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Brooks JD, Arneja J, Fu L, Saxena FE, Tu K, Pinzaru VB, Anagnostou E, Nylen K, Saunders NR, Lu H, McLaughlin J, Bronskill SE. Assessing the validity of administrative health data for the identification of children and youth with autism spectrum disorder in Ontario. Autism Res 2021; 14:1037-1045. [PMID: 33694293 PMCID: PMC8252648 DOI: 10.1002/aur.2491] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2020] [Accepted: 02/10/2021] [Indexed: 12/28/2022]
Abstract
Population‐level identification of children and youth with ASD is essential for surveillance and planning for required services. The objective of this study was to develop and validate an algorithm for the identification of children and youth with ASD using administrative health data. In this retrospective validation study, we linked an electronic medical record (EMR)‐based reference standard, consisting 10,000 individuals aged 1–24 years, including 112 confirmed ASD cases to Ontario administrative health data, for the testing of multiple case‐finding algorithms. Sensitivity, specificity, positive predictive value (PPV), negative predictive value (NPV), and corresponding 95% confidence intervals (CI) were calculated for each algorithm. The optimal algorithm was validated in three external cohorts representing family practice, education, and specialized clinical settings. The optimal algorithm included an ASD diagnostic code for a single hospital discharge or emergency department visit or outpatient surgery, or three ASD physician billing codes in 3 years. This algorithm's sensitivity was 50.0% (95%CI 40.7–88.7%), specificity 99.6% (99.4–99.7), PPV 56.6% (46.8–66.3), and NPV 99.4% (99.3–99.6). The results of this study illustrate limitations and need for cautious interpretation when using administrative health data alone for the identification of children and youth with ASD. Lay Summary We tested algorithms (set of rules) to identify young people with ASD using routinely collected administrative health data. Even the best algorithm misses more than half of those in Ontario with ASD. To understand this better, we tested how well the algorithm worked in different settings (family practice, education, and specialized clinics). The identification of individuals with ASD at a population level is essential for planning for support services and the allocation of resources. Autism Res 2021, 14: 1037–1045. © 2021 The Authors. Autism Research published by International Society for Autism Research published by Wiley Periodicals LLC.
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Affiliation(s)
- Jennifer D Brooks
- Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
| | - Jasleen Arneja
- Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
| | - Longdi Fu
- ICES, G1 06, Toronto, Ontario, Canada
| | | | - Karen Tu
- North York General Hospital, Toronto Western Hospital Family Health Team-University Health Network, Toronto, Ontario, Canada.,Department of Family and Community Medicine, University of Toronto, Toronto, Ontario, Canada
| | | | - Evdokia Anagnostou
- Holland Bloorview Kids Rehabilitation Hospital, Toronto, Ontario, Canada.,Department of Pediatrics, University of Toronto, Toronto, Ontario, Canada
| | - Kirk Nylen
- Ontario Brain Institute, Toronto, Ontario, Canada.,Department of Pharmacology and Toxicology, University of Toronto, Toronto, Ontario, Canada
| | - Natasha R Saunders
- Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada.,ICES, G1 06, Toronto, Ontario, Canada.,Department of Pediatrics, University of Toronto, Toronto, Ontario, Canada.,Department of Pediatric Medicine, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Hong Lu
- ICES, G1 06, Toronto, Ontario, Canada
| | - John McLaughlin
- Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
| | - Susan E Bronskill
- Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada.,ICES, G1 06, Toronto, Ontario, Canada
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Balogh R, Leonard H, Bourke J, Brameld K, Downs J, Hansen M, Glasson E, Lin E, Lloyd M, Lunsky Y, O'Donnell M, Shooshtari S, Wong K, Krahn G. Data Linkage: Canadian and Australian Perspectives on a Valuable Methodology for Intellectual and Developmental Disability Research. INTELLECTUAL AND DEVELOPMENTAL DISABILITIES 2019; 57:439-462. [PMID: 31568733 DOI: 10.1352/1934-9556-57.5.439] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Data linkage holds great promise for generating new information about people with intellectual and developmental disabilities (IDD) as a population, yet few centers have developed the infrastructure to utilize this methodology. Two examples, from Canada and Australia, describe their efforts in building data linkage capabilities, and how linked databases can be used to identify persons with IDD and used for population-based research. The value of data linkage is illustrated through new estimates of prevalence of IDD; health service utilization patterns; associations with sociodemographic characteristics, and with physical and mental health conditions (e.g., chronic diseases, injury, fertility, and depression); and findings on equity in medical treatments. Examples are provided of findings used for governmental policy and program planning.
