ABSTRACT Purpose: This short paper describes the dashboard design process for online hate speech monitoring for multiple languages and platforms. Methodology/approach: A case study approach was adopted in which the authors followed a research & development project for a multilingual and multiplatform online dashboard monitoring online hate speech. The case under study is the project for the European Observatory of Online Hate (EOOH). Results: We outline the process taken for design and prototype development for which a design thinking approach was followed, including multiple potential user groups of the dashboard. The paper presents this process's outcome and the dashboard's initial use. The identified issues, such as obfuscation of the context or identity of user accounts of social media posts limiting the dashboard's usability while providing a trade-off in privacy protection, may contribute to the discourse on privacy and data protection in (big data) social media analysis for practitioners. Research limitations/implications: The results are from a single case study. Still, they may be relevant for other online hate speech detection and monitoring projects involving big data analysis and human annotation. Practical implications: The study emphasises the need to involve diverse user groups and a multidisciplinary team in developing a dashboard for online hate speech. The context in which potential online hate is disseminated and the network of accounts distributing or interacting with that hate speech seems relevant for analysis by a part of the user groups of the dashboard. International Information Management Association
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In order to optimize collaboration between Speech and Language Therapists (SLTs) and parents of children with Developmental Language Disorders (DLD), our aim was to study what is needed for SLTs to transition from the parent-as-therapist aide model to the FCC model and optimal collaborate with parents. Chapter 2 discusses the significance of demystifying collaborative working by making explicit how collaboration works. Chapter 3 examines SLTs’ perspectives on engaging parents in parent-child interaction therapy, utilizing a secondary analysis of interview data. Chapter 4 presents a systematic review of specific strategies that therapists can employ to enhance their collaboration with parents of children with developmental disabilities. Chapter 5 explores the needs of parents in their collaborative interactions with SLTs during therapy for their children with DLD, based on semi-structured interviews. Chapter 6 reports the findings from a behavioral analysis of how SLTs currently engage with parents of children with DLD, using data from focus groups. Chapter 7 offers a general discussion on the findings of this thesis, synthesizing insights from previous chapters to propose recommendations for practice and future research.
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It is crucial that ASR systems can handle the wide range of variations in speech of speakers from different demographic groups, with different speaking styles, and of speakers with (dis)abilities. A potential quality-of-service harm arises when ASR systems do not perform equally well for everyone. ASR systems may exhibit bias against certain types of speech, such as non-native accents, different age groups and gender. In this study, we evaluate two widely-used neural network-based architectures: Wav2vec2 and Whisper on potential biases for Dutch speakers. We used the Dutch speech corpus JASMIN as a test set containing read and conversational speech in a human-machine interaction setting. The results reveal a significant bias against non-natives, children and elderly and some regional dialects. The ASR systems generally perform slightly better for women than for men.
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Purpose: Most speech-language pathologists (SLPs) working with children with developmental language disorder (DLD) do not perform language sample analysis (LSA) on a regular basis, although they do regard LSA as highly informative for goal setting and evaluating grammatical therapy. The primary aim of this study was to identify facilitators, barriers, and needs related to performing LSA by Dutch SLPs working with children with DLD. The secondary aim was to investigate whether a training would change the actual performance of LSA. Method: A focus group with 11 SLPs working in Dutch speech-language pathology practices was conducted. Barriers, facilitators, and needs were identified using thematic analysis and categorized using the theoretical domain framework. To address the barriers, a training was developed using software program CLAN. Changes in barriers and use of LSA were evaluated with a survey sent to participants before, directly after, and 3 months posttraining. Results: The barriers reported in the focus group were SLPs’ lack of knowledge and skills, time investment, negative beliefs about their capabilities, differences in beliefs about their professional role, and no reimbursement from health insurance companies. Posttraining survey results revealed that LSA was not performed more often in daily practice. Using CLAN was not the solution according to participating SLPs. Time investment remained a huge barrier. Conclusions: A training in performing LSA did not resolve the time investment barrier experienced by SLPs. User-friendly software, developed in codesign with SLPs might provide a solution. For the short-term, shorter samples, preferably from narrative tasks, should be considered.
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Abstract van Poster presentatie. Our student-interpreters feel ill prepared for assignments that involve sign supported speech (Anonymous, 2015). This is probably due to the fact that there is no single way of communicating in sign supported speech (Sutton-Spence & Woll, 1999). Our study investigates if and how we could prepare our students within a fouryear bachelor curriculum.
