireless Long-Term Multiparametric Cell Culture Incubator Monitoring System.

Ankit Kumar, Rushangi Patel, Davis Johnson, Abhishek Jain

Abstract read
PubMed Publisher
In one paragraph

Article in Annals of biomedical engineering, 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

4 authors.

Ankit KumarDepartment of Biomedical Engineering, College of Engineering, Texas A&M University, 101 Bizzell Street, College Station, TX, 77843, USA.
Rushangi PatelDepartment of Biomedical Engineering, College of Engineering, Texas A&M University, 101 Bizzell Street, College Station, TX, 77843, USA.
Davis JohnsonDepartment of Biomedical Engineering, College of Engineering, Texas A&M University, 101 Bizzell Street, College Station, TX, 77843, USA.
Abhishek JainDepartment of Biomedical Engineering, College of Engineering, Texas A&M University, 101 Bizzell Street, College Station, TX, 77843, USA. a.jain@tamu.edu.ORCID http://orcid.org/0000-0003-2235-5139

Funding

Engineering Oral Tumor Microcirculation: Blood and lymphatic capillary network-enabled Human Oral Tumor Microenvironment Chips for Preclinical ResearchR21DE035321 · NIDCR · TEXAS ENGINEERING EXPERIMENT STATION · PI JAIN, ABHISHEK · 2025 to 2025
$422k
NASA 80ARC023CA002NIDCR NIH HHS R21DE035321
6 · The paper itself

Abstract

Cell-culture incubators are indispensable for in vitro research and new approach methods (NAMs), yet they remain vulnerable to undetected environmental fluctuations that degrade experimental reproducibility and compromise biological sample integrity. Existing monitoring solutions partially mitigate this risk but are frequently encumbered by wired infrastructure, external signal-transmitter assemblies, or a large form factor that hinder integration with diverse workflows. This study presents IncuSense, a miniaturized, battery-powered, wireless environmental monitoring platform capable of sensing temperature, humidity, and CO

Indexed as

Cell cultureEnvironmental monitoringIncubatorsInstrumentationLong-term

Identifiers

What OpenQuestion holds

Textmetadata
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.