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Background: Big data research requires public support. It has been argued that this can be achieved by public involvement and engagement to ensure that public views are at the centre of research projects. Researchers should aim to include diverse communities, including seldom‐heard voices, to ensure that a range of voices are heard and that research is meaningful to them. Objective: We explored how researchers involve and engage seldom‐heard communities around big data research. Methods: This is a qualitative study. Researchers who had experience of involving or engaging seldom‐heard communities in big data research were recruited. They were based in England (n = 5), Scotland (n = 4), Belgium (n = 2) and Canada (n = 1). Twelve semistructured interviews were conducted on Zoom. All interviews were audio‐recorded and transcribed, and we used reflexive thematic analysis to analyse participants' experiences. Results: The analysis highlighted the complexity of involving and engaging seldom‐heard communities around big data research. Four themes were developed to represent participants' experiences: (1) abstraction and complexity of big data, (2) one size does not fit all, (3) working in partnership and (4) empowering the public contribution. Conclusion: The study offers researchers a better understanding of how to involve and engage seldom‐heard communities in a meaningful way around big data research. There is no one right approach, with involvement and engagement activities required to be project‐specific and dependent on the public contributors, researchers' needs, resources and time available. Patient and Public Involvement: Two public contributors are authors of the paper and they were involved in the study design, analysis and writing. [ABSTRACT FROM AUTHOR]

Background: Guidance during inquiry learning plays an important role in developing conceptual understanding and inquiry skills. This study analysed learner‐tutor interactions in a simulation‐assisted learning environment to investigate how tutor guidance enabled knowledge construction and fostered epistemic practice. Objectives: This research aimed to illuminate challenges learners encounter in the inquiry process and forms of guidance that support learning in both conceptual and epistemic aspects. Methods: This study uses a mixed methods approach. We analysed video recordings in which nine participants asked 72 questions and the microsequences of interactions immediately surrounding and including each question. We coded properties of each question and whether the tutors' utterances were intended to increase (upregulate) or decrease (downregulate) the complexity of the inquiry processes, and used a two‐step cluster analysis to explore groupings emerged from tutors' regulation guidance and learners' questions. Results and Conclusions: The regulatory intent of tutors' utterances depended on various characteristics of student questions. The microsequences clustered in five categories: 1) upregulated investigation and inference, 2) upregulated evidence‐based justification, 3) downregulated cognitive load, 4) downregulated procedural uncertainties, and 5) downregulated perceptual dissonance. Our findings suggest tutors offering guiding prompts should consider dual processes in the inquiry and, by strategically prompting them, strike a balance between the goals of guiding learners to discover scientific knowledge and grounding their conceptual understanding in concepts, data, and procedures. Implications: We emphasize conceptual and epistemic learning should be concurrently guided in scientific inquiry. We propose a bidirectional guidance model as a pedagogical approach to guide instructional practice. Lay Description: What is currently known about the subject matter: Rapid technological change urges schools to equip students with research and inquiry skills.Computer simulations provide an information‐rich environment for inquiry‐based learning.Guidance in inquiry learning is important for knowledge acquisition and the development of inquiry skills. What this paper adds: We illuminated challenges learners encounter in the inquiry learning process.We analysed forms of guidance that support learning in both conceptual and epistemic aspects.We identified dual processes involved in the inquiry process that have important implications.We proposed a bidirectional model for adaptive guidance in scientific inquiry. Implications of study findings for practitioners: Adaptive guidance facilitates conceptual and epistemic understanding by stimulating curiosity and reducing uncertainty in the inquiry process.Conceptual and epistemic learning need to be concurrently guided in scientific inquiry. [ABSTRACT FROM AUTHOR]

