Evidence map›Paper›PMID 42581183›Full record

Reviewnpj health systems2026

Accelerating ambient AI scribe enterprise-scale deployment: Cleveland Clinic's novel approach to health system-industry partnership.

Amy Merlino, Abigail Blue, Eric Boose, Beth Meese, Jennifer Owens, Jean Vickers, Alisa Angeloff, Monica Arnold, RuiJun Chen, Madeline Grade and 2 more

Abstract readReview
PubMed Full text at PMC Publisher
In one paragraph

Review in npj health systems, 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

12 authors.

Amy MerlinoCleveland Clinic Foundation, Cleveland, OH, USA. merlina@ccf.org.
Abigail BlueCleveland Clinic Foundation, Cleveland, OH, USA.
Eric BooseCleveland Clinic Foundation, Cleveland, OH, USA.
Beth MeeseCleveland Clinic Foundation, Cleveland, OH, USA.
Jennifer OwensCleveland Clinic Foundation, Cleveland, OH, USA.
Jean VickersCleveland Clinic Foundation, Cleveland, OH, USA.
Alisa AngeloffAmbience Healthcare, San Francisco, CA, USA.
Monica ArnoldAmbience Healthcare, San Francisco, CA, USA.
RuiJun ChenAmbience Healthcare, San Francisco, CA, USA.
Madeline GradeAmbience Healthcare, San Francisco, CA, USA.
Phuong Anh Pham-ViernickelAmbience Healthcare, San Francisco, CA, USA.
Benjamin RosnerAmbience Healthcare, San Francisco, CA, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Artificial intelligence scribes are increasingly common in clinical settings, but a blueprint for deploying them efficiently at scale is lacking. We share information about the Cleveland Clinic's vendor-health system deployment partnership consisting of four pillars: governance, training and onboarding, support, and real time learning. This partnership enabled deployment and onboarding of over 4000 ambulatory care clinicians in 4 months and can inform other health systems tasked with rapid enterprise-wide deployment.

Identifiers

PMID42581183
PMCPMC13462757

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.