3
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Waljee AK, Weinheimer-Haus EM, Abubakar A, Ngugi AK, Siwo GH, Kwakye G, Singal AG, Rao A, Saini SD, Read AJ, Baker JA, Balis U, Opio CK, Zhu J, Saleh MN. Artificial intelligence and machine learning for early detection and diagnosis of colorectal cancer in sub-Saharan Africa. Gut 2022; 71:1259-1265. [PMID: 35418482 PMCID: PMC9177787 DOI: 10.1136/gutjnl-2022-327211] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/17/2022] [Accepted: 03/17/2022] [Indexed: 01/05/2023]
Affiliation(s)
- Akbar K Waljee
- Veterans Affairs Center for Clinical Management Research, Ann Arbor, Michigan, USA .,Department of Internal Medicine, Division of Gastroenterology, University of Michigan, Ann Arbor, Michigan, USA.,Center for Global Health Equity, University of Michigan, Ann Arbor, Michigan, USA.,Michigan Integrated Center for Health Analytics and Medical Prediction (MiCHAMP), University of Michigan, Ann Arbor, Michigan, USA
| | - Eileen M Weinheimer-Haus
- Department of Internal Medicine, Division of Gastroenterology, University of Michigan, Ann Arbor, Michigan, USA,Center for Global Health Equity, University of Michigan, Ann Arbor, Michigan, USA,Michigan Integrated Center for Health Analytics and Medical Prediction (MiCHAMP), University of Michigan, Ann Arbor, Michigan, USA
| | - Amina Abubakar
- Institute for Human Development, The Aga Khan University, Nairobi, Kenya
| | - Anthony K Ngugi
- Department of Population Health, The Aga Khan University, Nairobi, Kenya
| | - Geoffrey H Siwo
- Department of Internal Medicine, Division of Gastroenterology, University of Michigan, Ann Arbor, Michigan, USA,Center for Global Health Equity, University of Michigan, Ann Arbor, Michigan, USA,Eck Institute for Global Health, University of Notre Dame, South Bend, Indiana, USA,Center for Research Computing, University of Notre Dame, South Bend, Indiana, USA
| | - Gifty Kwakye
- Department of Surgery, Division of Colorectal Surgery, University of Michigan, Ann Arbor, Michigan, USA
| | - Amit G Singal
- Harold C. Simmons Comprehensive Cancer Center, The University of Texas Southwestern Medical Center, Dallas, Texas, USA,Department of Internal Medicine, Division of Digestive and Liver Diseases, The University of Texas Southwestern Medical Center, Dallas, Texas, USA
| | - Arvind Rao
- Michigan Integrated Center for Health Analytics and Medical Prediction (MiCHAMP), University of Michigan, Ann Arbor, Michigan, USA,Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan, USA,Department of Biomedical Engineering, University of Michigan, Ann Arbor, Michigan, USA,Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan, USA
| | - Sameer D Saini
- Veterans Affairs Center for Clinical Management Research, Ann Arbor, Michigan, USA,Department of Internal Medicine, Division of Gastroenterology, University of Michigan, Ann Arbor, Michigan, USA
| | - Andrew J Read
- Department of Internal Medicine, Division of Gastroenterology, University of Michigan, Ann Arbor, Michigan, USA,Michigan Integrated Center for Health Analytics and Medical Prediction (MiCHAMP), University of Michigan, Ann Arbor, Michigan, USA
| | - Jessica A Baker
- Veterans Affairs Center for Clinical Management Research, Ann Arbor, Michigan, USA,Center for Global Health Equity, University of Michigan, Ann Arbor, Michigan, USA,Michigan Integrated Center for Health Analytics and Medical Prediction (MiCHAMP), University of Michigan, Ann Arbor, Michigan, USA
| | - Ulysses Balis
- Department of Pathology, University of Michigan Health System, Ann Arbor, Michigan, USA
| | - Christopher K Opio
- Department of Medicine, Aga Khan University Hospital Nairobi, Nairobi, Kenya
| | - Ji Zhu
- Center for Global Health Equity, University of Michigan, Ann Arbor, Michigan, USA,Michigan Integrated Center for Health Analytics and Medical Prediction (MiCHAMP), University of Michigan, Ann Arbor, Michigan, USA,Department of Statistics, University of Michigan, Ann Arbor, Michigan, USA
| | - Mansoor N Saleh
- O'Neal Comprehensive Cancer Center, The University of Alabama at Birmingham, Birmingham, Alabama, USA,Department of Hematology-Oncology, Aga Khan University Hospital Nairobi, Nairobi, Kenya