Stepped-wedge cluster randomized trials, which randomize clusters of subjects to treatment sequences in which clusters switch from control to intervention conditions, are being conducted with increasing frequency. Due to the real-world nature of this design, methodological and implementation challenges are ubiquitous. To account for such challenges, more complex statistical models to plan studies and analyze data are required. In this paper, we consider stepped-wedge trials that accommodate treatment effect heterogeneity across clusters, implementation periods during which no data are collected, or both treatment effect heterogeneity and implementation periods. Previous work has shown that the sequence-period cells of a stepped-wedge design contribute unequal amounts of information to the estimation of the treatment effect. In this paper, we extend that work by considering the amount of information available for the estimation of the treatment effect in each sequence-period cell, sequence, and period of stepped-wedge trials with more complex designs and outcome models. When either treatment effect heterogeneity and/or implementation periods are present, the pattern of information content of sequence-period cells tends to be clustered around the times of the switch from control to intervention condition, similarly to when these complexities are absent. However, the presence and degree of treatment effect heterogeneity and the number of implementation periods can influence the information content of periods and sequences markedly. [ABSTRACT FROM AUTHOR]

Blended synchronous learning (BSL) represents several contexts that enable to bring remote students into the classroom, in real time, by the means of videoconferencing, web conferencing and virtual world. As BSL seems to be more and more implemented in many higher education institutions, especially in the current context of the COVID‐19 pandemic, and given the recent interest and scarce published research in BSL, more studies are needed on this kind of learning. The purpose of this research was to explore students and instructors perspective regarding their experience in BSL, according to three dimensions: pedagogy, technology and organization/logistics. To meet the study objective, a qualitative methodology was adopted. The study participants were remote students (n = 4) and face‐to‐face students (n = 4) enrolled in a graduate program in education offering only blended synchronous courses, and instructors (n = 5) in this program. Semi‐structured interviews were selected as the data collection method. Nine sub‐themes in reference to the three dimensions emerged from the study participants. They have also highlighted some challenges associated with BSL. The results reported in this study should provide faculties and higher education administrators with additional information and guidance, based on empirical data, on the use of BSL if they wish to implement it in academic programs. Moreover, in regard to the challenges revealed by the study participants, the results will permit to surpass the obstacles when implementing BSL successfully. Lay Description: What is already known about this topic: Blended synchronous Learning (BSL) is more and more used in higher education.BSL may be a good alternative for higher education institutions in the context of the COVID‐19 pandemic, as it permits to reduce the number of involved students in face‐to‐face activities, by offloading some students to online from their home or a remote site.Despite its gain in popularity, little research has been performed on BSL and this research is somewhat sparse.Further research and recommendations are needed for faculties and higher education administrators to assist them in ascertaining what works and what does not in BSL. What this paper adds: The purpose of this study was to report on students and instructors experience on BSL, with remote students participating from multiple sites and face‐to‐face students from a single site.Students and instructors perspectives were explored using three dimensions: pedagogy, technology and organisation/logistics.Challenges associated with BSL were highlighted by the study participants Implications for practice and/or policy: The results of this study will guide faculties in designing and implementing BSL for their students.The challenges highlighted in the study results should be taken into account when implementing BSL. [ABSTRACT FROM AUTHOR]

Objective: To shorten the Patient Engagement In Research Scale (PEIRS) to its most essential items and evaluate its measurement properties for assessing the degree of patients' and family caregivers' meaningful engagement as partners in research projects. Methods: A prospective cross‐sectional web‐based survey in Canada and the USA, and also paper‐based in Canada. Participants were patients or family caregivers who had engaged in research projects within the last 3 years, were ≥17 years old, and communicated in English. Extensive psychometric analyses were conducted. Results: 119 participants: 99 from Canada, 74 female, 51 aged 17‐35 years and 50 aged 36‐65 years, 60 had post‐secondary education, and 74 were Caucasian/white. The original 37‐item PEIRS was shortened to 22 items (PEIRS‐22), mainly because of low inter‐item correlations. PEIRS‐22 had a single dominant construct that accounted for 55% of explained variance. Analysis of PEIRS‐22 scores revealed the following: (1) acceptable floor and ceiling effects (<15%), (2) internal consistency (ordinal alpha = 0.96), (3) structural validity by fit to a Rasch measurement model, (4) construct validity by moderate correlations with the Public and Patient Engagement Evaluation Tool, (5) good test‐retest reliability (ICC2,1 = 0.86) and (6) interpretability demonstrated by significant differences among PEIRS‐22 scores across three levels of global meaningful engagement in research. Conclusions: The shortened PEIRS is valid and reliable for assessing the degree of meaningful patient and family caregiver engagement in research. It enables standardized assessment of engagement in research across various contexts. Patient or public contribution: A researcher‐initiated collaboration, patient partners contributed from study conception to manuscript write‐up. [ABSTRACT FROM AUTHOR]

