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This study aims to report on an automatic deidentification system for labeling and obfuscating personally identifiable information (PII) in student-generated text.

The authors evaluate the performance of their deidentification system on two data sets of student-generated text. Each data set was human-annotated for PII. The authors evaluate using two approaches: per-token PII classification accuracy and a simulated reidentification attack design. In the reidentification attack, two reviewers attempted to recover student identities from the data after PII was obfuscated by the authors’ system. In both cases, results are reported in terms of recall and precision.

The authors’ deidentification system recalled 84% of student name tokens in their first data set (96% of full names). On the second data set, it achieved a recall of 74% for student name tokens (91% of full names) and 75% for all direct identifiers. After the second data set was obfuscated by the authors’ system, two reviewers attempted to recover the identities of students from the obfuscated data. They performed below chance, indicating that the obfuscated data presents a low identity disclosure risk.

The two data sets used in this study are not representative of all forms of student-generated text, so further work is needed to evaluate performance on more data.

This paper presents an open-source and automatic deidentification system appropriate for student-generated text with technical explanations and evaluations of performance.

Previous study on text deidentification has shown success in the medical domain. This paper develops on these approaches and applies them to text in the educational domain.

The paper provides analysis of the use of instructional coaching (IC) as a prevalent trend supporting new teachers in the English system and aims to inform ongoing policy development and implementation. The qualitative study examines mentors' conceptualisations and enactment of the role of instructional coach and the readiness of mentors to assume mentors' key stakeholder roles in the professional education of early career teachers (ECTs).

Semi-structured interviews with 37 mentors explored mentors' understandings and experiences of becoming instructional coaches as part of a pilot support initiative to support ECTs in England. Two rounds of interviews were conducted to generate data related to the first six months of mentoring on the programmes. Thematic analysis identified seven semantic themes which describe manifest content found within the data and identify mentors' perceptions of their role and practice as instructional coaches. Three latent themes were developed from mentors' accounts which indicate challenges in becoming an instructional coach in this context.

Concern to apply IC “correctly” according to the programme models was a strong feature amongst both novice and experienced mentors. A key finding is the lack of explicit knowledge of professional learning pedagogies amongst mentors and insecure understanding of how new teachers learn. Assuming the role of instructional coach presented both benefits of having a “model” to follow and disadvantages in fostering limited and over-prescribed concepts and practices related to the learning of new teachers.

The study investigated mentors during the first six months of a pilot programme and the paper reports on analysis of one type of data. The research results may lack generalisability, and a longitudinal study is necessary to further explore the validity of the findings.

Sustained, high-quality professional learning for mentors is crucial to mentors' role as instructional coaches to enable mentors to develop deep, critical understanding of how IC might support new teachers and how to exercise professional judgement in working with “models”. Judicious use of time and resource is needed to enable mentors to fulfil the potential of national mentoring programmes.

The study is timely in its examination of mentors that assume the role of instructional coach as one response to national policy development that makes support for ECTs mandatory. Such strategies have wide international relevance where the retention of new teachers is a policy priority.

This paper aims to consider the practices and experiences of the new school-based mentors for Early Career Teachers (ECT's), emerging from the UK Government's new early career framework (ECF) policy (DfE, 2019a). The paper uses Lipsky's (2010) framing of professionals as “street level bureaucrats” to consider the extent to which the ECT mentors, as new policy actors, exercise professional discretion (Lipsky, 2010) in negotiating and aligning the new ECF policy with existing practice.

To research the mentor's interpretation and enactment of the new ECF policy, semi structured interviews were undertaken with an initial sample of nine mentors and four induction tutors who were also mentors. Online semi structured interviews were held, lasting around 50 min. This method was largely pragmatic as the study started during a period when schools were still cautious of face-to-face visitors in terms of COVID-19. Although the benefits for the interviewer experiencing the culture and context in which the ECT mentor was situated were lost, offering online interviews was critical in securing mentors' time.

Findings suggest a disconnect between the intentions of the policy and the reality of its enactment at a local level. The ECT mentors have limited professional discretion, but some are exercising this in relation to their own professional development and the training they are providing for their ECTs. Most of the mentors are adapting the ECT's professional development journey whilst mindful of the programme requirements. The degree to which the ECT mentors used professional discretion was linked and limited largely by their own levels of confidence and experience of mentoring, and to a lesser extent the culture of their schools.

The ECF policy represents an important step in acknowledging the need to professionally develop mentors for the work they undertake supporting beginning teachers. However, the time and the content of the mentor training have not been given sufficient attention and remains a hugely missed opportunity. It does not appear to be recognised by the government policy makers but more significantly and concerning in this research sample it is not being recognised sufficiently by those mentoring the ECTs themselves.

