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:
Northwestern Feinberg Sch Med, Dept Surg, Div Trauma & Crit Care Surg, Chicago, IL USANorthwestern Feinberg Sch Med, Dept Surg, Div Trauma & Crit Care Surg, Chicago, IL USA
Callese, Tyler E.
Richards, Christopher T.
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Northwestern Feinberg Sch Med, Ctr Healthcare Studies, Chicago, IL USA
Northwestern Feinberg Sch Med, Dept Emergency Med, Chicago, IL USANorthwestern Feinberg Sch Med, Dept Surg, Div Trauma & Crit Care Surg, Chicago, IL USA
Richards, Christopher T.
Shaw, Pamela
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Northwestern Feinberg Sch Med, Galter Hlth Sci Lib, Chicago, IL USANorthwestern Feinberg Sch Med, Dept Surg, Div Trauma & Crit Care Surg, Chicago, IL USA
Shaw, Pamela
Schuetz, Steven J.
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Northwestern Feinberg Sch Med, Dept Surg, Div Trauma & Crit Care Surg, Chicago, IL USANorthwestern Feinberg Sch Med, Dept Surg, Div Trauma & Crit Care Surg, Chicago, IL USA
Schuetz, Steven J.
Paladino, Lorenzo
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SUNY, Downstate Sch Med, Dept Emergency Med, New York, NY USANorthwestern Feinberg Sch Med, Dept Surg, Div Trauma & Crit Care Surg, Chicago, IL USA
Paladino, Lorenzo
Issa, Nabil
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Northwestern Feinberg Sch Med, Dept Surg, Div Trauma & Crit Care Surg, Chicago, IL USANorthwestern Feinberg Sch Med, Dept Surg, Div Trauma & Crit Care Surg, Chicago, IL USA
Issa, Nabil
Swaroop, Mamta
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Northwestern Feinberg Sch Med, Dept Surg, Div Trauma & Crit Care Surg, Chicago, IL USANorthwestern Feinberg Sch Med, Dept Surg, Div Trauma & Crit Care Surg, Chicago, IL USA
机构:
London Sch Econ & Polit Sci, Grad Studies, London, England
London Sch Econ & Polit Sci, Masters Media Commun & Dev, London, EnglandLondon Sch Econ & Polit Sci, Grad Studies, London, England
Banaji, Shakuntala
Livingstone, Sonia
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London Sch Econ & Polit Sci, Dept Media & Commun, London, EnglandLondon Sch Econ & Polit Sci, Grad Studies, London, England
Livingstone, Sonia
Nandi, Anulekha
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Ludwig Maximilians Univ Munchen, Dept Social & Cultural Anthropol, Digital Dign Project ONLINERPOL, Munich, GermanyLondon Sch Econ & Polit Sci, Grad Studies, London, England
Nandi, Anulekha
Stoilova, Mariya
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机构:
London Sch Econ & Polit Sci, Dept Media & Commun, London, EnglandLondon Sch Econ & Polit Sci, Grad Studies, London, England
机构:
Thomas Jefferson Univ, Sidney Kimmel Med Coll, Philadelphia, PA USA
Thomas Jefferson Univ, Coll Populat Hlth, Philadelphia, PA USAThomas Jefferson Univ, Sidney Kimmel Med Coll, Philadelphia, PA USA
Rizvi, Anza
Rizvi, Fatima
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机构:
Thomas Jefferson Univ, Sidney Kimmel Med Coll, Philadelphia, PA USA
Thomas Jefferson Univ, Coll Populat Hlth, Philadelphia, PA USAThomas Jefferson Univ, Sidney Kimmel Med Coll, Philadelphia, PA USA
Rizvi, Fatima
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Lalakia, Parth
Hyman, Leslie
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Thomas Jefferson Univ, Dept Family Med, Geriatr Med & Palliat Care, Philadelphia, PA USA
Wills Eye Hosp & Res Inst, Vickie & Jack Farber Vis Res Ctr, Philadelphia, PA USAThomas Jefferson Univ, Sidney Kimmel Med Coll, Philadelphia, PA USA
Hyman, Leslie
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Frasso, Rosemary
Sztandera, Les
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Thomas Jefferson Univ, Kanbar Coll Design Engn & Commerce, Philadelphia, PA USAThomas Jefferson Univ, Sidney Kimmel Med Coll, Philadelphia, PA USA
Sztandera, Les
Das, Anthony Vipin
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机构:
LV Prasad Eye Inst, Ophthalmol, Hyderabad, IndiaThomas Jefferson Univ, Sidney Kimmel Med Coll, Philadelphia, PA USA
机构:
Moi Teaching & Referral Hosp, Dept Pharm, POB 3, Eldoret 30100, Kenya
Purdue Univ, Coll Pharm, Dept Pharm Practice, 575 Stadium Mall Dr, W Lafayette, IN 47907 USAMoi Teaching & Referral Hosp, Dept Pharm, POB 3, Eldoret 30100, Kenya
Njuguna, Benson
Gardner, Adrian
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机构:
Indiana Univ Sch Med, Dept Med, 340 West 10th St 6200, Indianapolis, IN 46202 USA
POB 3, Eldoret 30100, KenyaMoi Teaching & Referral Hosp, Dept Pharm, POB 3, Eldoret 30100, Kenya
Gardner, Adrian
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Karwa, Rakhi
Delahaye, Francois
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Univ Claude Bernard, Equipe Accueil HESPER 7425, Hosp Civils Lyon, Hop Louis Pradel,Dept Cardiol, 28 Ave Doyen Lepine, F-69677 Lyon, FranceMoi Teaching & Referral Hosp, Dept Pharm, POB 3, Eldoret 30100, Kenya