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Providing a parent-administered outcome measure in a bilingual family of a father and a mother of two adolescents with ASD: brief report.
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In: Developmental neurorehabilitation, vol 25, iss 2 (2022)
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Utilising a systematic review-based approach to create a database of individual participant data for meta- and network meta-analyses: The RELEASE database of aphasia after stroke
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In: Research outputs 2014 to 2021 (2022)
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Investigation of the implementation of a communication enhanced environment model on an acute/slow stream rehabilitation and a rehabilitation ward: A before-and-after pilot study
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In: Research outputs 2014 to 2021 (2022)
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On the benefits of speech-language therapy for cleft lip and/or palate (Sand et al., 2022) ...
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On the benefits of speech-language therapy for cleft lip and/or palate (Sand et al., 2022) ...
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Digits in noise test to assess intervention outcomes: scope review ...
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Understanding the implementation of telepractice in speech and language services for children and adults using a mixed-methods approach ...
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Automated recognition of functioning, activity and participation in COVID-19 from electronic patient records by natural language processing: a proof- of- concept
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Meskers, Carel G. M.; van der Veen, Sabina; Kim, Jenia; Meskers, Caroline J. W.; Smit, Quirine T. S.; Verkijk, Stella; Geleijn, Edwin; Widdershoven, Guy A. M.; Vossen, Piek T. J. M.; van der Leeden, Marike
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In: Ann Med (2022)
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Abstract:
PURPOSE: To address the feasibility, reliability and internal validity of natural language processing (NLP) for automated functional assessment of hospitalised COVID-19 patients in key International Classification of Functioning, Disability and Health (ICF) categories and levels from unstructured text in electronic health records (EHR) from a large teaching hospital. MATERIALS AND METHODS: Eight human annotators assigned four ICF categories to relevant sentences: Emotional functions, Exercise tolerance, Walking and Moving, Work and Employment and their ICF levels (Functional Ambulation Categories for Walking and Moving, metabolic equivalents for Exercise tolerance). A linguistic neural network-based model was trained on 80% of the annotated sentences; inter-annotator agreement (IAA, Cohen’s kappa), a weighted score of precision and recall (F1) and RMSE for level detection were assessed for the remaining 20%. RESULTS: In total 4112 sentences of non-COVID-19 and 1061 of COVID-19 patients were annotated. Average IAA was 0.81; F1 scores were 0.7 for Walking and Moving and Emotional functions; RMSE for Walking and Moving (5- level scale) was 1.17 for COVID-19 patients. CONCLUSION: Using a limited amount of annotated EHR sentences, a proof-of-concept was obtained for automated functional assessment of COVID-19 patients in ICF categories and levels. This allows for instantaneous assessment of the functional consequences of new diseases like COVID-19 for large numbers of patients. KEY MESSAGES: 1. Hospitalised Covid-19 survivors may persistently suffer from low physical and mental functioning and a reduction in overall quality of life requiring appropriate and personalised rehabilitation strategies. 2. For this, assessment of functioning within multiple domains and categories of the International Classification of Function is required, which is cumbersome using structured data. 3. We show a proof-of-concept using Natural Language Processing techniques to automatically derive the aforementioned information from free-text notes within the Electronic Health Record of a large academic teaching hospital.
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Keyword:
Physical Medicine & Rehabilitation
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URL: http://www.ncbi.nlm.nih.gov/pubmed/35040376
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC8774059/
https://doi.org/10.1080/07853890.2021.2025418
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Providing a parent-administered outcome measure in a bilingual family of a father and a mother of two adolescents with ASD: brief report.
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Characterization of neuropsychomotor and language development of children receiving care from groups at an extended Family Health Care Center: an interprofessional approach ...
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Characterization of neuropsychomotor and language development of children receiving care from groups at an extended Family Health Care Center: an interprofessional approach ...
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The cross-cultural appropriateness of patient-reported outcome measures used in Occupational Therapy in Australia: a scoping review protocol. ...
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Telehealth in school-based health services: A scoping review protocol ...
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The language aspects of children with high abilities/giftedness: an integrative literature review ...
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The language aspects of children with high abilities/giftedness: an integrative literature review ...
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Multidisciplinary team perception of physical therapists in emergency rooms in hospital in the inland area of the capital city of Rio Grande do Sul ...
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