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1.
Value Health ; 27(2): 247-264, 2024 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-38043710

RESUMO

OBJECTIVES: Attention-deficit/hyperactivity disorder (ADHD) is one of the most common neurodevelopmental disorders in children. This study aims to systematically synthesize the literature on service utilization and costs for children with ADHD. METHODS: The search included 9 databases for peer-reviewed primary studies in English from 2007 to 2023. Two independent reviewers conducted title/abstract and full-text screenings and quality assessment. Meta-analysis was conducted on direct medical costs. RESULTS: Thirty-two studies were included. Children with ADHD have used more pharmaceuticals, mental health, and special education services than children without ADHD (counterparts). Nevertheless, one study found that children with ADHD were twice as likely to have unmet health needs than their counterparts. Annual health system costs per patient were highly varied and higher in children with ADHD ($722-$11 555) than their counterparts ($179-$3646). From a societal perspective, children with ADHD were associated with higher costs ($162-$18 340) than their counterparts ($0-2540). The overall weighted mean direct medical cost was $5319 for children with ADHD compared with $1152 for their counterparts when all studies with different sample sizes were considered together, with the difference being $4167. Limited literature on productivity losses associated with ADHD reported them as a substantial cost. ADHD in children had a "large" effect on the increment of direct medical costs. CONCLUSIONS: ADHD was associated with increased service utilization and costs. However, unmet health needs or underuse among children with ADHD was also evident. Governments should endeavor to improve access to effective services for children with ADHD to mitigate the impact of ADHD.


Assuntos
Transtorno do Deficit de Atenção com Hiperatividade , Criança , Humanos , Transtorno do Deficit de Atenção com Hiperatividade/tratamento farmacológico , Transtorno do Deficit de Atenção com Hiperatividade/economia , Transtorno do Deficit de Atenção com Hiperatividade/terapia , Custos e Análise de Custo , Bases de Dados Factuais , Estresse Financeiro , Assistência Médica , Educação Inclusiva/economia , Serviços de Saúde Mental/economia
2.
JCPP Adv ; 3(3): e12170, 2023 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-37720590

RESUMO

Aims: ADHD (attention-deficit/hyperactivity disorder) affects 5% of children on average. Despite the high need to access services for ADHD treatment, not all children with ADHD utilise healthcare services equally. This study aims to systematically synthesise evidence of equity and equality in health service use/costs and health-related quality of life (HRQoL)/wellbeing of children with ADHD across socioeconomic (SES) classes. Methods: The literature search was conducted across seven databases (Academic Search complete, MEDLINE Complete, PsycINFO, ERIC, Global Health, CINAHL and EconLit). The search was limited to peer-reviewed articles published to 23rd January 2023 in English and focused on children. Study quality was assessed using the Critical Appraisal Skills Program (CASP), Joanna Briggs Institute (JBI) and Mixed Methods Appraisal Tool (MMAT) checklists. Results: 25 out of 1207 articles were eligible for inclusion. The results showed that SES was associated with different types of healthcare utilisation. Only three studies were found on HRQoL/well-being. Children with ADHD from low SES families had lower HRQoL than children from high SES families. Conclusion: This study found that a social gradient exists in both healthcare service use and children's HRQoL among those with ADHD.

3.
Disabil Rehabil ; : 1-9, 2023 May 09.
Artigo em Inglês | MEDLINE | ID: mdl-37158234

RESUMO

PURPOSE: To conduct a systematic review of self- and proxy-report fatigue assessment tools used in studies of people with cerebral palsy (CP) of all ages, and to develop a fatigue assessment tool decision tree for clinicians and researchers. MATERIALS AND METHODS: Five electronic databases (MEDLINE, PsycInfo, CINAHL, Web of Science and Cochrane) were searched to September 2021 to identify studies assessing self-reported fatigue in people with CP of any age. The assessment tools utilised were extracted and two reviewers appraised the tool characteristics, clinical utility and psychometric properties. A decision tree for selecting fatigue assessment tools was constructed. RESULTS: Ten assessment tools were identified across thirty-nine studies, three of which are valid and reliable for assessing fatigue severity and impact in people with CP. A four-level fatigue assessment tool decision tree was constructed. No valid and reliable tool for assessing cognitive fatigue was identified; responsiveness has not been evaluated in any tool for people with CP. CONCLUSIONS: Physical fatigue screening and assessment tools for people with CP are available and are presented in our decision tree, however their utility as outcome measures remains unclear. Cognitive fatigue is understudied and poorly understood, further work is required in this area.


