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Shaeri M, Shoeibi N, Hosseini SM, Jeddi FR, Farrahi R, Nabovati E, Salehzadeh A. An intelligent decision support system for acute postoperative endophthalmitis: design, development and evaluation of a smartphone application. BMC Med Inform Decis Mak 2023; 23:130. [PMID: 37480036 PMCID: PMC10362640 DOI: 10.1186/s12911-023-02214-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2023] [Accepted: 06/21/2023] [Indexed: 07/23/2023] Open
Abstract
BACKGROUND Today, clinical decision support systems based on artificial intelligence can significantly help physicians in the correct diagnosis and quick rapid treatment of endophthalmitis as the most important cause of blindness in emergency diseases. This study aimed to design, develop, and evaluate an intelligent decision support system for acute postoperative endophthalmitis. METHODS This study was conducted in 2020-2021 in three phases: analysis, design and development, and evaluation. The user needs and the features of the system were identified through interviews with end users. Data were analyzed using thematic analysis. The list of clinical signs of acute postoperative endophthalmitis was provided to ophthalmologists for prioritization. 4 algorithms support vector machine, decision tree classifier, k-nearest neighbors, and random forest were used in the design of the computing core of the system for disease diagnosis. The acute postoperative endophthalmitis diagnosis application was developed for using by physicians and patients. Based on the data of 60 acute postoperative endophthalmitis patients, 143 acute postoperative endophthalmitis records and 12 non-acute postoperative endophthalmitis records were identified. The learning process of the algorithm was performed on 70% of the data and 30% of the data was used for evaluation. RESULTS The most important features of the application for physicians were selecting clinical signs and symptoms, predicting diagnosis based on artificial intelligence, physician-patient communication, selecting the appropriate treatment, and easy access to scientific resources. The results of the usability evaluation showed that the application was good with a mean (± SD) score of 7.73 ± 0.53 out of 10. CONCLUSION A decision support system with accuracy, precision, sensitivity and specificity, negative predictive values, F-measure and area under precision-recall curve 100% was created thanks to widespread participation, the use of clinical specialists' experiences and their awareness of patients' needs, as well as the availability of a comprehensive acute postoperative endophthalmitis clinical dataset.
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Affiliation(s)
- Mahdi Shaeri
- Department of Ophthalmology, Kashan University of Medical Sciences, Kashan, Iran
| | - Nasser Shoeibi
- Eye Research Center, Mashhad University of Medical Sciences, Mashhad, Iran
| | | | - Fatemeh Rangraze Jeddi
- Health Information Management Research Center, School of Allied Health Professions, Kashan University of Medical Sciences, Pezeshk Blvd, 5Th of Qotbe Ravandi Blvd - Pardis Daneshgah, Kashan, 8715973449, Iran
| | - Razieh Farrahi
- Department of Health Information Technology, Ferdows Faculty of Medical Sciences, Birjand University of Medical Sciences, Birjand, Iran
| | - Ehsan Nabovati
- Health Information Management Research Center, School of Allied Health Professions, Kashan University of Medical Sciences, Pezeshk Blvd, 5Th of Qotbe Ravandi Blvd - Pardis Daneshgah, Kashan, 8715973449, Iran
| | - Azam Salehzadeh
- Health Information Management Research Center, School of Allied Health Professions, Kashan University of Medical Sciences, Pezeshk Blvd, 5Th of Qotbe Ravandi Blvd - Pardis Daneshgah, Kashan, 8715973449, Iran.
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6
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Burton MJ, Ramke J, Marques AP, Bourne RRA, Congdon N, Jones I, Ah Tong BAM, Arunga S, Bachani D, Bascaran C, Bastawrous A, Blanchet K, Braithwaite T, Buchan JC, Cairns J, Cama A, Chagunda M, Chuluunkhuu C, Cooper A, Crofts-Lawrence J, Dean WH, Denniston AK, Ehrlich JR, Emerson PM, Evans JR, Frick KD, Friedman DS, Furtado JM, Gichangi MM, Gichuhi S, Gilbert SS, Gurung R, Habtamu E, Holland P, Jonas JB, Keane PA, Keay L, Khanna RC, Khaw PT, Kuper H, Kyari F, Lansingh VC, Mactaggart I, Mafwiri MM, Mathenge W, McCormick I, Morjaria P, Mowatt L, Muirhead D, Murthy GVS, Mwangi N, Patel DB, Peto T, Qureshi BM, Salomão SR, Sarah V, Shilio BR, Solomon AW, Swenor BK, Taylor HR, Wang N, Webson A, West SK, Wong TY, Wormald R, Yasmin S, Yusufu M, Silva JC, Resnikoff S, Ravilla T, Gilbert CE, Foster A, Faal HB. The Lancet Global Health Commission on Global Eye Health: vision beyond 2020. Lancet Glob Health 2021; 9:e489-e551. [PMID: 33607016 PMCID: PMC7966694 DOI: 10.1016/s2214-109x(20)30488-5] [Citation(s) in RCA: 500] [Impact Index Per Article: 166.7] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2020] [Revised: 10/21/2020] [Accepted: 11/02/2020] [Indexed: 01/19/2023]
Affiliation(s)
- Matthew J Burton
- International Centre for Eye Health, London School of Hygiene & Tropical Medicine, London, UK; National Institute for Health Research Biomedical Research Centre for Ophthalmology at Moorfields Eye Hospital NHS Foundation Trust and UCL Institute of Ophthalmology, London, UK.