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Background: Early detection and remediation of language disorders are important in helping children to establish appropriate communicative and social behaviour and acquire additional information about the world through the use of language. In the Netherlands, children with (a suspicion of) language disorders are referred to speech and hearing centres for multidisciplinary assessment. Reliable data are needed on the nature of language disorders, as well as the age and source of referral, and the effects of cultural and socioeconomic profiles of the population served in order to plan speech and language therapy service provision. Aims: To provide a detailed description of caseload characteristics of children referred with a possible language disorder by generating more understanding of factors that might influence early identification. Methods & Procedures: A database of 11,450 children was analysed consisting of data on children, aged 2–7 years (70% boys, 30% girls), visiting Dutch speech and hearing centres. The factors analysed were age of referral, ratio of boys to girls, mono‐ and bilingualism, nature of the language delay, and language profile of the children. Outcomes & Results:Results revealed an age bias in the referral of children with language disorders. On average, boys were referred 5 months earlier than girls, and monolingual children were referred 3 months earlier than bilingual children. In addition, bilingual children seemed to have more complex problems at referral than monolingual children. They more often had both a disorder in both receptive and expressive language, and a language disorder with additional (developmental) problems. Conclusions & Implications: This study revealed a bias in age of referral of young children with language disorders. The results implicate the need for objective language screening instruments and the need to increase the awareness of staff in primary child healthcare of red flags in language development of girls and multilingual children aiming at earlier identification of language disorders in these children.
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Philosophy is an elective subject in secondary education in the Netherlands, which is not often studied in the context of citizenship education. This is probably because only a minority of students participate in philosophy classes in the upper grades of secondary education (approximately 2-5% of all students). However, especially in the years 2022-2025 philosophy is particularly interesting for those studying how citizenship education can be taught, because the higher general track students study a range of philosophical ideas about democracy for their final exams (Spoelstra et al., 2021).This paper presents a qualitative analysis of three philosophy classes about freedom of speech. The lesson transcripts, pre- and post-observation interviews with 3 teachers and 15 students (5 from each class) are coded thematically with a framework for four teacher responsibilities during philosophical discussion in moral education. These four responsibilities are: teachers have an organizational responsibility to facilitate lesson activities such as classroom dialogue to facilitate thinking about democracy, an epistemic responsibility to warrant valid reasoning and recognition of established facts during the lesson, a pedagogic responsibility to create a safe and open classroom climate and a moral responsibility to find the right balance between value communication and stimulation (Leenders & Veugelers, 2004; Rombout et al., 2022; Sprod, 2001). The main research question was: how do philosophy teachers realize these four responsibilities to facilitate their students’ thinking about democracy in a lesson about freedom of speech and how to teacher and students evaluate these responsibilities in this lesson?The findings contain rich descriptions of lesson activities such as considering borderline cases, facilitating teacher-led dialogue, organizing debate, and learning about philosophers’ arguments. These are supplemented with reflections of the participants on teacher neutrality and how open and safe the classroom climate was during these lessons.
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From the introduction: "There are two variants of fronto-temporal dementia: a behavioral variant (behavioral FTD, bvFTD, Neary et al. (1998)), which causes changes in behavior and personality but leaves syntax, phonology and semantics relatively intact, and a variant that causes impairments in the language processing system (Primary Progessive Aphasia, PPA (Gorno-Tempini et al., 2004). PPA can be subdivided into subtypes fluent (fluent but empty speech, comprehension of word meaning is affected / `semantic dementia') and non-fluent (agrammatism, hesitant or labored speech, word finding problems). Some identify logopenic aphasia as a FTD-variant: fluent aphasia with anomia but intact object recognition and underlying word meaning."
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This speech discusses how the professorship intends to support practitioners in the nursing domain and contribute to shaping nursing leadership and each person's professional individuality. The title of the speech, “Notes on Nursing 2.0,” is particularly intended to emphasize the need for these changes in the nursing domain. Not by assuming that nothing has changed in care and nursing since Nightingale's time. There has. Being educated in the professional domain is not only a given but a requirement. The knowledge domain of care and nursing has developed far and wide in nursing diagnostics and standards. Nursing science research, which Nightingale once started as the first female statistician in the British Kingdom, has firmly established itself in education and practice. Wanting to be of significance to others out of compassion is still the professional motivation, but there is no longer a subservient servitude (Cingel van der, 2012). At the same time, wholehearted leadership is not yet taken for granted in daily practice and optimal professional practice falters due to an equality principle of differently educated caregivers and nurses that has been held for too long. That is the need for change to which this 2.0 version “Notes on Nursing” and the lectorate want to contribute in the coming years. Chapter 1, through the metaphors in the story “The Cat Who Looked at the King,” describes the vision of emancipatory action research and the change principles that the lectorate will deploy. Chapter 2 contains the reason, mission and lines of research that are interrelated within the lectorate. Chapters 3 and 4 address the themes of identity and leadership, discussing their interrelationship with professional practice and developing a research culture. In addition, specific aspects that influence practice and work culture today are addressed, and how the lectorate contributes specifically to the development of nursing leadership and the formation of professional identity in the relevant domain is described. Chapter 5 contains a summary of the principles on which the research program is based, as well as information on current and future projects. Chapter 6 provides background information on the lector and the members of the knowledge circle.
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The study evaluated two speech recognition systems, Wav2vec2 and Whisper, for potential biases for Dutch speakers.Results obtained by evaluating on the JASMIN corpus revealed biases against non-native speakers, children, and the elderly,with (slightly) better performance for women. The study emphasizes the need for ASR systems to handle variations in speakingin order to reach equal performance among all users.
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