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The Learning Health Systems (LHS) framework demonstrates the potential for iterative interrogation of health data in real time and implementation of insights into practice. Yet, the lack of appropriately skilled workforce results in an inability to leverage existing data to design innovative solutions. We developed a tailored professional development program to foster a skilled workforce. The short course is wholly online, for interdisciplinary professionals working in the digital health arena. To transform healthcare systems, the workforce needs an understanding of LHS principles, data driven approaches, and the need for diversly skilled learning communities that can tackle these complex problems together.
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Sistema de Aprendizagem em Saúde , Saúde Digital , Estudos Interdisciplinares , Aprendizagem , Recursos HumanosRESUMO
BACKGROUND: Health informatics competencies, digital health education, and nursing students' perceptions of technology are critical to ensure a future digitally capable health care workforce. PURPOSE: To explore preregistration students' perceptions of digital health technology impact on their role as nurses. METHODS: Using a qualitative exploratory approach, students from 2 Australian universities were purposively sampled. Data were collected through photo-elicitation from 3 focus groups and thematically analyzed. Photo-elicitation provided reference points to encourage more in-depth exploration. RESULTS: Themes included fear of the unknown and who am I? Nursing in a digital world . Human interaction was fundamental to their nursing role and digital health technology could depersonalize care, creating tension around their reason for choosing a nursing career. CONCLUSIONS: Educators should prepare students to redefine their nursing identity by exploring how digital health technology augments their practice and critical thinking skills, while addressing fear of a perceived threat to the future of nursing.
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Tecnologia Digital , Bacharelado em Enfermagem , Grupos Focais , Pesquisa em Educação em Enfermagem , Pesquisa Qualitativa , Estudantes de Enfermagem , Humanos , Estudantes de Enfermagem/psicologia , Estudantes de Enfermagem/estatística & dados numéricos , Austrália , Masculino , Feminino , Adulto , Atitude do Pessoal de Saúde , Adulto Jovem , Previsões , Saúde DigitalRESUMO
Background: Diabetes is a global public health issue, causing burden on healthcare system and increasing risk of mortality. Mobile applications (apps) can be a promising approach to facilitate diabetes self-management. An increasingly utilized approach to facilitate engagement with mobile health (mHealth) technology is to involve potential users in the creation of the technology. Objective: The aim of this study was to use co-design for type 2 diabetes mellitus (T2DM) self-management mHealth development. Methods: Three rounds of iterative rapid prototyping panel sessions were conducted with a total of 9 T2DM participants in an Asian setting between Oct 2020 and April 2021. The participants were recruited through convenience sampling. For each round, feedback was gathered through qualitative interviews, and the feedback was used as a reference by the development team to develop and test a more refined version of the app in the next round. Transcribed semi-structured interview data was analyzed thematically using an inductive approach. Results: Participants' ages ranged from 40 to 69 years. Data saturation was reached, with no new themes emerging from the data. During the sessions, the participants expressed a variety of concerns and feedback on T2DM self-management using EMPOWER app and raised suggestions on the features of ideal T2DM self-management app. Important features include 1) reminders and notifications for medications, 2) Bluetooth integration with glucometers and blood pressure machines to minimize manual entry, 3) enlarged local food database including information on sugar content and recommendations for healthier options, 4) one touch for logging of routine medications and favorite foods, 5) export function for data sharing with physicians. Overall inputs concerned aspects such as user-friendliness of the app, customization possibilities, and educational content for the features in the mobile app. Conclusion: In this study, we explored users' opinions on a T2DM self-management mobile app using co-design approach. This study adds to the growing body of literature on co-designing behavioral mHealth interventions and can potentially guide researchers in mobile app design for other chronic conditions.
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Exploring the contribution of health informatics is an emerging topic in relation to addressing climate change, but less examined is a body of literature reporting on the potential and effectiveness of women participating in climate action supported by digital health. This perspective explores how empowering women through digital health literacy (DHL) can support them to be active agents in addressing climate change risk and its impacts on health and well-being. We also consider the current definitional boundary of DHL, and how this may be shaped by other competencies (eg, environmental health literacy), to strengthen this critical agenda for developed nations and lower-resource settings.