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Kim J, Floriano F, Castro GD, Manuel JL, Inguane C, Asbjornsdottir KH, Chale F, Zucule J, Sherr K, Gimbel S. Usability and Feasibility of an Innovative mLearning Approach for Nurses Providing Option B+ Services in Manica and Sofala Provinces, Mozambique. J Assoc Nurses AIDS Care 2020; 31:3-11. [PMID: 31834102 PMCID: PMC7060926 DOI: 10.1097/jnc.0000000000000154] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Abstract
The scaling of Option B+ services, whereby all pregnant women who test HIV positive are started on lifelong antiretroviral therapy upon diagnosis regardless of CD4 T-cell count, is ongoing in many high HIV burden, low-resource countries. We developed and evaluated a tablet-based mobile learning (mLearning) training approach to build Option B+ competencies in frontline nurses in central Mozambique. Its acceptability and impact on clinical skills were assessed in maternal child health nurses and managers at 20 intervention and 10 control clinics. Results show that skill and knowledge of nurses at intervention clinics improved threefold compared with control clinics (p = .04), nurse managers at intervention clinics demonstrated a 9- to 10-fold improvement, and nurses reported strong acceptance of this approach. "mLearning" is one viable modality to enhance nurses' clinical competencies in areas with limited health workforce and training budgets. This study's findings may guide future scaling and investments in commercially viable mLearning solutions.
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Affiliation(s)
- Jane Kim
- Jane Kim, BSN-RN, is a DNP-FNP student, School of Nursing, University of Washington, Seattle, Washington, USA. Florência Floriano, BSN, is a Research Nurse, Health Alliance International, Mozambique. Georgina De Castro, BSN, is a Research Nurse, Health Alliance International, Chimoio, Manica, Mozambique. João Luís Manuel, MPH, is an Education Specialist, Beira Operational Research Center, Mozambique. Celso Inguane, PhD, MPH, is a Postdoctoral Fellow, Department of Global Health, University of Washington, Seattle, Washington, USA. Kristjana H. Asbjornsdottir, PhD, MPH, is an Acting Assistant Professor, Department of Epidemiology, University of Washington, Seattle, Washington, USA. Falume Chale, BS, is a Staff Researcher, Beira Operational Research Center, Mozambique. Justina Zucule, BSN, is a Research Nurse, Sofala Province Directorate of Health, Mozambique. Kenneth Sherr, PhD, MPH, is Director of Implementation Science & Mozambique Programs, Health Alliance International, Chimoio, Manica, Mozambique, and Associate Professor, Department of Global Health, University of Washington, Seattle, Washington, USA. Sarah Gimbel, RN, PhD, MPH, is Co-Director, Center for Global Health Nursing, School of Nursing, University of Washington, Seattle, Washington, USA, and Adjunct Associate Professor, Department of Global Health, University of Washington, Seattle, Washington, USA, and Senior Technical Advisor, Health Alliance International, Seattle, Washington, USA
| | - Florência Floriano
- Jane Kim, BSN-RN, is a DNP-FNP student, School of Nursing, University of Washington, Seattle, Washington, USA. Florência Floriano, BSN, is a Research Nurse, Health Alliance International, Mozambique. Georgina De Castro, BSN, is a Research Nurse, Health Alliance International, Chimoio, Manica, Mozambique. João Luís Manuel, MPH, is an Education Specialist, Beira Operational Research Center, Mozambique. Celso Inguane, PhD, MPH, is a Postdoctoral Fellow, Department of Global Health, University of Washington, Seattle, Washington, USA. Kristjana H. Asbjornsdottir, PhD, MPH, is an Acting Assistant Professor, Department of Epidemiology, University of Washington, Seattle, Washington, USA. Falume Chale, BS, is a Staff Researcher, Beira Operational Research Center, Mozambique. Justina Zucule, BSN, is a Research Nurse, Sofala Province Directorate of Health, Mozambique. Kenneth Sherr, PhD, MPH, is Director of Implementation Science & Mozambique Programs, Health Alliance International, Chimoio, Manica, Mozambique, and Associate Professor, Department of Global Health, University of Washington, Seattle, Washington, USA. Sarah Gimbel, RN, PhD, MPH, is Co-Director, Center for Global Health Nursing, School of Nursing, University of Washington, Seattle, Washington, USA, and Adjunct Associate Professor, Department of Global Health, University of Washington, Seattle, Washington, USA, and Senior Technical Advisor, Health Alliance International, Seattle, Washington, USA