Current measurement tools to screen and assess physical fatigue in people with cerebral palsy (CP) are valid and reliable and are presented in our 4-level decision tree to guide assessment tool selection.The responsiveness of these measurement tools to screen and assess physical fatigue has not been evaluated, therefore their utility as outcome measures in people with CP is unclear.Cognitive fatigue is understudied and poorly understood in people with CP.Valid and reliable tools to assess cognitive fatigue in people with CP are not available.

4.
Autism ; 27(6): 1764-1776, 2023 08.
Artigo em Inglês | MEDLINE | ID: mdl-36597956

RESUMO

LAY ABSTRACT: Despite long wait times, public paediatric developmental assessment services remain crucial for assessment of children. Assessment is a critical opportunity to guide the placement of supports to improve outcomes. There is little research examining how clinical assessment services conduct their assessments, present results and write reports to families. This study examined 85 reports provided to caregivers at a developmental assessment service. Reports were evaluated for whether they (1) addressed caregiver perceived needs, (2) used available data to provide appropriate information about child needs, (3) provided recommendations that were actionable and specific to needs, (4) had appropriate readability levels and (5) followed existing autism assessment guidelines. Findings showed clinicians were more focused on autism diagnostic needs while caregivers were more focused on non-diagnostic needs. Recommendations related to autism diagnoses were actionable, but they rarely addressed comorbidities such as cognitive impairments or mental health. For instance, only 13% of reports contained recommendations for conditions other than autism spectrum disorder, despite 61% of the population receiving two or more diagnoses. Reports largely followed autism assessment guidelines, but the language used was more complex for families than recommended. Recommendations for future practice are provided so that consideration may be given to how to improve the quality and effectiveness of reports for families attending services.


Assuntos
Transtorno do Espectro Autista , Transtorno Autístico , Criança , Humanos , Transtorno do Espectro Autista/psicologia , Cuidadores/psicologia , Transtorno Autístico/epidemiologia , Saúde Mental , Comorbidade
5.
Value Health ; 26(5): 733-741, 2023 05.
Artigo em Inglês | MEDLINE | ID: mdl-36535579

RESUMO

OBJECTIVES: The objective of this study was to compare the concurrent and construct validity, as well as the sensitivity of 5 multiattribute utility instruments (MAUIs), including the Assessment of Quality of Life-6D (AQoL-6D), EQ-5D-Y, Health Utilities Index (HUI)-2 and HUI-3, and the Child Health Utility 9D, 1 generic pediatric quality of life instrument, with 3 routinely collected outcome measures in Australian mental health services (Strengths and Difficulties Questionnaire, Clinical Global Assessment Scale [CGAS] and the Health of the Nation Outcome Scale for Children and Adolescents) in children and adolescents diagnosed of internalizing (eg, anxiety/depression), externalizing (eg, attention deficit hyperactivity disorder/conduct disorders), and trauma/stress related mental disorders. METHODS: A cross-sectional survey of measures, including demographic and basic treatment information, in children/adolescents recruited via 5 child and youth mental health services in Queensland and Victoria, Australia. Measures were either proxy or self-report completed, the CGAS and the Health of the Nation Outcome Scale for Children and Adolescents were clinician completed. RESULTS: The sample included 426 participants and had a mean age of 13.7 years (range 7-18 years). Utilities (as calculated from MAUIs) were generally lower in older adolescents and those with internalizing disorders. All MAUIs and self-reported clinical measures significantly correlated with each other (absolute correlation range 0.40-0.90), with the AQoL-6D showing generally higher levels of correlations. Correlations between the MAUIs and clinician/proxy-reported measures were weak, regardless of diagnosis (absolute correlation range 0.09-0.47). Generally, EQ-5D-Y, HUI-2, and AQoL-6D were more sensitive than Child Health Utility 9D and HUI-3 when distinguishing between different severities according to clinician-assessed CGAS (effect size range 0.17-0.84). CONCLUSIONS: The study showed that the commonly used MAUIs had good concurrent and construct validity compared with routinely used self-complete measures but poor validity when compared with clinician/proxy-completed measures. These findings generally held across different diagnoses.