Introduction: With governments worldwide reducing their involvement in the provision of institutional long‐term elder care, community‐based family caregivers (FCs) have become a key element in policies aimed at improving the quality of healthcare systems and maintaining their financial sustainability. This paper uses data from focus groups with FCs providing care to older adults to describe their approaches to and priorities for achieving care quality and sustainability as they work with formal health and social care systems. It describes FCs' views on information and communications technology (ICT) as potential supports for achieving these care quality and sustainability goals. Methods: We held 10 focus groups from May 2017 to August 2018 and recruited 25 FCs through a mix of convenience and snowball sampling strategies. We employed an inductive approach and used qualitative thematic content analysis methods to examine and interpret the resulting data. We used NVIVO 12 software for data analysis. Results: Quality of care – as delivered by both FCs themselves, and formal health and social care systems – was a major preoccupation for our participants. They saw communications quality as a key aspect of the broader concept of care quality. Our data analysis produced a typology of communications quality from the FC perspective. Analysis of our data also revealed ICT development opportunities and available products in key areas. Conclusions: Our findings suggest that the formal care system providers could be more caregiver‐oriented in their communications by engaging FCs in the decision‐making process and allowing them to express their own concerns and goals. The implication of our findings for those seeking to develop policies and ICT products in support of FCs is that these should focus on human relationships and seek to expand facilitative communications. [ABSTRACT FROM AUTHOR]

Aim: This study aims to identify characteristics at 2 years of age that differ between children with confirmed cerebral palsy (CP) and a non-CP diagnosis by 5 years of age.Method: This was a retrospective cohort analysis. A CP diagnosis may be considered a 'probable' diagnosis at 2 years, which is often 'confirmed' at 4 or 5 years, particularly in the context of CP registries. A total of 1683 children with a diagnosis of CP or probable CP at 2 years of age were identified from the Canadian Cerebral Palsy Registry, of whom 48 received a non-CP diagnosis at 5 years ('non-confirmed CP'). Perinatal adversity, preterm birth status, Gross Motor Function Classification System (GMFCS) level, presence of comorbidities, magnetic resonance imaging (MRI) findings, and initial CP motor type were compared between the two groups by univariate and logistic regression analyses.Results: χ2 analysis and multivariate analysis both confirmed that children with a non-CP diagnosis by 5 years of age were more likely to have a normal MRI (χ2 odds ratio [OR]=7.8, 95% confidence interval [CI]=3.8-16.1; OR=5.4, 95% CI=2.4-12.5), ataxic-hypotonic (χ2 OR=10.1, 95% CI=4.9-21.2; OR=6.1, 95% CI=2.2-16.2) or dyskinetic CP (χ2 OR=2.7, 95% CI=1.2-5.9; OR=2.9, 95% CI=1.0-7.6), born at term (χ2 OR=3.7, 95% CI=1.7-8.0; OR=3.6, 95% CI=1.0-12.1), and lack perinatal adversity (χ2 OR=4.1, 95% CI=1.6-10.7; OR=3.4, 95% CI=1.0-11.7).Interpretation: Normal MRI, ataxic-hypotonic or dyskinetic CP, lack of perinatal adversity, and term birth are associated with a higher odds of non-CP diagnosis by 5 years of age, thus potentially enhancing diagnostic work-up.What This Paper Adds: Normal magnetic resonance imaging (MRI) at 2 years was associated with a non-cerebral palsy (CP) diagnosis by 5 years. Diagnosis of ataxic-hypotonic or dyskinetic CP motor subtype at 2 years was associated with a non-CP diagnosis by 5 years. Perinatal adversity and preterm birth were rarer with a non-CP diagnosis by 5 years. [ABSTRACT FROM AUTHOR]