| | - Georgina De Castro
- Jane Kim, BSN-RN, is a DNP-FNP student, School of Nursing, University of Washington, Seattle, Washington, USA. Florência Floriano, BSN, is a Research Nurse, Health Alliance International, Mozambique. Georgina De Castro, BSN, is a Research Nurse, Health Alliance International, Chimoio, Manica, Mozambique. João Luís Manuel, MPH, is an Education Specialist, Beira Operational Research Center, Mozambique. Celso Inguane, PhD, MPH, is a Postdoctoral Fellow, Department of Global Health, University of Washington, Seattle, Washington, USA. Kristjana H. Asbjornsdottir, PhD, MPH, is an Acting Assistant Professor, Department of Epidemiology, University of Washington, Seattle, Washington, USA. Falume Chale, BS, is a Staff Researcher, Beira Operational Research Center, Mozambique. Justina Zucule, BSN, is a Research Nurse, Sofala Province Directorate of Health, Mozambique. Kenneth Sherr, PhD, MPH, is Director of Implementation Science & Mozambique Programs, Health Alliance International, Chimoio, Manica, Mozambique, and Associate Professor, Department of Global Health, University of Washington, Seattle, Washington, USA. Sarah Gimbel, RN, PhD, MPH, is Co-Director, Center for Global Health Nursing, School of Nursing, University of Washington, Seattle, Washington, USA, and Adjunct Associate Professor, Department of Global Health, University of Washington, Seattle, Washington, USA, and Senior Technical Advisor, Health Alliance International, Seattle, Washington, USA
| | - João Luís Manuel
- Jane Kim, BSN-RN, is a DNP-FNP student, School of Nursing, University of Washington, Seattle, Washington, USA. Florência Floriano, BSN, is a Research Nurse, Health Alliance International, Mozambique. Georgina De Castro, BSN, is a Research Nurse, Health Alliance International, Chimoio, Manica, Mozambique. João Luís Manuel, MPH, is an Education Specialist, Beira Operational Research Center, Mozambique. Celso Inguane, PhD, MPH, is a Postdoctoral Fellow, Department of Global Health, University of Washington, Seattle, Washington, USA. Kristjana H. Asbjornsdottir, PhD, MPH, is an Acting Assistant Professor, Department of Epidemiology, University of Washington, Seattle, Washington, USA. Falume Chale, BS, is a Staff Researcher, Beira Operational Research Center, Mozambique. Justina Zucule, BSN, is a Research Nurse, Sofala Province Directorate of Health, Mozambique. Kenneth Sherr, PhD, MPH, is Director of Implementation Science & Mozambique Programs, Health Alliance International, Chimoio, Manica, Mozambique, and Associate Professor, Department of Global Health, University of Washington, Seattle, Washington, USA. Sarah Gimbel, RN, PhD, MPH, is Co-Director, Center for Global Health Nursing, School of Nursing, University of Washington, Seattle, Washington, USA, and Adjunct Associate Professor, Department of Global Health, University of Washington, Seattle, Washington, USA, and Senior Technical Advisor, Health Alliance International, Seattle, Washington, USA
| | - Celso Inguane
- Jane Kim, BSN-RN, is a DNP-FNP student, School of Nursing, University of Washington, Seattle, Washington, USA. Florência Floriano, BSN, is a Research Nurse, Health Alliance International, Mozambique. Georgina De Castro, BSN, is a Research Nurse, Health Alliance International, Chimoio, Manica, Mozambique. João Luís Manuel, MPH, is an Education Specialist, Beira Operational Research Center, Mozambique. Celso Inguane, PhD, MPH, is a Postdoctoral Fellow, Department of Global Health, University of Washington, Seattle, Washington, USA. Kristjana H. Asbjornsdottir, PhD, MPH, is an Acting Assistant Professor, Department of Epidemiology, University of