Assuntos
Saúde Mental , Qualidade de Vida , Humanos , Adolescente , Criança , Qualidade de Vida/psicologia , Nível de Saúde , Inquéritos e Questionários , Análise Custo-Benefício , Estudos Transversais , Austrália , Nucleotidiltransferases , Reprodutibilidade dos Testes
6.
BMJ Open ; 12(11): e064920, 2022 11 23.
Artigo em Inglês | MEDLINE | ID: mdl-36418141

RESUMO

INTRODUCTION: Attention deficit hyperactivity disorder (ADHD) is a neurodevelopmental disorder which affects 5% of children globally. In Australia, it is estimated that 4.1% of children and adolescents have ADHD. While research has examined the treatment and outcomes of children with ADHD attending public mental health services during their time in the public system in Australia, it is not known what treatment they received before and after these treatment episodes, which will provide a more complete understanding of these children's treatment journey. METHODS AND ANALYSIS: We will link clinical data from cohorts of children and adolescents treated in the public child and youth mental health and/or child development services in Brisbane, Melbourne and Sydney to the Medicare Benefits Schedule (MBS), Pharmaceutical Benefits Scheme (PBS) and National Death Index. MBS data will demonstrate the treatment journey with respect to clinicians seen, and treatment episodes from the public health service data sets will be examined to assess if the type and intensity of treatment are related to treatment outcomes. PBS data will reveal all psychotropic medications prescribed, allowing an examination of not just ADHD medications, but also other psychotropics which may indicate co-occurring conditions (eg, anxiety and mood disorders). Statistical analyses will include descriptive statistics to describe the rates of specific medications and clinician specialties seen. Linear and logistic regression will be used to model how treatment and sociodemographic variables relate to routinely collected outcome measures in the public health system while controlling for covarying factors. ETHICS AND DISSEMINATION: This study has been approved by the following institutional ethics committees: (1) Children's Health Queensland Hospital and Health Service (HREC/21/QCHQ/76260), (2) The University of Queensland (2021/HE002143) and (3) The Australian Institute of Health and Welfare (EO2021/4/1300). Findings will be disseminated through peer-reviewed journals, conferences, professional associations and to public mental health services that treat ADHD.


Assuntos
Transtorno do Deficit de Atenção com Hiperatividade , Adolescente , Idoso , Criança , Humanos , Transtorno do Deficit de Atenção com Hiperatividade/tratamento farmacológico , Transtorno do Deficit de Atenção com Hiperatividade/diagnóstico , Austrália , Medicare , Psicotrópicos/uso terapêutico , Sistema de Registros , Estudos Retrospectivos
7.
J Atten Disord ; 26(1): 72-87, 2022 01.
Artigo em Inglês | MEDLINE | ID: mdl-33047627

RESUMO

OBJECTIVE: To determine the financial and non-financial costs of Attention-Deficit/Hyperactivity Disorder (ADHD) across the lifespan. METHOD: The population costs of ADHD in Australia were estimated for the financial year 2018 to 2019 using a prevalence approach to cost estimation across all ages. Financial (healthcare, productivity, education and justice systems, and deadweight losses) and non-financial costs were measured (Disability Adjusted Life Years (DALYs)). RESULTS: The total social and economic cost of ADHD in 2018 to 2019 were US$12.76 billion (range US$8.40 billion to US$17.44 billion, with per person costs of US$15,664 per year). Productivity costs made up 81% of the total financial costs, followed by deadweight losses (11%), and health system costs (4%). Loss in terms of wellbeing was significant (US$5.31 billion). CONCLUSION: There is a need to raise public awareness of the considerable socioeconomic impact and burden of ADHD in order to drive investment and policy decisions that improve identification and treatment of ADHD.