| | - Jacqueline Ramke
- International Centre for Eye Health, London School of Hygiene & Tropical Medicine, London, UK; School of Optometry and Vision Science, University of Auckland, Auckland, New Zealand
| | - Ana Patricia Marques
- International Centre for Eye Health, London School of Hygiene & Tropical Medicine, London, UK
| | - Rupert R A Bourne
- Vision and Eye Research Institute, Anglia Ruskin University, Cambridge, UK; Department of Ophthalmology, Cambridge University Hospitals, Cambridge, UK
| | - Nathan Congdon
- Centre for Public Health, Queen's University Belfast, Belfast, UK; Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China
| | | | | | - Simon Arunga
- International Centre for Eye Health, London School of Hygiene & Tropical Medicine, London, UK; Department of Ophthalmology, Mbarara University of Science and Technology, Mbarara, Uganda
| | - Damodar Bachani
- John Snow India, New Delhi, India; Ministry of Health and Family Welfare, New Delhi, India
| | - Covadonga Bascaran
- International Centre for Eye Health, London School of Hygiene & Tropical Medicine, London, UK
| | - Andrew Bastawrous
- International Centre for Eye Health, London School of Hygiene & Tropical Medicine, London, UK; Peek Vision, London, UK
| | - Karl Blanchet
- Geneva Centre of Humanitarian Studies, University of Geneva, Geneva, Switzerland
| | - Tasanee Braithwaite
- International Centre for Eye Health, London School of Hygiene & Tropical Medicine, London, UK; The Medical Eye Unit, St Thomas' Hospital, London, UK
| | - John C Buchan
- International Centre for Eye Health, London School of Hygiene & Tropical Medicine, London, UK; Leeds Teaching Hospitals NHS Trust, Leeds, UK
| | - John Cairns
- Department of Health Services Research and Policy, London School of Hygiene & Tropical Medicine, London, UK
| | | | | | - Chimgee Chuluunkhuu
- Orbis International, Ulaanbaatar, Mongolia; Mongolian Ophthalmology Society, Ulaanbaatar, Mongolia
| | | | | | - William H Dean
- International Centre for Eye Health, London School of Hygiene & Tropical Medicine, London, UK; Division of Ophthalmology, University of Cape Town, Cape Town, South Africa
| | - Alastair K Denniston
- National Institute for Health Research Biomedical Research Centre for Ophthalmology at Moorfields Eye Hospital NHS Foundation Trust and UCL Institute of Ophthalmology, London, UK; Ophthalmology Department, University Hospital Birmingham NHS Foundation Trust, Queen Elizabeth Hospital Birmingham, Birmingham, UK; Health Data Research UK, London, UK
| | - Joshua R Ehrlich
- Department of Ophthalmology and Visual Sciences, University of Michigan, Ann Arbor, MI, USA; Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI, USA
| | - Paul M Emerson
- International Trachoma Initiative and Rollins School of Public Health, Emory University, Atlanta, GA, USA
| | - Jennifer R Evans
- International Centre for Eye Health, London School of Hygiene & Tropical Medicine, London, UK
| | - Kevin D Frick
- Carey Business School, Johns Hopkins University, Baltimore, MD, USA
| | - David S Friedman
- Massachusetts Eye and Ear, Harvard Ophthalmology, Harvard Medical School, Boston, MA, USA
| | - João M Furtado
- Ribeirão Preto Medical School, University of São Paulo, São Paulo, Brazil
| | | | - Stephen Gichuhi
- Department of Ophthalmology, University of Nairobi, Nairobi, Kenya
| | | | - Reeta Gurung
- Tilganga Institute of Ophthalmology, Kathmandu, Nepal
| | - Esmael Habtamu
- International Centre for Eye Health, London School of Hygiene & Tropical Medicine, London, UK; Eyu-Ethiopia Eye Health Research, Training, and Service Centre, Bahirdar, Ethiopia
| | - Peter Holland
- International Agency for the Prevention of Blindness, London, UK
| | - Jost B Jonas
- Institute of Clinical and Scientific Ophthalmology and Acupuncture Jonas and Panda, Heidelberg, Germany; Department of Ophthalmology, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany; Institute of Molecular and Clinical Ophthalmology Basel, Basel, Switzerland
| | - Pearse A Keane
- National Institute for Health Research Biomedical Research Centre for Ophthalmology at Moorfields Eye Hospital NHS Foundation Trust and UCL Institute of Ophthalmology, London, UK
| | - Lisa Keay
- School of Optometry and Vision Science, University of New South Wales, Sydney, Australia; George Institute for Global Health, University of New South Wales, Sydney, Australia
