Sustainable development goals applied to digital pathology and artificial intelligence applications in low- to middle-income countries

被引:3
|
作者
Piya, Sumi [1 ,2 ,3 ]
Lennerz, Jochen K. [3 ]
机构
[1] Nepal Med Coll & Teaching Hosp NMCTH, Kathmandu, Nepal
[2] Nepal Canc Hosp & Res Ctr, Lalitpur, Nepal
[3] Harvard Med Sch, Massachusetts Gen Hosp, Ctr Integrated Diagnost, Dept Pathol, Boston, MA 02115 USA
关键词
machine learning; innovation; resource constraints; low- to middle-income countries; sustainable development goals; MILLENNIUM DEVELOPMENT GOALS;
D O I
10.3389/fmed.2023.1146075
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Digital Pathology (DP) and Artificial Intelligence (AI) can be useful in low- and middle-income countries; however, many challenges exist. The United Nations developed sustainable development goals that aim to overcome some of these challenges. The sustainable development goals have not been applied to DP/AI applications in low- to middle income countries. We established a framework to align the 17 sustainable development goals with a 27-indicator list for low- and middle-income countries (World Bank/WHO) and a list of 21 essential elements for DP/AI. After categorization into three domains (human factors, IT/electronics, and materials + reagents), we permutated these layers into 153 concatenated statements for prioritization on a four-tiered scale. The two authors tested the subjective ranking framework and endpoints included ranked sum scores and visualization across the three layers. The authors assigned 364 points with 1.1-1.3 points per statement. We noted the prioritization of human factors (43%) at the indicator layer whereas IT/electronic (36%) and human factors (35%) scored highest at the essential elements layer. The authors considered goal 9 (industry, innovation, and infrastructure; average points 2.33; sum 42), goal 4 (quality education; 2.17; 39), and goal 8 (decent work and economic growth; 2.11; 38) most relevant; intra-/inter-rater variability assessment after a 3-month-washout period confirmed these findings. The established framework allows individual stakeholders to capture the relative importance of sustainable development goals for overcoming limitations to a specific problem. The framework can be used to raise awareness and help identify synergies between large-scale global objectives and solutions in resource-limited settings.
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页数:7
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