1. CRISIS AFAR: an international collaborative study of the impact of the COVID-19 pandemic on mental health and service access in youth with autism and neurodevelopmental conditions.
- Author
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Vibert, Bethany, Vibert, Bethany, Segura, Patricia, Gallagher, Louise, Georgiades, Stelios, Pervanidou, Panagiota, Thurm, Audrey, Alexander, Lindsay, Anagnostou, Evdokia, Aoki, Yuta, Birken, Catherine S, Bishop, Somer L, Boi, Jessica, Bravaccio, Carmela, Brentani, Helena, Canevini, Paola, Carta, Alessandra, Charach, Alice, Costantino, Antonella, Cost, Katherine T, Cravo, Elaine A, Crosbie, Jennifer, Davico, Chiara, Donno, Federica, Fujino, Junya, Gabellone, Alessandra, Geyer, Cristiane T, Hirota, Tomoya, Kanne, Stephen, Kawashima, Makiko, Kelley, Elizabeth, Kim, Hosanna, Kim, Young Shin, Kim, So Hyun, Korczak, Daphne J, Lai, Meng-Chuan, Margari, Lucia, Marzulli, Lucia, Masi, Gabriele, Mazzone, Luigi, McGrath, Jane, Monga, Suneeta, Morosini, Paola, Nakajima, Shinichiro, Narzisi, Antonio, Nicolson, Rob, Nikolaidis, Aki, Noda, Yoshihiro, Nowell, Kerri, Polizzi, Miriam, Portolese, Joana, Riccio, Maria Pia, Saito, Manabu, Schwartz, Ida, Simhal, Anish K, Siracusano, Martina, Sotgiu, Stefano, Stroud, Jacob, Sumiya, Fernando, Tachibana, Yoshiyuki, Takahashi, Nicole, Takahashi, Riina, Tamon, Hiroki, Tancredi, Raffaella, Vitiello, Benedetto, Zuddas, Alessandro, Leventhal, Bennett, Merikangas, Kathleen, Milham, Michael P, Di Martino, Adriana, Vibert, Bethany, Vibert, Bethany, Segura, Patricia, Gallagher, Louise, Georgiades, Stelios, Pervanidou, Panagiota, Thurm, Audrey, Alexander, Lindsay, Anagnostou, Evdokia, Aoki, Yuta, Birken, Catherine S, Bishop, Somer L, Boi, Jessica, Bravaccio, Carmela, Brentani, Helena, Canevini, Paola, Carta, Alessandra, Charach, Alice, Costantino, Antonella, Cost, Katherine T, Cravo, Elaine A, Crosbie, Jennifer, Davico, Chiara, Donno, Federica, Fujino, Junya, Gabellone, Alessandra, Geyer, Cristiane T, Hirota, Tomoya, Kanne, Stephen, Kawashima, Makiko, Kelley, Elizabeth, Kim, Hosanna, Kim, Young Shin, Kim, So Hyun, Korczak, Daphne J, Lai, Meng-Chuan, Margari, Lucia, Marzulli, Lucia, Masi, Gabriele, Mazzone, Luigi, McGrath, Jane, Monga, Suneeta, Morosini, Paola, Nakajima, Shinichiro, Narzisi, Antonio, Nicolson, Rob, Nikolaidis, Aki, Noda, Yoshihiro, Nowell, Kerri, Polizzi, Miriam, Portolese, Joana, Riccio, Maria Pia, Saito, Manabu, Schwartz, Ida, Simhal, Anish K, Siracusano, Martina, Sotgiu, Stefano, Stroud, Jacob, Sumiya, Fernando, Tachibana, Yoshiyuki, Takahashi, Nicole, Takahashi, Riina, Tamon, Hiroki, Tancredi, Raffaella, Vitiello, Benedetto, Zuddas, Alessandro, Leventhal, Bennett, Merikangas, Kathleen, Milham, Michael P, and Di Martino, Adriana
- Abstract
BackgroundHeterogeneous mental health outcomes during the COVID-19 pandemic are documented in the general population. Such heterogeneity has not been systematically assessed in youth with autism spectrum disorder (ASD) and related neurodevelopmental disorders (NDD). To identify distinct patterns of the pandemic impact and their predictors in ASD/NDD youth, we focused on pandemic-related changes in symptoms and access to services.MethodsUsing a naturalistic observational design, we assessed parent responses on the Coronavirus Health and Impact Survey Initiative (CRISIS) Adapted For Autism and Related neurodevelopmental conditions (AFAR). Cross-sectional AFAR data were aggregated across 14 European and North American sites yielding a clinically well-characterized sample of N = 1275 individuals with ASD/NDD (age = 11.0 ± 3.6 years; n females = 277). To identify subgroups with differential outcomes, we applied hierarchical clustering across eleven variables measuring changes in symptoms and access to services. Then, random forest classification assessed the importance of socio-demographics, pre-pandemic service rates, clinical severity of ASD-associated symptoms, and COVID-19 pandemic experiences/environments in predicting the outcome subgroups.ResultsClustering revealed four subgroups. One subgroup-broad symptom worsening only (20%)-included youth with worsening across a range of symptoms but with service disruptions similar to the average of the aggregate sample. The other three subgroups were, relatively, clinically stable but differed in service access: primarily modified services (23%), primarily lost services (6%), and average services/symptom changes (53%). Distinct combinations of a set of pre-pandemic services, pandemic environment (e.g., COVID-19 new cases, restrictions), experiences (e.g., COVID-19 Worries), and age predicted each outcome subgroup.LimitationsNotable limitations of the study are its cross-sectional nature and focus on the first six months
- Published
- 2023