| | - Rohit C Khanna
- School of Optometry and Vision Science, University of New South Wales, Sydney, Australia; Gullapalli Pratibha Rao International Centre for Advancement of Rural Eye Care, LV Prasad Eye Institute, Hyderabad, India; Brien Holden Eye Research Centre, LV Prasad Eye Institute, Hyderabad, India
| | - Peng Tee Khaw
- National Institute for Health Research Biomedical Research Centre for Ophthalmology at Moorfields Eye Hospital NHS Foundation Trust and UCL Institute of Ophthalmology, London, UK
| | - Hannah Kuper
- International Centre for Evidence in Disability, London School of Hygiene & Tropical Medicine, London, UK
| | - Fatima Kyari
- International Centre for Eye Health, London School of Hygiene & Tropical Medicine, London, UK; College of Health Sciences, University of Abuja, Abuja, Nigeria
| | - Van C Lansingh
- Instituto Mexicano de Oftalmologia, Queretaro, Mexico; Centro Mexicano de Salud Visual Preventiva, Mexico City, Mexico; Help Me See, New York, NY, USA
| | - Islay Mactaggart
- International Centre for Eye Health, London School of Hygiene & Tropical Medicine, London, UK; International Centre for Evidence in Disability, London School of Hygiene & Tropical Medicine, London, UK
| | - Milka M Mafwiri
- Department of Ophthalmology, Muhimbili University of Health and Allied Sciences, Dar es Salaam, Tanzania
| | | | - Ian McCormick
- International Centre for Eye Health, London School of Hygiene & Tropical Medicine, London, UK
| | - Priya Morjaria
- International Centre for Eye Health, London School of Hygiene & Tropical Medicine, London, UK
| | - Lizette Mowatt
- University Hospital of the West Indies, Kingston, Jamaica
| | - Debbie Muirhead
- The Fred Hollows Foundation, Melbourne, Australia; Nossal Institute for Global Health, University of Melbourne, Melbourne, VIC, Australia
| | - Gudlavalleti V S Murthy
- International Centre for Eye Health, London School of Hygiene & Tropical Medicine, London, UK; Indian Institute of Public Health, Hyderabad, India
| | - Nyawira Mwangi
- International Centre for Eye Health, London School of Hygiene & Tropical Medicine, London, UK; Kenya Medical Training College, Nairobi, Kenya
| | - Daksha B Patel
- International Centre for Eye Health, London School of Hygiene & Tropical Medicine, London, UK
| | - Tunde Peto
- Centre for Public Health, Queen's University Belfast, Belfast, UK
| | | | - Solange R Salomão
- Departamento de Oftalmologia e Ciências Visuais, Escola Paulista de Medicina, Universidade Federal de São Paulo, São Paulo, Brazil
| | | | - Bernadetha R Shilio
- Department of Curative Services, Ministry of Health Community Development, Gender, Elderly, and Children, Dodoma, Tanzania
| | - Anthony W Solomon
- Department of Control of Neglected Tropical Diseases, WHO, Geneva, Switzerland
| | - Bonnielin K Swenor
- Dana Center for Preventive Ophthalmology, Wilmer Eye Institute, Johns Hopkins University, Baltimore, MD, USA; Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, USA
| | - Hugh R Taylor
- Melbourne School of Population and Global Health, University of Melbourne, Melbourne, VIC, Australia
| | - Ningli Wang
- Beijing Institute of Ophthalmology, Beijing Tongren Eye Center, Beijing Tongren Hospital, Capital Medical University, Beijing, China; Beijing Ophthalmology and Visual Sciences Key Laboratory, Beijing, China
| | - Aubrey Webson
- Permanent Mission of Antigua and Barbuda to the United Nation, New York, NY, USA
| | - Sheila K West
- Dana Center for Preventive Ophthalmology, Wilmer Eye Institute, Johns Hopkins University, Baltimore, MD, USA
| | - Tien Yin Wong
- Singapore Eye Research Institute, Singapore National Eye Center, Singapore; Duke-NUS Medical School, Singapore
| | - Richard Wormald
- International Centre for Eye Health, London School of Hygiene & Tropical Medicine, London, UK; National Institute for Health Research Biomedical Research Centre for Ophthalmology at Moorfields Eye Hospital NHS Foundation Trust and UCL Institute of Ophthalmology, London, UK
| | | | - Mayinuer Yusufu
- Beijing Institute of Ophthalmology, Beijing Tongren Eye Center, Beijing Tongren Hospital, Capital Medical University, Beijing, China; Beijing Ophthalmology and Visual Sciences Key Laboratory, Beijing, China
| | | | - Serge Resnikoff