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Affiliation(s)
- Robert Balogh
- Robert Balogh, Ontario Tech University, Oshawa, Ontario, Canada; Helen Leonard and Jenny Bourke, Telethon Kids Institute, The University of Western Australia, Perth; Kate Brameld, Curtin University, Perth, Western Australia; Jenny Downs, Michele Hansen, and Emma Glasson, Telethon Kids Institute, The University of Western Australia, Perth; Elizabeth Lin, Centre for Addiction and Mental Health, Toronto, Ontario, Canada; Meghann Lloyd, Ontario Tech University, Oshawa, Ontario, Canada; Yona Lunsky, Centre for Addiction and Mental Health, Toronto, Ontario, Canada; Melissa O'Donnell, Telethon Kids Institute, The University of Western Australia, Perth; Shahin Shooshtari, University of Manitoba, Winnipeg, Manitoba, Canada; Kingsley Wong, Telethon Kids Institute, The University of Western Australia, Perth; and Gloria Krahn, Oregon State University, Corvallis
| | - Helen Leonard
- Robert Balogh, Ontario Tech University, Oshawa, Ontario, Canada; Helen Leonard and Jenny Bourke, Telethon Kids Institute, The University of Western Australia, Perth; Kate Brameld, Curtin University, Perth, Western Australia; Jenny Downs, Michele Hansen, and Emma Glasson, Telethon Kids Institute, The University of Western Australia, Perth; Elizabeth Lin, Centre for Addiction and Mental Health, Toronto, Ontario, Canada; Meghann Lloyd, Ontario Tech University, Oshawa, Ontario, Canada; Yona Lunsky, Centre for Addiction and Mental Health, Toronto, Ontario, Canada; Melissa O'Donnell, Telethon Kids Institute, The University of Western Australia, Perth; Shahin Shooshtari, University of Manitoba, Winnipeg, Manitoba, Canada; Kingsley Wong, Telethon Kids Institute, The University of Western Australia, Perth; and Gloria Krahn, Oregon State University, Corvallis
| | - Jenny Bourke
- Robert Balogh, Ontario Tech University, Oshawa, Ontario, Canada; Helen Leonard and Jenny Bourke, Telethon Kids Institute, The University of Western Australia, Perth; Kate Brameld, Curtin University, Perth, Western Australia; Jenny Downs, Michele Hansen, and Emma Glasson, Telethon Kids Institute, The University of Western Australia, Perth; Elizabeth Lin, Centre for Addiction and Mental Health, Toronto, Ontario, Canada; Meghann Lloyd, Ontario Tech University, Oshawa, Ontario, Canada; Yona Lunsky, Centre for Addiction and Mental Health, Toronto, Ontario, Canada; Melissa O'Donnell, Telethon Kids Institute, The University of Western Australia, Perth; Shahin Shooshtari, University of Manitoba, Winnipeg, Manitoba, Canada; Kingsley Wong, Telethon Kids Institute, The University of Western Australia, Perth; and Gloria Krahn, Oregon State University, Corvallis
| | - Kate Brameld
- Robert Balogh, Ontario Tech University, Oshawa, Ontario, Canada; Helen Leonard and Jenny Bourke, Telethon Kids Institute, The University of Western Australia, Perth; Kate Brameld, Curtin University, Perth, Western Australia; Jenny Downs, Michele Hansen, and Emma Glasson, Telethon Kids Institute, The University of Western Australia, Perth; Elizabeth Lin, Centre for Addiction and Mental Health, Toronto, Ontario, Canada; Meghann Lloyd, Ontario Tech University, Oshawa, Ontario, Canada; Yona Lunsky, Centre for Addiction and Mental Health, Toronto, Ontario, Canada; Melissa O'Donnell, Telethon Kids Institute, The University of Western Australia, Perth; Shahin Shooshtari, University of Manitoba, Winnipeg, Manitoba, Canada; Kingsley Wong, Telethon Kids Institute, The University of Western Australia, Perth; and Gloria Krahn, Oregon State University, Corvallis
| | - Jenny Downs
- Robert Balogh, Ontario Tech University, Oshawa, Ontario, Canada; Helen Leonard and Jenny Bourke, Telethon Kids Institute, The University of Western Australia, Perth; Kate Brameld, Curtin University, Perth, Western Australia; Jenny Downs, Michele Hansen, and Emma Glasson, Telethon Kids Institute, The University of Western Australia, Perth; Elizabeth Lin, Centre for Addiction and Mental Health, Toronto, Ontario, Canada; Meghann Lloyd, Ontario Tech University, Oshawa, Ontario, Canada; Yona Lunsky, Centre for Addiction and Mental Health, Toronto, Ontario, Canada; Melissa O'Donnell, Telethon Kids Institute, The University of Western Australia, Perth; Shahin Shooshtari, University of Manitoba, Winnipeg, Manitoba, Canada; Kingsley Wong, Telethon Kids Institute, The University of Western Australia, Perth; and Gloria Krahn, Oregon State University, Corvallis
