ArticleFrontiers in public health2026
From exposure to embedding: how interconnected social determinants drive health inequalities-a complex adaptive system dynamics approach.
Article in Frontiers in public health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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.
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.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The social determinants of health (SDOH)-including socioeconomic position, education, housing, and social networks-are fundamental drivers of health inequalities worldwide. These inequalities persist because social determinants interact dynamically across time and context, with health emerging from the interplay of social, political, environmental, and biological processes in which determinants act simultaneously as causes and consequences. Early-life exposures and historical conditions produce enduring physiological vulnerability through biological embedding, encompassing stress dysregulation, inflammation, and epigenetic modifications. Feedback loops, non-linearity, and path dependence stabilise disadvantage across the life course and across generations-mechanisms that explain why interventions targeting isolated risks or single factors often yield modest or context-dependent effects. A complex adaptive systems perspective reconceptualises health inequalities as emergent outcomes of these interacting social-biological processes and identifies leverage points where systemic, multi-level interventions can shift trajectories. Promising approaches include coordinated, place-based strategies, relational continuity in primary care, and strengthened social infrastructure.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.