Evidence map›Paper›PMID 42878804›Full record

ArticlePediatric cardiology2026

Developmental Systems Cardiology III: Measuring Adaptation Across the Lifespan.

Colin J McMahon, Joseph Rossano, Jeffrey Kim, Mark Lewin

Abstract read
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In one paragraph

Article in Pediatric cardiology, 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.

Colin J McMahonDepartment of Pediatric Cardiology, Children's Health Ireland at Crumlin, Dublin 12, Ireland. cmcmahon992004@yahoo.com.ORCID https://orcid.org/0000-0003-0337-9338
Joseph RossanoThe Cardiac Center, Children's Hospital of Philadelphia, Philadelphia, PA, USA.
Jeffrey KimDepartment of Pediatric Cardiology, Texas Children's Hospital, Houston, TX, USA.
Mark LewinSeattle Children's Hospital, University of Washington Medical Center, Seattle, WA, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Developmental Systems Cardiology (DSC) conceptualizes congenital heart disease as a lifelong adaptive process shaped by interactions among biological, developmental, psychosocial, environmental, and healthcare systems. As survival has improved, contemporary challenges increasingly include neurodevelopment, psychosocial wellbeing, educational participation, healthcare engagement, and long-term adaptation, requiring multidimensional assessment beyond traditional physiological outcomes. This third article in the DSC series proposes a measurement framework for operationalizing adaptation across the lifespan. Rather than introducing new measurement domains or replacing established assessment recommendations, DSC provides an integrative architecture for linking existing measures across genomics and epigenomics, prenatal exposures, developmental physiology, neurocardiac interactions, family and social determinants, environmental influences, digital phenotyping, and healthcare-system context. Longitudinal measurement serves as a cross-cutting principle for characterizing adaptive trajectories and identifying periods of vulnerability and opportunity. Within this framework, adaptation is a dynamic, measurable process emerging through interactions among individuals, families, healthcare systems, and broader environments. Measurement therefore encompasses developmental functioning, resilience, participation, quality of life, healthcare transitions, and implementation outcomes alongside biological and clinical indicators. Established domain-specific standards, including neurodevelopmental assessment recommendations, can populate this broader architecture. This approach emphasizes integration rather than instrument development, while preserving the specificity and utility of established measures within individual domains. By integrating validated measures across domains, developmental stages, and time, DSC may provide a common language for research, registries, quality improvement, implementation science, and lifespan care. Its proposed contribution lies in organizing multidimensional measurement to better understand how adaptive and maladaptive trajectories emerge and evolve across development.

Indexed as

AdaptationCongenital heart diseaseDevelopmental Systems CardiologyLifespan outcomesMeasurement scienceNeurodevelopment

Identifiers

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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.