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Socially Grounded Exemplars Improve Synthetic Conversations for Health-Related Social Needs Navigation
2026-02-02
health informatics
Title + abstract only
View on medRxiv
Show abstract
Health-Related Social Needs (HRSNs) significantly impact health outcomes, yet traditional care often fails to address them effectively. While conversational agents offer scalable support, their deployment is hindered by privacy risks and a lack of specialized training data for clinical applications. Synthetic data generation offers a solution to address this gap; standard pipelines often prompt LLMs using structured user personas, comprising demographics, constraints, and goals, to emulate dialo...
Predicted journal destinations
1
npj Digital Medicine
85 training papers
2
Journal of the American Medical Informatics Association
53 training papers
3
PLOS Digital Health
88 training papers
4
Journal of Biomedical Informatics
37 training papers
5
Journal of Medical Internet Research
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6
JAMIA Open
35 training papers
7
Scientific Reports
701 training papers
8
BMC Medical Informatics and Decision Making
36 training papers
9
International Journal of Medical Informatics
25 training papers
10
PLOS ONE
1737 training papers
11
Nature Communications
483 training papers
12
JMIR Medical Informatics
16 training papers
13
BMC Medical Research Methodology
41 training papers
14
Computers in Biology and Medicine
39 training papers
15
PLOS Computational Biology
141 training papers
16
BMJ Open
553 training papers
17
Frontiers in Digital Health
18 training papers
18
Patterns
15 training papers
19
JMIR Formative Research
31 training papers