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.
机构:
Anhui Xinhua Univ, Qual Educ Res Ctr Coll Students, Key Res Base Humanities & Social Sci Coll & Univ, Hefei, Peoples R China
Anhui Vocat & Tech Coll Sports, Dept Phys Educ, Hefei, Peoples R ChinaAnhui Xinhua Univ, Qual Educ Res Ctr Coll Students, Key Res Base Humanities & Social Sci Coll & Univ, Hefei, Peoples R China
机构:
Univ Witwatersrand, Dept Psychol, Sch Human & Community Dev, Johannesburg, South AfricaUniv Witwatersrand, Dept Psychol, Sch Human & Community Dev, Johannesburg, South Africa
Bowman, Brett
Matzopoulos, Richard
论文数: 0引用数: 0
h-index: 0
机构:
Univ Cape Town, Sch Publ Hlth & Family Med, ZA-7925 Cape Town, South Africa
MRC, Cape Town, South Africa
Univ S Africa, Crime Violence & Injury Lead Programme, Cape Town, South AfricaUniv Witwatersrand, Dept Psychol, Sch Human & Community Dev, Johannesburg, South Africa
Matzopoulos, Richard
Butchart, Alexander
论文数: 0引用数: 0
h-index: 0
机构:
WHO, Dept Injuries & Violence Prevent, CH-1211 Geneva, SwitzerlandUniv Witwatersrand, Dept Psychol, Sch Human & Community Dev, Johannesburg, South Africa
Butchart, Alexander
Mercy, James A.
论文数: 0引用数: 0
h-index: 0
机构:
Ctr Dis Control & Prevent, Div Violence Prevent, Natl Ctr Injury Prevent & Control, Atlanta, GA USAUniv Witwatersrand, Dept Psychol, Sch Human & Community Dev, Johannesburg, South Africa