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Letramento em Saúde , Feminino , Humanos , Saúde da MulherRESUMO
BACKGROUND: The preparation of the current and future health workforce for the possibility of using artificial intelligence (AI) in health care is a growing concern as AI applications emerge in various care settings and specializations. At present, there is no obvious consensus among educators about what needs to be learned or how this learning may be supported or assessed. OBJECTIVE: Our study aims to explore health care education experts' ideas and plans for preparing the health workforce to work with AI and identify critical gaps in curriculum and educational resources across a national health care system. METHODS: A survey canvassed expert views on AI education for the health workforce in terms of educational strategies, subject matter priorities, meaningful learning activities, desired attitudes, and skills. A total of 39 senior people from different health workforce subgroups across Australia provided ratings and free-text responses in late 2020. RESULTS: The responses highlighted the importance of education on ethical implications, suitability of large data sets for use in AI clinical applications, principles of machine learning, and specific diagnosis and treatment applications of AI as well as alterations to cognitive load during clinical work and the interaction between humans and machines in clinical settings. Respondents also outlined barriers to implementation, such as lack of governance structures and processes, resource constraints, and cultural adjustment. CONCLUSIONS: Further work around the world of the kind reported in this survey can assist educators and education authorities who are responsible for preparing the health workforce to minimize the risks and realize the benefits of implementing AI in health care.
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BACKGROUND: To build complex digital skills and capability required by digitally-driven work environments, we must first understand nursing students' baseline digital literacy if educators are to develop a fit for purpose curriculum underpinned by digital health technologies. OBJECTIVE: To determine first-year pre-registration nursing students' perceived baseline digital literacy before their first clinical placement. DESIGN: Prospective cohort study. SETTINGS: Two universities in Australia in 2020. PARTICIPANTS: Students enrolled in pre-registration nursing programs at Bachelor's and Master's level. METHODS: Participants (N = 205) completed an online 27-item survey composed of a Likert-type scale, forced-choice items, and open-ended questions. Data were analyzed with descriptive statistics. RESULTS: Participants engaged with digital technology early in life, with 49.75% students using some form of digital technology before ten years of age. Students reported the highest daily use of technology to search the internet for information (92%), online social networking (68.3%) and watching videos (67%). Most students expressed the least confidence in identifying different types of portable storage devices (24.1% Master's students; 41.7% Bachelor's students), describing the advantages of a digital camera (39.3% Master's students; 48.3% Bachelor's students), and totaling numbers in spreadsheets (22.8% Masters students; 48.3% Bachelor's students). No statistical differences were observed between the two universities or the two cohorts in terms of perceived confidence in using technology and software applications to support their learning. Interestingly, 24.7% of participants expressed high confidence in using electronic medical records without prior training, which may reflect positive attitude towards engaging with unknown digital technologies. CONCLUSIONS: Nursing students are frequent internet and social media users. However, despite positive attitudes to digital technology and widespread presence of digital technology in students' lives, deficits in students' confidence in using digital technology and software required for learning persist. Targeted digital literacy education interventions are needed as part of foundational nursing studies to improve nursing students' baseline digital literacy before commencing clinical placement. These should be scaffolded across the program to ensure an effective transition to nursing practice in evolving digitally-driven healthcare environments.
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Bacharelado em Enfermagem , Estudantes de Enfermagem , Currículo , Humanos , Alfabetização , Estudos Prospectivos , Inquéritos e QuestionáriosRESUMO
BACKGROUND: The advancement of digital health has widened the scope of technology use across multiple frontiers of health care services, including personalized therapeutics, mobile health, eHealth record management, and telehealth consultations. The World Health Organization (WHO) responded to this in 2018 by publishing an inaugural broad classification framework of digital health interventions (DHIs) used to address contemporary health system needs. OBJECTIVE: This study aims to describe the systematic development of dual survey instruments (clinician and patient) to support data collection, administered in a physiotherapy setting, about perceptions toward DHIs. This is achieved by adapting the WHO framework classification for DHIs for application in real-world research. METHODS: Using a qualitative item review approach, WHO DHI descriptors were adapted and refined systematically to be used in a survey form. This approach was designed to align with the processes of delivering and receiving care in clinical practice, using musculoskeletal physiotherapy as a practical case scenario. RESULTS: Complementary survey instruments (for health care providers and clients) were developed by adapting descriptor items. These instruments will be used in a larger study exploring the willingness of physiotherapists and patients to use digital technologies in the management of musculoskeletal conditions. CONCLUSIONS: This study builds on the WHO-standardized DHI framework. We developed dual novel survey instruments by adapting and refining the functions of DHIs. These may be deployed to explore the perceived usefulness and application of DHIs for different clinical care functions. Researchers may wish to use these survey instruments to examine digital health use systematically in a variety of clinical fields or technology scenarios in a way that is standardized and generalizable.