- School of Optometry and Vision Science, University of New South Wales, Sydney, Australia; Brien Holden Vision Institute, University of New South of Wales, Sydney, Australia
| | | | - Clare E Gilbert
- International Centre for Eye Health, London School of Hygiene & Tropical Medicine, London, UK
| | - Allen Foster
- International Centre for Eye Health, London School of Hygiene & Tropical Medicine, London, UK
| | - Hannah B Faal
- Department of Ophthalmology, University of Calabar, Calabar, Nigeria; Africa Vision Research Institute, Durban, South Africa
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8
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Tognetto D, Brézin AP, Cummings AB, Malyugin BE, Evren Kemer O, Prieto I, Rejdak R, Teus MA, Törnblom R, Toro MD, Vinciguerra AL, Giglio R, De Giacinto C. Rethinking Elective Cataract Surgery Diagnostics, Assessments, and Tools after the COVID-19 Pandemic Experience and Beyond: Insights from the EUROCOVCAT Group. Diagnostics (Basel) 2020; 10:E1035. [PMID: 33276612 PMCID: PMC7761628 DOI: 10.3390/diagnostics10121035] [Citation(s) in RCA: 32] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2020] [Revised: 11/21/2020] [Accepted: 12/01/2020] [Indexed: 01/08/2023] Open
Abstract
The progressive deterioration of the visual function in patients on waiting lists for cataract surgery has a negative impact on their quality of life, especially in the elderly population. Patient waiting times for cataract surgeries in many healthcare settings have increased recently due to the prolonged stop or slowdown of elective cataract surgery as a result of coronavirus disease 19 (COVID-19). The aim of this review is to highlight the impact of such a "de-prioritization" of cataract surgery and to summarize some critical issues and useful hints on how to reorganize cataract pathways, with a special focus on perioperative diagnostic tools during the recovery phase and beyond. The experiences of a group of surgeons originating from nine different countries, named the European COVID-19 Cataract Group (EUROCOVCAT), have been combined with the literature and recommendations from scientific ophthalmic societies and healthcare institutions. Key considerations for elective cataract surgery should include the reduction of the number of unnecessary visits and examinations, adoption of precautionary measures, and implementation of telemedicine instruments. New strategies should be adopted to provide an adequate level of assistance and to guarantee safety conditions. Flexibility will be the watchword and regular updates would be necessary following scientific insights and the development of the pandemic.
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Affiliation(s)
- Daniele Tognetto
- Eye Clinic, Department of Medicine, Surgery and Health Sciences, University of Trieste, 34134 Trieste, Italy; (A.L.V.); (R.G.); (C.D.G.)
| | | | | | - Boris E. Malyugin
- S. Fyodorov Eye Microsurgery Federal State Institution, Russian Federation, 127486 Moscow, Russia;
| | - Ozlem Evren Kemer
- University of Health Sciences, Ankara City Hospital, 06800 Ankara, Turkey;
| | - Isabel Prieto
- Department of Ophthalmology, Fernando Fonseca Hospital, 2720-276 Amadora, Portugal;
| | - Robert Rejdak
- Department of General Ophthalmology, Medical University of Lublin, 20-079 Lublin, Poland;
| | - Miguel A. Teus
- Department of Ophthalmology, University of Alcalá, 28802 Madrid, Spain;
| | - Riikka Törnblom
- Department of Ophthalmology, TYKS Hospital, 20521 Turku, Finland;
| | - Mario D. Toro
- Department of General Ophthalmology, Medical University of Lublin, 20-079 Lublin, Poland;
- Faculty of Medical Sciences, Collegium Medicum, Cardinal Stefan Wyszyński University, 01-815 Warsaw, Poland
- Department of Ophthalmology, University Hospital of Zürich, University of Zürich, 8091 Zürich, Switzerland
| | - Alex L. Vinciguerra
- Eye Clinic, Department of Medicine, Surgery and Health Sciences, University of Trieste, 34134 Trieste, Italy; (A.L.V.); (R.G.); (C.D.G.)
| | - Rosa Giglio
- Eye Clinic, Department of Medicine, Surgery and Health Sciences, University of Trieste, 34134 Trieste, Italy; (A.L.V.); (R.G.); (C.D.G.)
| | - Chiara De Giacinto
- Eye Clinic, Department of Medicine, Surgery and Health Sciences, University of Trieste, 34134 Trieste, Italy; (A.L.V.); (R.G.); (C.D.G.)
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