Assuntos
Transtorno do Deficit de Atenção com Hiperatividade , Transtorno do Deficit de Atenção com Hiperatividade/epidemiologia , Efeitos Psicossociais da Doença , Escolaridade , Humanos , Longevidade , Prevalência
8.
CNS Drugs ; 35(7): 769-779, 2021 07.
Artigo em Inglês | MEDLINE | ID: mdl-34283391

RESUMO

BACKGROUND: Children and adolescents with attention deficit hyperactivity disorder (ADHD) are at higher risk of all-cause poisoning by drugs and chemicals (intentional or accidental). Currently, there is limited data on whether medication treatment for ADHD can reduce the risk of all-cause poisoning. METHODS: Patients aged 5-18 years with a methylphenidate (MPH) prescription and an incident poisoning diagnosis between January 2001 and June 2020 were identified from the Hong Kong Clinical Data Analysis and Reporting System. A self-controlled case series study design was used to compare the incidence rate ratios (IRRs) of all-cause poisoning during different risk windows (30 days before the first MPH prescription, exposure periods within 30 days of the first prescription, and periods of subsequent exposure) compared with the reference window (other non-exposure periods). RESULTS: 42,203 patients were prescribed ADHD medication in Hong Kong during the study period. Of these, 417 patients who had both an MPH prescription and poisoning incident recorded were included in the main analysis. Compared with other non-exposed periods, a higher risk of poisoning was found in the 30 days before the first prescription (IRR 2.64, 95% confidence interval [CI] 1.33-5.22) and exposure periods within 30 days of the first prescription (IRR 2.18, 95% CI 1.06-4.48), but not during prolonged exposure. However, compared with 30 days before the first prescription as well as exposure periods within 30 days of the first prescription, there was a lower risk during the subsequent exposure (IRRs 0.49 and 0.60, respectively). Similar results to the main analysis were also found in the subgroup analysis of intentional poisoning and females, but not in that of accidental poisoning and males. CONCLUSIONS: The risk of all-cause poisoning was higher shortly before and after the first MPH prescription and became lower during the subsequent prescription period. Our results do not support an association between the use of MPH and an increased risk of all-cause poisoning in children and adolescents and, in fact, suggest that longer-term use of MPH may be associated with a lower risk of all-cause poisoning, although this latter finding requires further study.


Assuntos
Transtorno do Deficit de Atenção com Hiperatividade , Metilfenidato , Intoxicação , Adolescente , Transtorno do Deficit de Atenção com Hiperatividade/tratamento farmacológico , Transtorno do Deficit de Atenção com Hiperatividade/epidemiologia , Transtorno do Deficit de Atenção com Hiperatividade/psicologia , Estimulantes do Sistema Nervoso Central/administração & dosagem , Estimulantes do Sistema Nervoso Central/efeitos adversos , Criança , Feminino , Hong Kong/epidemiologia , Humanos , Incidência , Masculino , Conduta do Tratamento Medicamentoso/estatística & dados numéricos , Metilfenidato/administração & dosagem , Metilfenidato/efeitos adversos , Intoxicação/diagnóstico , Intoxicação/epidemiologia , Intoxicação/etiologia , Risco Ajustado/métodos , Medição de Risco/métodos , Fatores de Risco
9.
J Am Acad Child Adolesc Psychiatry ; 60(12): 1461-1463, 2021 12.
Artigo em Inglês | MEDLINE | ID: mdl-33454301