Aim: To establish international expert recommendations on clinical features to prompt referral for diagnostic assessment of cerebral palsy (CP).Method: An online Delphi survey was conducted with international experts in early identification and intervention for children with CP, to validate the results obtained in two previous consensus groups with Canadian content experts and knowledge users. We sent two rounds of questionnaires by e-mail. Participants rated their agreement using a 4-point Likert scale, along with optional open-ended questions for additional feedback. Additionally, a panel of experts and knowledge-users reviewed the results of each round and determined the content of subsequent surveys.Results: Overall, there was high-level of agreement on: (1) six clinical features that should prompt referral for diagnosis; (2) two 'warning sign' features that warrant monitoring rather than immediate referral for diagnosis; and (3) five referral recommendations to other healthcare professionals to occur simultaneously with referral for diagnosis.Interpretation: There was high agreement among international experts, suggesting that the features and referral recommendations proposed for primary care physicians for early detection of CP were broadly generalizable. These results will inform the content of educational tools to improve the early detection of CP in the primary care context.What This Paper Adds: International experts provide strong agreement on clinical features to detect cerebral palsy. Consensus on clinical 'warning signs' to monitor over time. Referral recommendations from primary care to specialized health services are identified. [ABSTRACT FROM AUTHOR]

Objective: Suicide is a leading cause of death, yet the accurate prediction of suicidal behavior is an elusive target for clinicians and researchers. The current paper examines the predictive validity of the Mini Neuropsychiatric Interview (MINI) Suicidality subscale for suicide attempts (SAs) for a homeless population with mental illness.Methods: Two thousand two hundred and fifty-five homeless individuals with mental illness across five Canadian cities enrolled in the At Home/Chez Soi Housing First trial interviewed at baseline using the MINI Suicidality subscale with 2-year follow-up of self-reported SAs.Results: Two thousand two hundred and twenty-one participants were included in the analysis. High rates of mood and substance use disorders were present (56.5% and 67.4%, respectively). The mean MINI Suicidality subscale score was 7.71. Among 1,700 participants with follow-up data, 11.4% reported a SA over the 2-year study period. MINI Suicidality subscale scores were predictive of SAs (AUC ≥ 0.70) among those with and without a history of SAs, even among those with missing answers. A positive predictive value of 0.20 and a negative predictive value of 0.95 were demonstrated, with a relatively low number needed to assess of 4.5-5.Conclusion: The MINI Suicidal subscale shows promise as an easy to use and accurate suicide risk prediction tool among homeless individuals with mental illness. [ABSTRACT FROM AUTHOR]

Aim: To identify characteristics of young children with cerebral palsy (CP), and intrinsic and extrinsic factors, that may be associated with parental perceptions regarding family-centred health care services.Method: We conducted a cross-sectional study, drawing our sample from the Canadian Cerebral Palsy Registry (CCPR). Parents rated the extent of family-centred care provided by their child's health care teams using the 56-item Measures of Process of Care (MPOC) questionnaire. Environmental and CP phenotypic variables were extracted from the CCPR for group comparisons. Low and high MPOC-56 raters were also compared.Results: Valid responses were obtained from 282 families (90%). All MPOC-56 subscales were highly rated (median ≥6.0), indicating satisfaction with health care services, with the exception of the Providing General Information subscale (median 4.8, interquartile range 3.2-6.0). Parents from Nova Scotia rated all subscales significantly higher than parents from other regions. CP subtype and severity were not significantly associated with MPOC-56 subscale scores. Higher socio-economic status was associated with lower MPOC-56 subscale scores. Higher paternal educational attainment and household income were significantly associated with lower scores on the Providing General Information and Providing Specific Information about the Child subscales respectively.Interpretation: Participants affirmed the provision of family-centred services from Canadian pediatric rehabilitation centres. Sociodemographic factors were associated with parental perceptions of family-centred services.What This Paper Adds: Sociodemographic factors were associated with parental perceptions of family-centred care. Factors intrinsic to the child's cerebral palsy were not associated with parental perceptions. [ABSTRACT FROM AUTHOR]

