#social-determinants News & Analysis

3 articles tagged with #social-determinants. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

3 articles

AINeutralarXiv – CS AI · Jun 27/10

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Position: Beyond Sensitive Attributes, ML Fairness Should Quantify Structural Injustice via Social Determinants

A research position paper argues that algorithmic fairness frameworks should move beyond focusing on sensitive attributes like race and gender to examine structural injustice through social determinants—contextual variables that shape outcomes systemically. The authors demonstrate through college admissions models, census data analysis, and healthcare screening applications that fairness interventions centered solely on sensitive attributes can paradoxically create new forms of structural injustice.

AINeutralarXiv – CS AI · May 126/10

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Marrying Generative Model of Healthcare Events with Digital Twin of Social Determinants of Health for Disease Reasoning

Researchers develop a generative AI model that integrates social determinants of health (SDoH) with multi-organ sensor data and medical events to improve disease prediction and personalized clinical decision support. Tested on UK Biobank data spanning nearly 500,000 medical histories, the model outperforms existing autoregressive disease prediction systems by explicitly modeling socioeconomic factors alongside imaging and biomarker data.

AIBearisharXiv – CS AI · Mar 116/10

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Investigating Gender Stereotypes in Large Language Models via Social Determinants of Health

A new research study reveals that Large Language Models (LLMs) propagate gender stereotypes and biases when processing healthcare data, particularly through interactions between gender and social determinants of health. The research used French patient records to demonstrate how LLMs rely on embedded stereotypes to make gendered decisions in healthcare contexts.