RESUMO

There has been much discussion over the past few years about the potential benefits of supplementing traditional approaches to the assessment of mental health problems, which are based largely on reports of symptoms and observed behaviors, with more objective measures. Task-based neurocognitive measures are one of the more obvious approaches that can be considered. Potential tasks include those indexing executive functioning, through its key components: working memory, inhibitory control, set-shifting and planning, and those assessing more basic cognitive functions such as non-executive aspects of memory, processing speed, and response variability. Importantly, it is now becoming clear that the relationships between psychopathology and neurocognitive functioning are more complex than once thought. Neurocognitive deficits in executive and more basic cognitive functioning are seen across a broad range of psychiatric disorders, and although there may be subtle differences in cognitive profile across different disorders, most data support a more transdiagnostic approach.1 There is also considerable within-disorder heterogeneity, meaning that 2 individuals with the same disorder may have very different cognitive profiles.2 Also, although traditional, biologically based, causal models of mental disorders suggest a linear relationship between genetic and environmental causal factors leading to differences in brain structure and functioning that result in cognitive deficits with these manifested as psychiatric symptoms,3 recent data have questioned these linear relationships and suggested a greater degree of independence between neurocognitive deficits and psychopathology.4 Manfro et al.5 throws light on both aspects of this important issue, the potential for objective assessment and the relationship between neurocognition, psychopathology, and functional impairment.


Assuntos
Transtornos Cognitivos , Disfunção Cognitiva , Adolescente , Criança , Função Executiva , Humanos , Saúde Mental , Psicopatologia
10.
JCPP Adv ; 1(4): e12048, 2021 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-37431407

RESUMO

Background: Children with neurodevelopmental disorders share common phenotypes, support needs and comorbidities. Such overlap suggests the value of transdiagnostic assessment pathways that contribute to knowledge about research and clinical needs of these children and their families. Despite this, large transdiagnostic data collection networks for neurodevelopmental disorders are not well developed. This paper describes the development of a nationally supported transdiagnostic clinical and research assessment protocol across Australia. The vision is to establish a harmonised network for data collection and collaboration that promotes transdiagnostic clinical practice and research. Methods: Clinicians, researchers and community groups across Australia were consulted using surveys and national summits to identify assessment instruments and unmet needs. A national research committee was formed and, using a consensus approach, selected assessment instruments according to pre-determined criteria to form a harmonised transdiagnostic assessment protocol. Results: Identified assessment instruments were clustered into domains of transdiagnostic assessment needs, which included child functioning/quality of life, child mental health, caregiver mental health, and family background information. From this, the research committee identified a core set of nine measures and an extended set of 14 measures that capture these domains with potential for further modifications as recommended by clinicians, researchers and community members. Conclusion: The protocol proposed here was established through a strong partnership between clinicians, researchers and the community. It will enable (i) consensus driven transdiagnostic clinical assessments for children with neurodevelopmental disorders, and (ii) research studies that will inform large transdiagnostic datasets across neurodevelopmental disorders and that can be used to inform research and policy beyond narrow diagnostic groups. The long-term vision is to use this framework to facilitate collaboration across clinics to enable large-scale data collection and research. Ultimately, the transdiagnostic assessment data can be used to inform practice and improve the lives of children with neurodevelopmental disorders and their families.

11.
J Paediatr Child Health ; 57(4): 526-532, 2021 04.
Artigo em Inglês | MEDLINE | ID: mdl-33170548

RESUMO

AIM: To determine: (i) wait times and out-of-pocket costs for children attending private specialists for initial mental health appointments; and (ii) whether these differed between specialists working in metropolitan versus rural areas and in low, medium and high socio-economic areas. METHODS: Prospective secret shopper study whereby a researcher posed as a parent seeking an appointment for her child with anxiety or attention-deficit/hyperactivity disorder. We contacted 317 private paediatrician, psychiatrist and psychologist practices in Victoria and South Australia between 12 March and 5 May 2019. RESULTS: One third (29.8%) of private practices were closed to new referrals. The average wait times for paediatricians, psychiatrists, and psychologists were 44, 41 and 34 days, respectively. Average out-of-pocket costs quoted were AU$120 for paediatricians, AU$176 for psychiatrists and AU$85 for psychologists. CONCLUSION: Parents face extensive wait times and substantial out-of-pocket costs when seeking private mental health services for their child.