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Purpose This retrospective study aimed to amass large data sets to enable statistical comparisons of communication outcomes for infants receiving cochlear implants (CIs) before 9 months of age compared to groups who received their first CI between 9 months and 3.5 years of age. Method Speech perception scores and experienced clinicians' observations were used to refine the Categories of Auditory Performance Index (CAPI), thus creating its revised version, namely, the CAPI-Revised (CAPI-R). Standardized and criterion-referenced language data were used to create the novel Categories of Linguistic Performance (CLIP). The association between CAPI-R and CLIP data at two time points post implant (at 2 years of device experience and at 5 years of age) was examined in a large unselected cohort stratified for age at first implant: before 9 months (Group 1), between 9 and 12 months (Group 2), between 13 and 18 months (Group 3), between 19 and 24 months (Group 4), between 25 and 30 months (Group 5), between 31 and 36 months (Group 6), and between 37 and 42 months (Group 7). Results CAPI-R medians were 5 at 2 years of device experience, and 6 at 5 years of age. At 2 years of device experience, there was no significant difference in CAPI-R medians for children who received their first CI before 9 months compared to all other age-at-implant groups. At 5 years of age, a significantly better CAPI-R median was demonstrated by Group 1 (CI before 9 months) compared to Groups 4, 5, 6, and 7. CLIP medians were 3 at 2 years of device experience, and at 5 years of age. At 2 years device experience, and at 5 years of age, the Group 1 CLIP medians were significantly better than later age-at-implant groups. Conclusion Median CAPI-R outcomes supported access to CIs before 18 months of age for speech perception, and median CLIP outcomes supported access to CIs before 9 months of age for optimum language development.
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Implante Coclear , Implantes Cocleares , Surdez , Percepção da Fala , Criança , Surdez/epidemiologia , Surdez/cirurgia , Humanos , Lactente , Desenvolvimento da Linguagem , Estudos RetrospectivosRESUMO
Emerging research evidence has demonstrated the potential for digital tools, such as automated language processing technology, to support parent-child interactions. Making use of digital tools can aid measurement of parent interaction metrics, additionally, providing contingent feedback to parents based on their language metrics can facilitate positive changes in their everyday input to their young children. Product innovation aside, there is a distinct lack of understanding about how best to integrate real-world, user design needs and preferences to improve deployment of technologies into routine clinical interventions. The present study explored salient requirements of a wearable language tracking device from the users' perspectives. Mothers of young children and clinicians with experience working in paediatric settings completed a written questionnaire and rated the importance of specific functions and features of a child-worn, language tracking device on a 10-point Likert scale. There was strong rating consensus across the participants that comfort, reliability and the provision of clear and useful results were of greater importance. The need for the wearable language tracking device to 'blend in' with different types of clothing was rated as less important. The extended Unified Theory of Acceptance and Use of Technology (UTAUT2) model was employed as a framework for addressing these importance ratings in this population of interest. This study highlighted the need to consider user-focused service design. Addressing user's preferences could facilitate greater technology adoption which ultimately enriches the language experiences for young children.