Washington, Seattle, Washington, USA. Falume Chale, BS, is a Staff Researcher, Beira Operational Research Center, Mozambique. Justina Zucule, BSN, is a Research Nurse, Sofala Province Directorate of Health, Mozambique. Kenneth Sherr, PhD, MPH, is Director of Implementation Science & Mozambique Programs, Health Alliance International, Chimoio, Manica, Mozambique, and Associate Professor, Department of Global Health, University of Washington, Seattle, Washington, USA. Sarah Gimbel, RN, PhD, MPH, is Co-Director, Center for Global Health Nursing, School of Nursing, University of Washington, Seattle, Washington, USA, and Adjunct Associate Professor, Department of Global Health, University of Washington, Seattle, Washington, USA, and Senior Technical Advisor, Health Alliance International, Seattle, Washington, USA
| | - Kristjana H. Asbjornsdottir
- Jane Kim, BSN-RN, is a DNP-FNP student, School of Nursing, University of Washington, Seattle, Washington, USA. Florência Floriano, BSN, is a Research Nurse, Health Alliance International, Mozambique. Georgina De Castro, BSN, is a Research Nurse, Health Alliance International, Chimoio, Manica, Mozambique. João Luís Manuel, MPH, is an Education Specialist, Beira Operational Research Center, Mozambique. Celso Inguane, PhD, MPH, is a Postdoctoral Fellow, Department of Global Health, University of Washington, Seattle, Washington, USA. Kristjana H. Asbjornsdottir, PhD, MPH, is an Acting Assistant Professor, Department of Epidemiology, University of Washington, Seattle, Washington, USA. Falume Chale, BS, is a Staff Researcher, Beira Operational Research Center, Mozambique. Justina Zucule, BSN, is a Research Nurse, Sofala Province Directorate of Health, Mozambique. Kenneth Sherr, PhD, MPH, is Director of Implementation Science & Mozambique Programs, Health Alliance International, Chimoio, Manica, Mozambique, and Associate Professor, Department of Global Health, University of Washington, Seattle, Washington, USA. Sarah Gimbel, RN, PhD, MPH, is Co-Director, Center for Global Health Nursing, School of Nursing, University of Washington, Seattle, Washington, USA, and Adjunct Associate Professor, Department of Global Health, University of Washington, Seattle, Washington, USA, and Senior Technical Advisor, Health Alliance International, Seattle, Washington, USA
| | - Falume Chale
- Jane Kim, BSN-RN, is a DNP-FNP student, School of Nursing, University of Washington, Seattle, Washington, USA. Florência Floriano, BSN, is a Research Nurse, Health Alliance International, Mozambique. Georgina De Castro, BSN, is a Research Nurse, Health Alliance International, Chimoio, Manica, Mozambique. João Luís Manuel, MPH, is an Education Specialist, Beira Operational Research Center, Mozambique. Celso Inguane, PhD, MPH, is a Postdoctoral Fellow, Department of Global Health, University of Washington, Seattle, Washington, USA. Kristjana H. Asbjornsdottir, PhD, MPH, is an Acting Assistant Professor, Department of Epidemiology, University of Washington, Seattle, Washington, USA. Falume Chale, BS, is a Staff Researcher, Beira Operational Research Center, Mozambique. Justina Zucule, BSN, is a Research Nurse, Sofala Province Directorate of Health, Mozambique. Kenneth Sherr, PhD, MPH, is Director of Implementation Science & Mozambique Programs, Health Alliance International, Chimoio, Manica, Mozambique, and Associate Professor, Department of Global Health, University of Washington, Seattle, Washington, USA. Sarah Gimbel, RN, PhD, MPH, is Co-Director, Center for Global Health Nursing, School of Nursing, University of Washington, Seattle, Washington, USA, and Adjunct Associate Professor, Department of Global Health, University of Washington, Seattle, Washington, USA, and Senior Technical Advisor, Health Alliance International, Seattle, Washington, USA
| | - Justina Zucule