| | - Michele Hansen
- Robert Balogh, Ontario Tech University, Oshawa, Ontario, Canada; Helen Leonard and Jenny Bourke, Telethon Kids Institute, The University of Western Australia, Perth; Kate Brameld, Curtin University, Perth, Western Australia; Jenny Downs, Michele Hansen, and Emma Glasson, Telethon Kids Institute, The University of Western Australia, Perth; Elizabeth Lin, Centre for Addiction and Mental Health, Toronto, Ontario, Canada; Meghann Lloyd, Ontario Tech University, Oshawa, Ontario, Canada; Yona Lunsky, Centre for Addiction and Mental Health, Toronto, Ontario, Canada; Melissa O'Donnell, Telethon Kids Institute, The University of Western Australia, Perth; Shahin Shooshtari, University of Manitoba, Winnipeg, Manitoba, Canada; Kingsley Wong, Telethon Kids Institute, The University of Western Australia, Perth; and Gloria Krahn, Oregon State University, Corvallis
| | - Emma Glasson
- Robert Balogh, Ontario Tech University, Oshawa, Ontario, Canada; Helen Leonard and Jenny Bourke, Telethon Kids Institute, The University of Western Australia, Perth; Kate Brameld, Curtin University, Perth, Western Australia; Jenny Downs, Michele Hansen, and Emma Glasson, Telethon Kids Institute, The University of Western Australia, Perth; Elizabeth Lin, Centre for Addiction and Mental Health, Toronto, Ontario, Canada; Meghann Lloyd, Ontario Tech University, Oshawa, Ontario, Canada; Yona Lunsky, Centre for Addiction and Mental Health, Toronto, Ontario, Canada; Melissa O'Donnell, Telethon Kids Institute, The University of Western Australia, Perth; Shahin Shooshtari, University of Manitoba, Winnipeg, Manitoba, Canada; Kingsley Wong, Telethon Kids Institute, The University of Western Australia, Perth; and Gloria Krahn, Oregon State University, Corvallis
| | - Elizabeth Lin
- Robert Balogh, Ontario Tech University, Oshawa, Ontario, Canada; Helen Leonard and Jenny Bourke, Telethon Kids Institute, The University of Western Australia, Perth; Kate Brameld, Curtin University, Perth, Western Australia; Jenny Downs, Michele Hansen, and Emma Glasson, Telethon Kids Institute, The University of Western Australia, Perth; Elizabeth Lin, Centre for Addiction and Mental Health, Toronto, Ontario, Canada; Meghann Lloyd, Ontario Tech University, Oshawa, Ontario, Canada; Yona Lunsky, Centre for Addiction and Mental Health, Toronto, Ontario, Canada; Melissa O'Donnell, Telethon Kids Institute, The University of Western Australia, Perth; Shahin Shooshtari, University of Manitoba, Winnipeg, Manitoba, Canada; Kingsley Wong, Telethon Kids Institute, The University of Western Australia, Perth; and Gloria Krahn, Oregon State University, Corvallis
| | - Meghann Lloyd
- Robert Balogh, Ontario Tech University, Oshawa, Ontario, Canada; Helen Leonard and Jenny Bourke, Telethon Kids Institute, The University of Western Australia, Perth; Kate Brameld, Curtin University, Perth, Western Australia; Jenny Downs, Michele Hansen, and Emma Glasson, Telethon Kids Institute, The University of Western Australia, Perth; Elizabeth Lin, Centre for Addiction and Mental Health, Toronto, Ontario, Canada; Meghann Lloyd, Ontario Tech University, Oshawa, Ontario, Canada; Yona Lunsky, Centre for Addiction and Mental Health, Toronto, Ontario, Canada; Melissa O'Donnell, Telethon Kids Institute, The University of Western Australia, Perth; Shahin Shooshtari, University of Manitoba, Winnipeg, Manitoba, Canada; Kingsley Wong, Telethon Kids Institute, The University of Western Australia, Perth; and Gloria Krahn, Oregon State University, Corvallis
| | - Yona Lunsky
