Evidence mapPaperPMID 42225933Full record

ArticleNature2026

Passive heart-rate monitoring during smartphone use in everyday life.

Shun Liao, Paolo Di Achille, Jiang Wu, Silviu Borac, Jonathan Wang, Xin Liu, Eric S Teasley, Lawrence Cai, Yuzhe Yang, Yun Liu and 9 more

Abstract readValidation Study
In one paragraph

Article in Nature, 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

19 authors.

Shun Liao *Google Research, Mountain View, CA, USA.
Paolo Di Achille *Google Research, Cambridge, MA, USA.ORCID http://orcid.org/0000-0001-9256-0678
Jiang Wu *Google Research, Mountain View, CA, USA.
Silviu Borac *Google Research, Mountain View, CA, USA.
Jonathan Wang *Google Research, Mountain View, CA, USA.
Xin Liu *Google Research, Seattle, WA, USA.ORCID http://orcid.org/0000-0002-9279-5386
Eric S Teasley *Google Research, Mountain View, CA, USA.
Lawrence CaiGoogle Research, Mountain View, CA, USA.
Yuzhe YangGoogle Research, Mountain View, CA, USA.ORCID http://orcid.org/0000-0002-7634-8295
Yun LiuGoogle Research, Mountain View, CA, USA.ORCID http://orcid.org/0000-0003-4079-8275
Daniel McDuffGoogle Research, Seattle, WA, USA.ORCID http://orcid.org/0000-0001-7313-0082
Hao-Wei SuGoogle Research, Cambridge, MA, USA.
Brent WinslowGoogle Research, Mountain View, CA, USA.ORCID http://orcid.org/0000-0001-7098-6336
Anupam PathakGoogle Research, Mountain View, CA, USA.
Mark MalhotraGoogle Research, Mountain View, CA, USA.
Shwetak PatelGoogle Research, Seattle, WA, USA.
James A TaylorGoogle Research, Seattle, WA, USA.
Jameson K RogersGoogle Research, Mountain View, CA, USA.
Ming-Zher PohGoogle Research, Cambridge, MA, USA. mingzher@google.com.ORCID http://orcid.org/0000-0002-3510-1923

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Resting heart rate (RHR) is a key biomarker of cardiovascular health and mortality

Indexed as

Heart RatePhotoplethysmographySmartphoneAdultCardiovascular DiseasesDeep LearningDigital HealthElectrocardiographyFemaleHumansMaleMonitoring, PhysiologicReproducibility of ResultsWearable Electronic DevicesYoung Adult

Identifiers

PMID42225933
PMCPMC13372663

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
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.