Assuntos
Saúde Mental , Listas de Espera , Agendamento de Consultas , Criança , Feminino , Acessibilidade aos Serviços de Saúde , Humanos , Estudos Prospectivos , Austrália do Sul , Vitória
13.
Eur Child Adolesc Psychiatry ; 27(10): 1261-1281, 2018 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-29435654

RESUMO

Attention-deficit/hyperactivity disorder (ADHD) is associated with significant impairments in social, educational, and occupational functioning, as well as specific strengths. Currently, there is no internationally accepted standard to assess the functioning of individuals with ADHD. WHO's International Classification of Functioning, Disability and Health-child and youth version (ICF) can serve as a conceptual basis for such a standard. The objective of this study is to develop a comprehensive, a common brief, and three age-appropriate brief ICF Core Sets for ADHD. Using a standardised methodology, four international preparatory studies generated 132 second-level ICF candidate categories that served as the basis for developing ADHD Core Sets. Using these categories and following an iterative consensus process, 20 ADHD experts from nine professional disciplines and representing all six WHO regions selected the most relevant categories to constitute the ADHD Core Sets. The consensus process resulted in 72 second-level ICF categories forming the comprehensive ICF Core Set-these represented 8 body functions, 35 activities and participation, and 29 environmental categories. A Common Brief Core Set that included 38 categories was also defined. Age-specific brief Core Sets included a 47 category preschool version for 0-5 years old, a 55 category school-age version for 6-16 years old, and a 52 category version for older adolescents and adults 17 years old and above. The ICF Core Sets for ADHD mark a milestone toward an internationally standardised functional assessment of ADHD across the lifespan, and across educational, administrative, clinical, and research settings.


Assuntos
Transtorno do Deficit de Atenção com Hiperatividade/diagnóstico , Classificação Internacional de Funcionalidade, Incapacidade e Saúde/normas , Adolescente , Adulto , Transtorno do Deficit de Atenção com Hiperatividade/patologia , Criança , Pré-Escolar , Consenso , Feminino , Humanos , Lactente , Recém-Nascido , Masculino
14.
Eur Child Adolesc Psychiatry ; 27(6): 797-809, 2018 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-29086103

RESUMO

The objective of this study is to compare the efficacy and cost of specialised individually delivered parent training (PT) for preschool children with attention-deficit/hyperactivity disorder (ADHD) against generic group-based PT and treatment as usual (TAU). This is a multi-centre three-arm, parallel group randomised controlled trial conducted in National Health Service Trusts. The participants included in this study were preschool children (33-54 months) fulfilling ADHD research diagnostic criteria. New Forest Parenting Programme (NFPP)-12-week individual, home-delivered ADHD PT programme; Incredible Years (IY)-12-week group-based, PT programme initially designed for children with behaviour problems were the interventions. Primary outcome-Parent ratings of child's ADHD symptoms (Swanson, Nolan & Pelham Questionnaire-SNAP-IV). Secondary outcomes-teacher ratings (SNAP-IV) and direct observations of ADHD symptoms and parent/teacher ratings of conduct problems. NFPP, IY and TAU outcomes were measured at baseline (T1) and post treatment (T2). NFPP and IY outcomes only were measured 6 months post treatment (T3). Researchers, but not therapists or parents, were blind to treatment allocation. Analysis employed mixed effect regression models (multiple imputations). Intervention and other costs were estimated using standardized approaches. NFPP and IY did not differ on parent-rated SNAP-IV, ADHD combined symptoms [mean difference - 0.009 95% CI (- 0.191, 0.173), p = 0.921] or any other measure. Small, non-significant, benefits of NFPP over TAU were seen for parent-rated SNAP-IV, ADHD combined symptoms [- 0.189 95% CI (- 0.380, 0.003), p = 0.053]. NFPP significantly reduced parent-rated conduct problems compared to TAU across scales (p values < 0.05). No significant benefits of IY over TAU were seen for parent-rated SNAP, ADHD symptoms [- 0.16 95% CI (- 0.37, 0.04), p = 0.121] or parent-rated conduct problems (p > 0.05). The cost per family of providing NFPP in the trial was significantly lower than IY (£1591 versus £2103). Although, there were no differences between NFPP and IY with regards clinical effectiveness, individually delivered NFPP cost less. However, this difference may be reduced when implemented in routine clinical practice. Clinical decisions should take into account parental preferences between delivery approaches.