Objectives: The objective of this study was to assess the prevalence of orthostatic hypotension (OH) in a sample of late life depression (LLD) patients and to determine the validity of a standardized questionnaire, the Orthostatic Hypotension Questionnaire (OHQ). Secondarily, we wished to assess variables associated with OH.Methods: We conducted a cross-sectional study on 82 consecutive geriatric outpatients presenting with LLD. OH was defined as a fall in systolic blood pressure of greater than 20 mm Hg and/or 10 mm Hg on diastolic blood pressure on an orthostatic stress test from sitting to standing. Logistic regressions were used to identify factors associated with OH.Results: The prevalence of OH as measured on the orthostatic stress test and on the OHQ was 28% and 57%, respectively. The sensitivity, specificity, accuracy, positive predictive value, and negative predictive value of the OHQ were 69.6% (95% CI 47%-87%), 47.5% (95%CI 34%-61%), 0.54 (95% CI: 0.43-0.64), 34% (95%CI 21%-49%), and 80% (95%CI 63%-92%), respectively. Females were more likely to have OH (OR: 3.96, 95%CI 1.06-14.89, P = .041), and those married or in a common-law relationship were less likely to have OH (OR: 0.25, 95% CI 0.08-0.72, P = .011).Conclusions: OH is common in patients with LLD conferring them a risk of gait instability and falls. Females had a higher risk of having OH while participants who were married or in a common-law relationship were less likely to have OH. Although the OHQ is a quick to administer paper-based screening test, it did not show adequate diagnostic accuracy in patients with LLD seen in a routine psychiatry clinic. [ABSTRACT FROM AUTHOR]

Recent research and theorizing has characterized contemporary mothering as medicalized, intensive and risky. The rate of diagnosis of children's mental health issues has grown rapidly, particularly since the 90s. This paper examines the construction of mothering in regard to children's behaviours and mental health through an exploratory and qualitative content analysis of the portrayal of advice to mothers in Chatelaine Magazine, the premier women's magazine published in Canada. The time periods chosen for comparison were 1945-1956 and 1990-2010. The first period was selected because it was a time of dramatic changes that occurred in family, occupational and domestic life for women immediately after World War II. The second represents the modern period. The findings of the paper suggest that mothering was intensive, medicalized and risky in both periods although the conceptualizations of problems differed. [ABSTRACT FROM AUTHOR]

Introduction and Aims: Tranquilizer use is associated with negative health outcomes among people who use drugs. This paper aims to estimate the incidence rate (initiation) and identify predictors of tranquilizer misuse (TM) among cocaine users.Design and Methods: A prospective cohort study was conducted in Montreal, Canada. Interviewer-administered questionnaires were carried out at 3-month intervals. Initiation was defined as misusing a tranquilizer for the first time during follow-up. 'Lasting-initiation', defined as reporting TM at the next visit following first use, was also examined. Cox proportional hazard regression analyses were carried out to assess predictors of initiation to TM.Results: Among the 245 participants who were eligible for the initiation analyses, 123 started TM during follow-up for an incidence rate of 40.49 per 100 person-years (95% confidence interval, CI: 33.80-48.15). Of the 123 initiates, 35.7% were still using at the interview following initiation for an incidence rate of 14.70 per 100 person-years (95% CI: 10.82-19.56). Multivariate models showed that independent predictors of initiation and 'lasting initiation' were identical as having had a criminal activity as the main source of income, having been recently in treatment for a substance use disorder (SUD) and reporting non-medical use of prescription opioids.Discussion and Conclusions: The incidence rate of TM initiation was high among a sample of cocaine users. Initiation was predicted by a problematic drug use pattern involving polydrug use, involvement in the street economy and having been in treatment for a SUD. These findings have implications for prevention and harm reduction strategies. [ABSTRACT FROM AUTHOR]

