Evidence map›Paper›PMID 39822915›Full record

ArticleLearning health systems2025

The power of personas: Exploring an innovative model for understanding stakeholder perspectives in an oncology learning health network.

Dylan J Cooper, Jessie Karten, Sarah E Hoffe, Daniel A King, Matthew Weiss, Danielle K DePeralta, Andrew L Coveler, Sunil R Hingorani, Tracey Shefter, Cheryl Meguid and 11 more

Abstract read
In one paragraph

Article in Learning health systems, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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.

Dylan J CooperNorthwell New Hyde Park New York USA.ORCID https://orcid.org/0000-0001-8511-8371
Jessie KartenNorthwell New Hyde Park New York USA.
Sarah E HoffeMoffitt Cancer Center Tampa Florida USA.
Daniel A KingNorthwell New Hyde Park New York USA.
Matthew WeissNorthwell New Hyde Park New York USA.
Danielle K DePeraltaNorthwell New Hyde Park New York USA.
Andrew L CovelerFred Hutchinson Cancer Center Seattle WA USA.
Sunil R HingoraniFred Hutchinson Cancer Center Seattle WA USA.
Tracey ShefterUniversity of Colorado School of Medicine Aurora Colorado USA.
Cheryl MeguidUniversity of Colorado School of Medicine Aurora Colorado USA.
Hannah RobertsMassachusetts General Hospital Boston MA USA.
Theodore S HongMassachusetts General Hospital Boston MA USA.
Amol NarangJohns Hopkins University School of Medicine Baltimore Maryland USA.
Amy Hacker-PrietzJohns Hopkins University School of Medicine Baltimore Maryland USA.
George A FisherStanford University School of Medicine Stanford California USA.
Jay SandlerThe Canopy Cancer Collective, 1440 Foundation Saratoga California USA.
Laurie SingerThe Canopy Cancer Collective, 1440 Foundation Saratoga California USA.
Bobby KorahThe Canopy Cancer Collective, 1440 Foundation Saratoga California USA.
William HoosThe Canopy Cancer Collective, 1440 Foundation Saratoga California USA.
Carrie T StrickerThe Canopy Cancer Collective, 1440 Foundation Saratoga California USA.
Joseph M HermanNorthwell New Hyde Park New York USA.

Funding

OVERCOMING STROMAL BARRIERS TO THERAPEUTICS IN PANCREAS CANCERR01CA161112 · NCI · UNIVERSITY OF NEBRASKA MEDICAL CENTER · PI Sunil R Hingorani · 2011 to 2026
$7.6M
NCI NIH HHS R01 CA161112
6 · The paper itself

Abstract

Introduction: Learning health networks (LHNs) improve clinical outcomes by applying core tenets of continuous quality improvements (QI) to reach community-defined outcomes, data-sharing, and empowered interdisciplinary teams including patients and caregivers. LHNs provide an ideal environment for the rapid adoption of evidence-based guidelines and translation of research and best practices at scale. When an LHN is established, it is critical to understand the needs of all stakeholders. To accomplish this, we used ethnographic methods to develop personas of different stakeholders within The Canopy Cancer Collective, the first oncology LHN. Methods: We partnered with a firm experienced in qualitative research and human-centered design to conduct interviews with stakeholders of The Canopy Cancer Collective, a newly developed pancreatic cancer LHN. Together with the firm, we developed a personas model approach to represent the wide range of diverse perspectives among the representative stakeholders, which included care team members, patients, and caregivers. Results: Thirty-one stakeholders from all facets of pancreatic cancer care were interviewed, including 20 care team members, 8 patients, and 3 caregivers. Interview transcripts were analyzed to construct 10 personas felt to represent the broad spectrum of stakeholders within The Cancer Canopy Collective. These personas were used as a foundation for the design and development of The Cancer Canopy Cancer Collective key drivers and aims. Conclusions: As LHNs continue to facilitate comprehensive approaches to patient-centered care, interdisciplinary teams who understand each other's needs can improve Network unity and cohesion. We present the first model utilizing personas for LHNs, demonstrating this framework holds significant promise for further study. If validated, such an approach could be used as a dynamic foundation for understanding individual stakeholder needs in similar LHN ecosystems in the future.

Indexed as

human‐centered designlearning health networkpatient‐centered carepersonas

Identifiers

PMID39822915
PMCPMC11733431

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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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.