Assuntos
Transtorno do Deficit de Atenção com Hiperatividade/terapia , Terapia Familiar/métodos , Poder Familiar , Pais/educação , Transtorno do Deficit de Atenção com Hiperatividade/diagnóstico , Criança , Pré-Escolar , Feminino , Humanos , Masculino , Pais/psicologia , Comportamento Problema , Inquéritos e Questionários , Resultado do Tratamento
15.
Front Physiol ; 8: 199, 2017.
Artigo em Inglês | MEDLINE | ID: mdl-28443027

RESUMO

Attention-Deficit Hyperactive Disorder (ADHD) is one of the most common mental health disorders amongst school-aged children with an estimated prevalence of 5% in the global population (American Psychiatric Association, 2013). Stimulants, particularly methylphenidate (MPH), are the first-line option in the treatment of ADHD (Reeves and Schweitzer, 2004; Dopheide and Pliszka, 2009) and are prescribed to an increasing number of children and adolescents in the US and the UK every year (Safer et al., 1996; McCarthy et al., 2009), though recent studies suggest that this is tailing off, e.g., Holden et al. (2013). Around 70% of children demonstrate a clinically significant treatment response to stimulant medication (Spencer et al., 1996; Schachter et al., 2001; Swanson et al., 2001; Barbaresi et al., 2006). However, it is unclear which patient characteristics may moderate treatment effectiveness. As such, most existing research has focused on investigating univariate or multivariate correlations between a set of patient characteristics and the treatment outcome, with respect to dosage of one or several types of medication. The results of such studies are often contradictory and inconclusive due to a combination of small sample sizes, low-quality data, or a lack of available information on covariates. In this paper, feature extraction techniques such as latent trait analysis were applied to reduce the dimension of on a large dataset of patient characteristics, including the responses to symptom-based questionnaires, developmental health factors, demographic variables such as age and gender, and socioeconomic factors such as parental income. We introduce a Bayesian modeling approach in a "learning in the model space" framework that combines existing knowledge in the literature on factors that may potentially affect treatment response, with constraints imposed by a treatment response model. The model is personalized such that the variability among subjects is accounted for by a set of subject-specific parameters. For remission classification, this approach compares favorably with conventional methods such as support vector machines and mixed effect models on a range of performance measures. For instance, the proposed approach achieved an area under receiver operator characteristic curve of 82-84%, compared to 75-77% obtained from conventional regression or machine learning ("learning in the data space") methods.

16.
Expert Rev Pharmacoecon Outcomes Res ; 17(3): 283-292, 2017 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-27967261

RESUMO

BACKGROUND: Models incorporating long-term outcomes (LTOs) are not available to assess the health economic impact of attention-deficit/hyperactivity disorder (ADHD). OBJECTIVE: Develop a conceptual modelling framework capable of assessing long-term economic impact of ADHD therapies. METHODS: Literature was reviewed; a conceptual structure for the long-term model was outlined with attention to disease characteristics and potential impact of treatment strategies. RESULTS: The proposed model has four layers: i) multi-state short-term framework to differentiate between ADHD treatments; ii) multiple states being merged into three core health states associated with LTOs; iii) series of sub-models in which particular LTOs are depicted; iv) outcomes collected to be either used directly for economic analyses or translated into other relevant measures. CONCLUSIONS: This conceptual model provides a framework to assess relationships between short- and long-term outcomes of the disease and its treatment, and to estimate the economic impact of ADHD treatments throughout the course of the disease.


Assuntos
Transtorno do Deficit de Atenção com Hiperatividade/economia , Nível de Saúde , Modelos Econômicos , Transtorno do Deficit de Atenção com Hiperatividade/fisiopatologia , Transtorno do Deficit de Atenção com Hiperatividade/terapia , Humanos , Fatores de Tempo , Resultado do Tratamento
17.
BMC Psychiatry ; 16: 301, 2016 08 26.
Artigo em Inglês | MEDLINE | ID: mdl-27561259