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Linguagem Infantil , Criança , Feminino , Humanos , Relações Pais-Filho , Pais , Reprodutibilidade dos TestesRESUMO
BACKGROUND: Mother-child interactions often give rise to opportunities for early language learning in the context of everyday life. Persuasive technology has the potential to influence maternal language behaviours in the home and promote mothers' active engagement in the development of their children's communication skills. AIM: This paper explored maternal perceptions regarding the use of a language tracking wearable (Language Environment Analysis; LENA) device and a parent education smartphone application in an 8-week trial with their young children. METHODS: Mother/child dyads were enrolled in a feasibility trial designed to obtain objective auditory and linguistic data from each child's naturalistic settings (Control Condition), provide feedback to mothers about their child's home language environment (LENA Feedback Condition), and to explore effectiveness of an app designed to promote meaningful parent/child interactions during daily routines (LENA Feedback and App Condition). RESULTS AND DISCUSSION: The majority of mothers (80%) who participated in the trial reported a preference for using the mobile app and/or LENA technology again. Maternal responses during this pilot informed the design of an ongoing, prospective language intervention study for parents and their young children with significant hearing loss.
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Linguagem Infantil , Relações Mãe-Filho , Dispositivos Eletrônicos Vestíveis , Pré-Escolar , Feminino , Humanos , Desenvolvimento da Linguagem , Mães , Estudos Prospectivos , FalaRESUMO
OBJECTIVE: This study sought to understand factors linked to long-term engagement with available post-implant "mapping" review services for individuals who received cochlear implants (CI)(s) as children. STUDY DESIGN: Demographics, communication outcomes, and appointment attendance records from an unselected group of 400 participants who received CI(s) between 1985 and 2009 were analyzed. RESULTS: After 5 years post-implant, 85.75% (nâ=â343) of participants attended the clinic for "mapping" appointments between March 2011 and March 2014, but 14.25% (nâ=â57) had not attended "mapping" for more than 3 years before March 2014. Findings showed that participants who did attend routine follow-up "mapping" appointments received their first implants at a significantly younger age (mean, 3.73 yr; standard deviation [SD], 3.39) and demonstrated better receptive language performance (mean standard score, 72; SD, 21.2) and better speech perception scores (mean open-set words, 54.1%; SD, 24.4; phonemes, 77.5%; SD, 15.8) suggesting they derived greater benefit from the technology than participants who did not attend (mean age at implant, 6.38 yr; SD, 4.85; mean receptive language standard score, 58.6; SD, 25.6; mean open-set-words, 34.5%; SD, 24.5; phonemes, 62.7.4%; SD, 23.4). CONCLUSIONS: The present study identified a profile of pediatric CI recipients who continue to attend follow-up review appointments after 5 years of device experience. Individuals who were non-attenders tended to include part-time and non-users of the technology. This could be due to a range of factors including the use of past speech processor technology (at first 12 months after switch-on), less overall benefit, and the presence of additional special needs.
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Implante Coclear , Implantes Cocleares , Surdez/cirurgia , Idioma , Participação do Paciente , Percepção da Fala/fisiologia , Adolescente , Adulto , Fatores Etários , Criança , Pré-Escolar , Feminino , Testes Auditivos , Humanos , Masculino , Resultado do Tratamento , Adulto JovemRESUMO
OBJECTIVE: Identify variables associated with paediatric access to cochlear implants (CIs). DESIGN: Part 1. Trends over time for age at CI surgery (N = 802) and age at hearing aid (HA) fitting (n = 487) were examined with regard to periods before, during, and after newborn hearing screening (NHS). Part 2. Demographic factors were explored for 417 children implanted under 3 years of age. Part 3. Pre-implant steps for the first 20 children to receive CIs under 12 months were examined. RESULTS: Part 1. Age at HA fitting and CI surgery reduced over time, and were associated with NHS implementation. Part 2. For children implanted under 3 years, earlier age at HA fitting and higher family socio-economic status were associated with earlier CI. Progressive hearing loss was associated with later CIs. Children with a Connexin 26 diagnosis received CIs earlier than children with a premature / low birth weight history. Part 3. The longest pre-CI steps were Step 1: Birth to diagnosis/identification of hearing loss (mean 16.43 weeks), and Step 11: MRI scans to implant surgery (mean 15.05 weeks) for the first 20 infants with CIs under 12 months. CONCLUSION: NHS implementation was associated with reductions in age at device intervention in this cohort.