There is an urgent need by the UK government and school leaders to understand the link between the quality of mentor preparation and the quality of the ECTs who will be entering the profession and influencing the quality of education in future years. More time and resourcing need to be focussed on the professional development of mentors enabling them to exercise professional discretion in increasingly sophisticated ways in relation to the implementation of the ECF policy.

The ECF policy is the latest English government response to international concerns around the recruitment and retention of teachers. The policy mandates for a new policy actor: the ECT mentor, responsible for the support and professional development of beginning teachers. The nature of the mentor's role in relation to the policy is emerging and provides an interesting case study in the disconnect between the intentions of a policy and its initial enactment on the ground. The mentors may be viewed as street level bureaucrats exercising degrees of professional discretion as they interpret the policy in their own school context.

This exploratory research examined how emphasizing a brand’s unethical behaviour through high moral intensity news framing influences consumer boycott intention.

The hypotheses were tested and validated using two experimental studies that expose customers of real retail and personal care product brands to news articles that have high and low moral intensity news frames.

The results showed high moral intensity news framing’s positive effect on consumer boycott intention. The frame’s influence is moderated by moral awareness and partially mediated by perceived moral intensity and moral judgement. The findings suggest that consumers’ perception of the frame and their attitude towards the brand will have a substantial role in boycott intention.

These research outcomes aid in the understanding of news framing effects on boycott intention, providing both insights for consumer activists and managerial implications for stewards of brands.

While previous research have examined the impact of news frames on the typical audience, there has been relatively little focus on news framing’s impact on consumers and their decision to boycott brands. This study addresses this gap by applying the work on emphasis framing to a consumer decision-making context. It also introduces moral intensity framing to the news frame classification. In addition, this study expands current conceptualizations of individual ethical decision-making to help explain consumer boycott intent.

The purpose of this paper is to describe the development and pilot of a novel program to support autistic adults with social media use. Social media use among autistic adults has been associated with increased happiness and closer friendships. However, autistic adults are at risk of social media challenges such as cyber-victimization. To date, no programs exist that specifically support autistic adults with safe and effective social media use. The primary aim of this study was to develop and pilot test a novel social media skills program for feasibility and acceptability. A secondary aim was to explore changes in Facebook activity as a proxy for online social engagement.

The socialization, education and learning for the internet (SELFI) program was developed by identifying relevant target skills, goals, considerations and evidence-based strategies to help autistic adults with online social communication. The developed SELFI program was then pilot tested with six autistic male young adults to explore initial feasibility (fidelity of delivery, attendance) and acceptability (attrition, enjoyment and programmatic feedback). Facebook data were collected to explore differences in the frequency of likes/reactions, comments and posts after completion of the program.

Each participant completed all procedures and attended every session. There was no attrition from the program. The average fidelity score for recorded sessions was 85.1%. Most participants endorsed agreement with program enjoyment and that it helped them maintain current relationships. Participant feedback provided valuable information regarding areas of strength and areas that needed improvement. Each participant who completed the study demonstrated increased Facebook engagement across likes/reactions, comments and posts.

Limitations include a small all-male sample, exclusion of adults with intellectual disabilities and adolescents and dependence on Facebook data. Additionally, the developed program did not incorporate feedback from relevant stakeholders, including autistic adults.

To the best of the authors’ knowledge, this is one of the first studies to explore support for autistic adults specifically related to social media use.

The purpose of this paper is to investigate user satisfaction with digital health solutions by identifying and prioritizing different service attributes on the basis of their impact on improving user satisfaction.

Through a literature review and interviews with health professionals and patients, 20 attributes of digital health services provided in Italy have been identified. User satisfaction with these attributes has been evaluated by adopting the Kano model’s continuous and discrete analyses.

The findings reveal the essential attributes of digital health services that meet users' expectations, identify the attributes that users appreciate or dislike having and highlight unexpected attributes that lead to a significant boost in satisfaction when provided.

This study demonstrates the efficacy of the Kano model in assessing the nonlinear correlation between user satisfaction and the quality of digital health services, thus contributing to fill a gap in the literature in this area. The main limitation of this work is the use of a non-probabilistic sampling method.

This research suggests healthcare institutions and organizations consider user preferences when designing digital health solutions to increase their satisfaction. The results indicate different effects on user satisfaction and dissatisfaction for different categories of attributes in the Italian context.

Previous works studied customer satisfaction with digital health, assuming a linear relationship with service quality, or investigated consumer adoption intentions focusing on the technological factors. This work advances available knowledge by analyzing the nonlinear relationship between digital health attributes and users’ satisfaction and dissatisfaction.