Evidence map›Paper›PMID 42778767›Full record

ArticleNature medicine2026

Practical lessons in the global scaling of clinical AI: from one hospital to over a million patients screened.

Richa Tiwari, Rajroshan Sawhney, Kasumi Widner, Kim Ramasamy, Ravindran Padmanabhan, Paisan Ruamviboonsuk, Angus Turner, Jay Nayar, Jessica Williams, Naama Hammel and 11 more

Abstract read
PubMed Publisher
In one paragraph

Article in Nature medicine, 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

21 authors.

Richa TiwariGoogle, Mountain View, CA, USA. tiwariricha@google.com.
Rajroshan SawhneyGoogle, Mountain View, CA, USA.
Kasumi WidnerGoogle, Mountain View, CA, USA.
Kim RamasamyAravind Medical Research Foundation, Aravind Eye Care System, Madurai, India.
Ravindran PadmanabhanAravind Medical Research Foundation, Aravind Eye Care System, Madurai, India.
Paisan RuamviboonsukRajavithi Hospital, Bangkok, Thailand.
Angus TurnerLions Outback Vision, Lions Eye Institute, Nedlands, Western Australia, Australia.
Jay NayarGoogle, Mountain View, CA, USA.
Jessica WilliamsGoogle, Mountain View, CA, USA.
Naama HammelGoogle, Mountain View, CA, USA.ORCID http://orcid.org/0000-0002-1284-0061
Xiang YinGoogle, Mountain View, CA, USA.
Theo GuidrozGoogle, Mountain View, CA, USA.
Dave WatsonGoogle, Mountain View, CA, USA.
Jonathan KrauseGoogle, Mountain View, CA, USA.
Quang DuongGoogle, Mountain View, CA, USA.
Yun LiuGoogle, Mountain View, CA, USA.ORCID http://orcid.org/0000-0003-4079-8275
Yossi MatiasGoogle, Mountain View, CA, USA.ORCID http://orcid.org/0000-0003-3960-6002
Ronit Levavi MoradGoogle, Mountain View, CA, USA.
Avinatan HassidimGoogle, Mountain View, CA, USA.
Dale WebsterGoogle, Mountain View, CA, USA.ORCID http://orcid.org/0000-0002-3023-8824
Sunny VirmaniGoogle, Mountain View, CA, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Identifiers

PMID42778767

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.