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Percepção Auditiva , Implante Coclear/instrumentação , Implantes Cocleares , Acessibilidade aos Serviços de Saúde , Transtornos da Audição/cirurgia , Pessoas com Deficiência Auditiva/reabilitação , Tempo para o Tratamento , Adolescente , Criança , Pré-Escolar , Implante Coclear/métodos , Implante Coclear/tendências , Implantes Cocleares/tendências , Conexina 26 , Conexinas/genética , Testes Genéticos , Audição , Auxiliares de Audição/tendências , Transtornos da Audição/diagnóstico , Transtornos da Audição/fisiopatologia , Transtornos da Audição/psicologia , Testes Auditivos , Humanos , Lactente , Recém-Nascido , Imageamento por Ressonância Magnética , Triagem Neonatal , Pessoas com Deficiência Auditiva/psicologia , Valor Preditivo dos Testes , Estudos Retrospectivos , Fatores de Tempo , Tempo para o Tratamento/tendências , Resultado do TratamentoRESUMO
OBJECTIVE: Examine the influence of age at implant on speech perception, language, and speech production outcomes in a large unselected paediatric cohort. STUDY DESIGN: This study pools available assessment data (collected prospectively and entered into respective databases from 1990 to 2014) from three Australian centers. PATIENTS: Children (n = 403) with congenital bilateral severe to profound hearing loss who received cochlear implants under 6 years of age (excluding those with acquired onset of profound hearing loss after 12 mo, those with progressive hearing loss and those with mild/moderate/severe additional cognitive delay/disability). MAIN OUTCOME MEASURE(S): Speech perception; open-set words (scored for words and phonemes correct) and sentence understanding at school entry and late primary school time points. Language; PLS and PPVT standard score equivalents at school entry, CELF standard scores. Speech Production; DEAP percentage accuracy of vowels, consonants, phonemes-total and clusters, and percentage word-intelligibility at school entry. RESULTS: Regression analysis indicated a significant effect for age-at-implant for all outcome measures. Cognitive skills also accounted for significant variance in all outcome measures except open-set phoneme scores. ANOVA with Tukey pairwise comparisons examined group differences for children implanted younger than 12 months (Group 1), between 13 and 18 months (Group 2), between 19 and 24 months (Group 3), between 25 and 42 months (Group 4), and between 43 and 72 months (Group 5). Open-set speech perception scores for Groups 1, 2, and 3 were significantly higher than Groups 4 and 5. Language standard scores for Group 1 were significantly higher than Groups 2, 3, 4, and 5. Speech production outcomes for Group 1 were significantly higher than scores obtained for Groups 2, 3, and 4 combined. Cross tabulation and χ2 tests supported the hypothesis that a greater percentage of Group 1 children (than Groups 2, 3, 4, or 5) demonstrated language performance within the normative range by school entry. CONCLUSIONS: Results support provision of cochlear implants younger than 12 months of age for children with severe to profound hearing loss to optimize speech perception and subsequent language acquisition and speech production accuracy.
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Implante Coclear/métodos , Surdez/cirurgia , Fatores Etários , Austrália , Implantes Cocleares , Feminino , Humanos , Lactente , Idioma , Desenvolvimento da Linguagem , Masculino , Percepção da Fala , Medida da Produção da Fala , Resultado do TratamentoRESUMO
The project reported in this paper models a new approach to making health informatics and e-health education widely available to students in a range of Australian clinical health profession degrees. The development of a Masters level subject uses design-based research to apply educational quality assurance practices which are consistent with university qualification frameworks, and with clinical health profession education standards; at the same time it gives recognition to health informatics as a specialised profession in its own right. The paper presents details of (a) design with reference to the Australian Qualifications Framework and CHIA competencies, (b) peer review within a three-university teaching team, (c) external review by experts from the professions, (d) cross-institutional interprofessional online learning, (e) methods for evaluating student learning experiences and outcomes, and (f) mechanisms for making the curriculum openly available to interested parties. The project has sought and found demand among clinical health professionals for formal health informatics and e-health education that is designed for them. It has helped the educators and organisations involved to understand the need for nuanced and complementary health informatics educational offerings in Australian universities. These insights may aid in further efforts to address substantive and systemic challenges that clinical informatics faces in Australia.