Vedavati Patwardhan, Gabriela F Gil, Alejandra Arrieta, Jack Cagney, Erin DeGraw, Molly E Herbert, Mariam Khalil, Erin C Mullany, Erin M O'Connell, Cory N Spencer, Caroline Stein, Aiganym Valikhanova, Emmanuela Gakidou, Luisa S Flor
Differences across the lifespan between females and males in the top 20 causes of disease burden globally: a systematic analysis of the Global Burden of Disease Study 2021
The Lancet. Public health
accessing dental care canada approximately 62 population employmentbased insurance 6 publicly funded coverage 32 pay outof pocket insurance public coverage find dental care unaffordable compared private insurance support development comprehensive publicly funded dental care programs important understand sociodemographic attributes find dental care unaffordable study secondary analysis data collected ontarians latest available cycle canadian community health survey 201718 crosssectional survey collects information health status health care utilization health determinants canadian population first bivariate analysis conducted determine characteristics ontarians lack dental insurance afterwards employed machine learning ml analyze data identify risk indicators private dental insurance specifically trained several supervised ml models utilized shapley additive explanations shap determine relative feature importance private dental insurance best ml model gradient boosting gbm approximately onethird ontarians private insurance coverage dental care individuals income 20000 unemployed working parttime seniors aged 70 unable afford housing risk private dental insurance leading financial barriers accessing dental care future governmentfunded programs incorporate identified risk indicators determining eligible populations publicly funded dental programs understanding attributes critical developing targeted effective interventions ensuring equitable access dental care canadians