- Robert Balogh, Ontario Tech University, Oshawa, Ontario, Canada; Helen Leonard and Jenny Bourke, Telethon Kids Institute, The University of Western Australia, Perth; Kate Brameld, Curtin University, Perth, Western Australia; Jenny Downs, Michele Hansen, and Emma Glasson, Telethon Kids Institute, The University of Western Australia, Perth; Elizabeth Lin, Centre for Addiction and Mental Health, Toronto, Ontario, Canada; Meghann Lloyd, Ontario Tech University, Oshawa, Ontario, Canada; Yona Lunsky, Centre for Addiction and Mental Health, Toronto, Ontario, Canada; Melissa O'Donnell, Telethon Kids Institute, The University of Western Australia, Perth; Shahin Shooshtari, University of Manitoba, Winnipeg, Manitoba, Canada; Kingsley Wong, Telethon Kids Institute, The University of Western Australia, Perth; and Gloria Krahn, Oregon State University, Corvallis
| | - Melissa O'Donnell
- Robert Balogh, Ontario Tech University, Oshawa, Ontario, Canada; Helen Leonard and Jenny Bourke, Telethon Kids Institute, The University of Western Australia, Perth; Kate Brameld, Curtin University, Perth, Western Australia; Jenny Downs, Michele Hansen, and Emma Glasson, Telethon Kids Institute, The University of Western Australia, Perth; Elizabeth Lin, Centre for Addiction and Mental Health, Toronto, Ontario, Canada; Meghann Lloyd, Ontario Tech University, Oshawa, Ontario, Canada; Yona Lunsky, Centre for Addiction and Mental Health, Toronto, Ontario, Canada; Melissa O'Donnell, Telethon Kids Institute, The University of Western Australia, Perth; Shahin Shooshtari, University of Manitoba, Winnipeg, Manitoba, Canada; Kingsley Wong, Telethon Kids Institute, The University of Western Australia, Perth; and Gloria Krahn, Oregon State University, Corvallis
| | - Shahin Shooshtari
- Robert Balogh, Ontario Tech University, Oshawa, Ontario, Canada; Helen Leonard and Jenny Bourke, Telethon Kids Institute, The University of Western Australia, Perth; Kate Brameld, Curtin University, Perth, Western Australia; Jenny Downs, Michele Hansen, and Emma Glasson, Telethon Kids Institute, The University of Western Australia, Perth; Elizabeth Lin, Centre for Addiction and Mental Health, Toronto, Ontario, Canada; Meghann Lloyd, Ontario Tech University, Oshawa, Ontario, Canada; Yona Lunsky, Centre for Addiction and Mental Health, Toronto, Ontario, Canada; Melissa O'Donnell, Telethon Kids Institute, The University of Western Australia, Perth; Shahin Shooshtari, University of Manitoba, Winnipeg, Manitoba, Canada; Kingsley Wong, Telethon Kids Institute, The University of Western Australia, Perth; and Gloria Krahn, Oregon State University, Corvallis
| | - Kingsley Wong
- Robert Balogh, Ontario Tech University, Oshawa, Ontario, Canada; Helen Leonard and Jenny Bourke, Telethon Kids Institute, The University of Western Australia, Perth; Kate Brameld, Curtin University, Perth, Western Australia; Jenny Downs, Michele Hansen, and Emma Glasson, Telethon Kids Institute, The University of Western Australia, Perth; Elizabeth Lin, Centre for Addiction and Mental Health, Toronto, Ontario, Canada; Meghann Lloyd, Ontario Tech University, Oshawa, Ontario, Canada; Yona Lunsky, Centre for Addiction and Mental Health, Toronto, Ontario, Canada; Melissa O'Donnell, Telethon Kids Institute, The University of Western Australia, Perth; Shahin Shooshtari, University of Manitoba, Winnipeg, Manitoba, Canada; Kingsley Wong, Telethon Kids Institute, The University of Western Australia, Perth; and Gloria Krahn, Oregon State University, Corvallis
| | - Gloria Krahn
- Robert Balogh, Ontario Tech University, Oshawa, Ontario, Canada; Helen Leonard and Jenny Bourke, Telethon Kids Institute, The University of Western Australia, Perth; Kate Brameld, Curtin University, Perth, Western Australia; Jenny Downs, Michele Hansen, and Emma Glasson, Telethon Kids Institute, The University of Western Australia, Perth; Elizabeth Lin, Centre for Addiction and Mental Health, Toronto, Ontario, Canada; Meghann Lloyd, Ontario Tech University, Oshawa, Ontario, Canada; Yona Lunsky, Centre for Addiction and Mental Health, Toronto, Ontario, Canada; Melissa O'Donnell, Telethon Kids Institute, The University of Western Australia, Perth; Shahin Shooshtari, University of Manitoba, Winnipeg, Manitoba, Canada; Kingsley Wong, Telethon Kids Institute, The University of Western Australia, Perth; and Gloria Krahn, Oregon State University, Corvallis
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