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Open Access Academic Papers from Research Square

3 results found
Research Article under-review

Construction and Validation of a Machine Learning-Based Prediction Model for Social Isolation in Patients with Colorectal Cancer after Stoma Surgery

LiangLiang QU, WenQian ZHANG

Objective To analyze the current status and influencing factors of social isolation in patients with colorectal cancer after stoma surgery, and to construct a risk prediction model for social isolatio...

BMC Gastroenterology 2026-04-23 rs-9265195
Machine learning Colorectal cancer Stoma Social isolation Prediction model Influencing factors
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Research Article under-review

The Relationship Between Home-Visit Sports Service and Loneliness and Social Isolation Among Youth and Children: A Cross-Lagged Study with Machine Learning Predictions

Longjiang chen, jiahao wang, Mei Jiang, Lan Luo

Objective This study examined the longitudinal effects of Home-visit sports service on loneliness and social isolation in children and adolescents, focusing on social connectedness as a mediator, and ...

BMC Public Health 2026-04-22 rs-9154901
home-visit sports service Loneliness social isolation adolescents machine learning prediction
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Research Article under-review

Unpacking the Factors Associated with Loneliness: An Inferential Analysis from the INTERACT Study

Austen El-Osta, Mahmoud Al-Ammouri, Aos Alaa, Sami Altalib, Agustin Tristán-López, Azeem Majeed

Background Loneliness is a pressing public health concern with wide-ranging impacts on mental, physical and social wellbeing. Building on the INTERACT Study which represents one of the largest volunte...

BMC Global and Public Health 2026-04-20 rs-9370594
Loneliness Social isolation Social capital Public health Mental health Social cohesion Community interventions
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