- Jane Kim, BSN-RN, is a DNP-FNP student, School of Nursing, University of Washington, Seattle, Washington, USA. Florência Floriano, BSN, is a Research Nurse, Health Alliance International, Mozambique. Georgina De Castro, BSN, is a Research Nurse, Health Alliance International, Chimoio, Manica, Mozambique. João Luís Manuel, MPH, is an Education Specialist, Beira Operational Research Center, Mozambique. Celso Inguane, PhD, MPH, is a Postdoctoral Fellow, Department of Global Health, University of Washington, Seattle, Washington, USA. Kristjana H. Asbjornsdottir, PhD, MPH, is an Acting Assistant Professor, Department of Epidemiology, University of Washington, Seattle, Washington, USA. Falume Chale, BS, is a Staff Researcher, Beira Operational Research Center, Mozambique. Justina Zucule, BSN, is a Research Nurse, Sofala Province Directorate of Health, Mozambique. Kenneth Sherr, PhD, MPH, is Director of Implementation Science & Mozambique Programs, Health Alliance International, Chimoio, Manica, Mozambique, and Associate Professor, Department of Global Health, University of Washington, Seattle, Washington, USA. Sarah Gimbel, RN, PhD, MPH, is Co-Director, Center for Global Health Nursing, School of Nursing, University of Washington, Seattle, Washington, USA, and Adjunct Associate Professor, Department of Global Health, University of Washington, Seattle, Washington, USA, and Senior Technical Advisor, Health Alliance International, Seattle, Washington, USA
| | - Kenneth Sherr
- Jane Kim, BSN-RN, is a DNP-FNP student, School of Nursing, University of Washington, Seattle, Washington, USA. Florência Floriano, BSN, is a Research Nurse, Health Alliance International, Mozambique. Georgina De Castro, BSN, is a Research Nurse, Health Alliance International, Chimoio, Manica, Mozambique. João Luís Manuel, MPH, is an Education Specialist, Beira Operational Research Center, Mozambique. Celso Inguane, PhD, MPH, is a Postdoctoral Fellow, Department of Global Health, University of Washington, Seattle, Washington, USA. Kristjana H. Asbjornsdottir, PhD, MPH, is an Acting Assistant Professor, Department of Epidemiology, University of Washington, Seattle, Washington, USA. Falume Chale, BS, is a Staff Researcher, Beira Operational Research Center, Mozambique. Justina Zucule, BSN, is a Research Nurse, Sofala Province Directorate of Health, Mozambique. Kenneth Sherr, PhD, MPH, is Director of Implementation Science & Mozambique Programs, Health Alliance International, Chimoio, Manica, Mozambique, and Associate Professor, Department of Global Health, University of Washington, Seattle, Washington, USA. Sarah Gimbel, RN, PhD, MPH, is Co-Director, Center for Global Health Nursing, School of Nursing, University of Washington, Seattle, Washington, USA, and Adjunct Associate Professor, Department of Global Health, University of Washington, Seattle, Washington, USA, and Senior Technical Advisor, Health Alliance International, Seattle, Washington, USA
| | - Sarah Gimbel
- Jane Kim, BSN-RN, is a DNP-FNP student, School of Nursing, University of Washington, Seattle, Washington, USA. Florência Floriano, BSN, is a Research Nurse, Health Alliance International, Mozambique. Georgina De Castro, BSN, is a Research Nurse, Health Alliance International, Chimoio, Manica, Mozambique. João Luís Manuel, MPH, is an Education Specialist, Beira Operational Research Center, Mozambique. Celso Inguane, PhD, MPH, is a Postdoctoral Fellow, Department of Global Health, University of Washington, Seattle, Washington, USA. Kristjana H. Asbjornsdottir, PhD, MPH, is an Acting Assistant Professor, Department of Epidemiology, University of Washington, Seattle, Washington, USA. Falume Chale, BS, is a Staff Researcher, Beira Operational Research Center, Mozambique. Justina Zucule, BSN, is a Research Nurse, Sofala Province Directorate of Health, Mozambique. Kenneth Sherr, PhD, MPH, is Director of Implementation Science & Mozambique Programs, Health Alliance International, Chimoio, Manica, Mozambique, and Associate Professor, Department of Global Health, University of Washington, Seattle, Washington, USA. Sarah Gimbel, RN, PhD, MPH, is Co-Director, Center for Global Health Nursing, School of Nursing, University of Washington, Seattle, Washington, USA, and Adjunct Associate Professor, Department of Global Health, University of Washington, Seattle, Washington, USA, and Senior Technical Advisor, Health Alliance International, Seattle, Washington, USA
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