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:
Sunnybrook Hlth Sci Ctr, Div Anat Pathol, Lab Med & Mol Diagnost, Toronto, ON, CanadaSunnybrook Hlth Sci Ctr, Div Anat Pathol, Lab Med & Mol Diagnost, Toronto, ON, Canada
Olkhov-Mitsel, Ekaternia
Lu, Fang-, I
论文数: 0引用数: 0
h-index: 0
机构:
Sunnybrook Hlth Sci Ctr, Div Anat Pathol, Lab Med & Mol Diagnost, Toronto, ON, Canada
Univ Toronto, Lab Med & Pathobiol, Toronto, ON, CanadaSunnybrook Hlth Sci Ctr, Div Anat Pathol, Lab Med & Mol Diagnost, Toronto, ON, Canada
Lu, Fang-, I
Gagliardi, Anna
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hlth Network, Res Inst, Toronto Gen Hosp, Toronto, ON, CanadaSunnybrook Hlth Sci Ctr, Div Anat Pathol, Lab Med & Mol Diagnost, Toronto, ON, Canada
Gagliardi, Anna
Plotkin, Anna
论文数: 0引用数: 0
h-index: 0
机构:
Sunnybrook Hlth Sci Ctr, Div Anat Pathol, Lab Med & Mol Diagnost, Toronto, ON, Canada
Univ Toronto, Lab Med & Pathobiol, Toronto, ON, CanadaSunnybrook Hlth Sci Ctr, Div Anat Pathol, Lab Med & Mol Diagnost, Toronto, ON, Canada
机构:
NCI, Ctr Global Hlth, Washington, DC USA
Green Templeton Coll, 43 Woodstock Rd, Oxford OX2 6HG, EnglandNCI, Ctr Global Hlth, Washington, DC USA
Fleming, Kenneth A.
Naidoo, Mahendra
论文数: 0引用数: 0
h-index: 0
机构:
NCI, Ctr Global Hlth, Washington, DC USANCI, Ctr Global Hlth, Washington, DC USA
Naidoo, Mahendra
Wilson, Michael
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Sch Med, Dept Pathol, Denver, CO 80262 USA
Denver Hlth, Dept Pathol & Lab Serv, Denver, CO USANCI, Ctr Global Hlth, Washington, DC USA
Wilson, Michael
Flanigan, John
论文数: 0引用数: 0
h-index: 0
机构:
NCI, Ctr Global Hlth, Washington, DC USANCI, Ctr Global Hlth, Washington, DC USA
Flanigan, John
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机构:
Horton, Susan
Kuti, Modupe
论文数: 0引用数: 0
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机构:
Univ Ibadan, Coll Med, Dept Chem Pathol, Ibadan, Nigeria
Univ Coll Hosp, Ibadan, NigeriaNCI, Ctr Global Hlth, Washington, DC USA
Kuti, Modupe
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机构:
Looi, Lai Meng
Price, Chris
论文数: 0引用数: 0
h-index: 0
机构:
Univ Oxford, Nuffield Dept Primary Care Hlth Sci, Oxford, EnglandNCI, Ctr Global Hlth, Washington, DC USA
Price, Chris
Ru, Kun
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Med Sci, Dept Pathol & Lab Med, Beijing, Peoples R ChinaNCI, Ctr Global Hlth, Washington, DC USA
Ru, Kun
Ghafur, Abdul
论文数: 0引用数: 0
h-index: 0
机构:
Apollo Hosp, Chennai, Tamil Nadu, IndiaNCI, Ctr Global Hlth, Washington, DC USA
Ghafur, Abdul
Wang, Jianxiang
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Med Sci, Inst Hematol, Beijing, Peoples R ChinaNCI, Ctr Global Hlth, Washington, DC USA
Wang, Jianxiang
Lago, Nestor
论文数: 0引用数: 0
h-index: 0
机构:
Univ Buenos Aires, Dept Pathol, Buenos Aires, DF, ArgentinaNCI, Ctr Global Hlth, Washington, DC USA
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:
RAD AID Int, 8004 Ellingson Dr, Chevy Chase, MD 20815 USARAD AID Int, 8004 Ellingson Dr, Chevy Chase, MD 20815 USA
Mollura, Daniel J.
Culp, Melissa P.
论文数: 0引用数: 0
h-index: 0
机构:
RAD AID Int, 8004 Ellingson Dr, Chevy Chase, MD 20815 USARAD AID Int, 8004 Ellingson Dr, Chevy Chase, MD 20815 USA
Culp, Melissa P.
Pollack, Erica
论文数: 0引用数: 0
h-index: 0
机构:
RAD AID Int, 8004 Ellingson Dr, Chevy Chase, MD 20815 USA
Denver Hlth & Hosp Author, Dept Radiol & Med Imaging, Denver, CO USARAD AID Int, 8004 Ellingson Dr, Chevy Chase, MD 20815 USA
Pollack, Erica
Battino, Gillian
论文数: 0引用数: 0
h-index: 0
机构:
RAD AID Int, 8004 Ellingson Dr, Chevy Chase, MD 20815 USARAD AID Int, 8004 Ellingson Dr, Chevy Chase, MD 20815 USA
Battino, Gillian
Scheel, John R.
论文数: 0引用数: 0
h-index: 0
机构:
RAD AID Int, 8004 Ellingson Dr, Chevy Chase, MD 20815 USA
Univ Washington, Dept Radiol, Seattle, WA 98195 USA
Univ Washington, Dept Global Hlth, Seattle, WA 98195 USA
Fred Hutchinson Canc Res Ctr, 1124 Columbia St, Seattle, WA 98104 USARAD AID Int, 8004 Ellingson Dr, Chevy Chase, MD 20815 USA
Scheel, John R.
Mango, Victoria L.
论文数: 0引用数: 0
h-index: 0
机构:
RAD AID Int, 8004 Ellingson Dr, Chevy Chase, MD 20815 USA
Mem Sloan Kettering Canc Ctr, Dept Radiol, 1275 York Ave, New York, NY 10021 USARAD AID Int, 8004 Ellingson Dr, Chevy Chase, MD 20815 USA
Mango, Victoria L.
Elahi, Ameena
论文数: 0引用数: 0
h-index: 0
机构:
RAD AID Int, 8004 Ellingson Dr, Chevy Chase, MD 20815 USA
Univ Penn Hlth Syst, Dept Radiol, Philadelphia, PA USARAD AID Int, 8004 Ellingson Dr, Chevy Chase, MD 20815 USA
Elahi, Ameena
Schweitzer, Alan
论文数: 0引用数: 0
h-index: 0
机构:
RAD AID Int, 8004 Ellingson Dr, Chevy Chase, MD 20815 USARAD AID Int, 8004 Ellingson Dr, Chevy Chase, MD 20815 USA
Schweitzer, Alan
Dako, Farouk
论文数: 0引用数: 0
h-index: 0
机构:
RAD AID Int, 8004 Ellingson Dr, Chevy Chase, MD 20815 USA
Univ Maryland, Sch Med, Dept Diagnost Radiol & Nucl Med, Baltimore, MD 21201 USARAD AID Int, 8004 Ellingson Dr, Chevy Chase, MD 20815 USA