RESUMO

The aim of this consensus statement was to discuss transition of patients with ADHD from child to adult healthcare services, and formulate recommendations to facilitate successful transition. An expert workshop was convened in June 2012 by the UK Adult ADHD Network (UKAAN), attended by a multidisciplinary team of mental health professionals, allied professionals and patients. It was concluded that transitions must be planned through joint meetings involving referring/receiving services, patients and their families. Negotiation may be required to balance parental desire for continued involvement in their child's care, and the child's growing autonomy. Clear transition protocols can maintain standards of care, detailing relevant timeframes, responsibilities of agencies and preparing contingencies. Transition should be viewed as a process not an event, and should normally occur by the age of 18, however flexibility is required to accommodate individual needs. Transition is often poorly experienced, and adherence to clear recommendations is necessary to ensure effective transition and prevent drop-out from services.


Assuntos
Transtorno do Deficit de Atenção com Hiperatividade/terapia , Consenso , Serviços de Saúde Mental/normas , Transição para Assistência do Adulto/normas , Adulto , Transtorno do Deficit de Atenção com Hiperatividade/epidemiologia , Transtorno do Deficit de Atenção com Hiperatividade/psicologia , Criança , Feminino , Necessidades e Demandas de Serviços de Saúde/normas , Necessidades e Demandas de Serviços de Saúde/tendências , Humanos , Masculino , Serviços de Saúde Mental/tendências , Pais , Transição para Assistência do Adulto/tendências , Reino Unido/epidemiologia
18.
Eur Child Adolesc Psychiatry ; 25(11): 1217-1231, 2016 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-27037707

RESUMO

Childhood attention-deficit/hyperactivity disorder (ADHD) has been associated with reduced health and well-being of patients and their families. The authors undertook a large UK survey-based observational study of the burden associated with childhood ADHD. The impact of ADHD on both the patient (N = 476) and their siblings (N = 337) on health-related quality of life (HRQoL) and happiness was quantified using multiple standard measures [e.g. child health utility-9D (CHU-9D), EuroQol-5D-Youth]. In the analysis, careful statistical adjustments were made to ensure a like-for-like comparison of ADHD families with two different control groups. We controlled for carers' ADHD symptoms, their employment and relationship status and siblings' ADHD symptoms. ADHD was associated with a significant deficit in the patient's HRQoL (with a CHU-9D score of around 6 % lower). Children with ADHD also have less sleep and were less happy with their family and their lives overall. No consistent decrement to the HRQoL of the siblings was identified across the models, except that related to their own conduct problems. The siblings do, however, report lower happiness with life overall and with their family, even when controlling for the siblings own ADHD symptoms. We also find evidence of elevated bullying between siblings in families with a child with ADHD. Overall, the current results suggest that the reduction in quality of life caused by ADHD is experienced both by the child with ADHD and their siblings.


Assuntos
Transtorno do Deficit de Atenção com Hiperatividade/psicologia , Efeitos Psicossociais da Doença , Qualidade de Vida/psicologia , Irmãos/psicologia , Adolescente , Criança , Estudos Transversais , Feminino , Humanos , Masculino
19.
Artigo em Inglês | MEDLINE | ID: mdl-26587055

RESUMO

Attention-deficit/hyperactivity disorder (ADHD) has become a major aspect of the work of child and adolescent psychiatrists and paediatricians in the UK. In Scotland, Child and Adolescent Mental Health Services were required to address an increase in referral rates and changes in evidence-based medicine and guidelines without additional funding. In response to this, clinicians in Dundee have, over the past 15 years, pioneered the use of integrated psychiatric, paediatric, nursing, occupational therapy, dietetic and psychological care with the development of a clearly structured, evidence-based assessment and treatment pathway to provide effective therapy for children and adolescents with ADHD. The Dundee ADHD Clinical Care Pathway (DACCP) uses standard protocols for assessment, titration and routine monitoring of clinical care and treatment outcomes, with much of the clinical work being nurse led. The DACCP has received international attention and has been used as a template for service development in many countries. This review describes the four key stages of the clinical care pathway (referral and pre-assessment; assessment, diagnosis and treatment planning; initiating treatment; and continuing care) and discusses translation of the DACCP into other healthcare systems. Tools for healthcare professionals to use or adapt according to their own clinical settings are also provided.

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