Abstract: Objectives: To adapt the Canadian Diabetes Risk Assessment Questionnaire for the Chinese population and to evaluate its psychometric properties. Design and Sample: A cross‐sectional study was conducted with a convenience sample of 194 individuals aged 35–74 years from October 2014 to April 2015. Methods: The Canadian Diabetes Risk Assessment Questionnaire was adapted and translated for the Chinese population. Test–retest reliability was conducted to measure stability. Criterion and convergent validity of the adapted questionnaire were assessed using 2‐hr 75 g oral glucose tolerance tests and the Finnish Diabetes Risk Scores, respectively. Sensitivity and specificity were evaluated to establish its predictive validity. Results: The test–retest reliability was 0.988. Adequate validity of the adapted questionnaire was demonstrated by positive correlations found between the scores and 2‐hr 75 g oral glucose tolerance tests (r = .343, p < .001) and with the Finnish Diabetes Risk Scores (r = .738, p < .001). The area under receiver operating characteristic curve was 0.705 (95% CI .632, .778), demonstrating moderate diagnostic value at a cutoff score of 30. The sensitivity was 73%, with a positive predictive value of 57% and negative predictive value of 78%. Conclusions: Our results provided evidence supporting the translation consistency, content validity, convergent validity, criterion validity, sensitivity, and specificity of the translated Canadian Diabetes Risk Assessment Questionnaire with minor modifications. This paper provides clinical, practical, and methodological information on how to adapt a diabetes risk calculator between cultures for public health nurses. [ABSTRACT FROM AUTHOR]

This paper reports on a qualitative study that used focus groups to gather data from the perspective of child protection workers on their experiences in providing services to clients with limited English proficiency (LEP). The goals of the study were to understand processes of relationship building and service provision that could contribute to improved practice. Focus groups are ideal in obtaining data on how a group deals with particular situations and for understanding their decision‐making processes. Measures to ensure rigour and trustworthiness were taken throughout the study. Findings provide rich and multilayered insights into the complexity of providing services for families with LEP showing that agencies use bilingual workers as well as interpreters for services. Participants noted, however, that services continued to be inconsistent with unclear guidelines and training about how and when to access interpreters. Lack of training for bilingual workers was also identified. Confidentiality issues, barriers to engaging with clients, problems with the quality of interpretation and role confusion together with benefits including interpreters being cultural and language ‘conduits’ and links to culturally specific services; enhanced communication decreasing the possibility of inaccurate assessments and lessening power differentials; and help with workload were noted. [ABSTRACT FROM AUTHOR]

Background Participating in everyday life is essential to the healthy development and emotional well-being of children. However, little is known about siblings of children with complex care needs (CCN), and their perspectives and experiences of participating in everyday life. The aim of this paper is to present research findings that add to our understanding of how siblings of children with CCN view and experience participation in everyday life. Methods To arrive at a detailed and accurate understanding of the siblings' perspectives and experiences, we used the qualitative research design of ethnography. Sixteen siblings (seven brothers, nine sisters) of children with CCN were recruited. The siblings ranged in age between 7 and 25 years, with a mean age of 14 years. All siblings took part in opened-ended interviews and completed ecomaps to describe how they participate. Five siblings also took part in the photovoice method. Analysis involved several iterative steps, congruent with ethnography. Results Four main themes emerged as follows: (1) participation is about being part of a group; (2) it feels good; (3) I love my sibling but...; and (4) promoting participation. Siblings of children with CCN identified challenges to participation and also described ways that they participate that relate to the care of their sibling. Conclusions Siblings prioritized the relationship with their sisters and brothers with CCN in their life, and a great deal of their participation was chosen with their sibling in mind. Sibling-to-sibling relationships were distinct and meaningful and, as a result, participation was always done mindfully and with the family needs at the forefront. Nonetheless, clinicians caring for children with CCN must keep in mind the challenges that siblings of children with CCN experience and provide strategies to siblings that will help to promote their participation in everyday life. [ABSTRACT FROM AUTHOR]

Background Over the past two decades, there is increasing emphasis being placed upon providing family-centred care (FCC) in paediatric oncology settings. However, there is a lack of knowledge of FCC in paediatric oncology from the perspectives of immigrant parents. The purpose of this paper is to describe Chinese and South Asian immigrant parents' experiences of FCC in paediatric oncology settings in Canada. Methods This study adopted a constructivist grounded theory approach. Fifty first generation Chinese and South Asian parents of children with cancer who were at least 6 months post-diagnosis were recruited from six Canadian paediatric oncology centres. Interviews were conducted in English, Cantonese, Mandarin, Urdu, Punjabi or Hindi, and transcribed into English. Analysis involved line-by-line, focused and theoretical coding, and the use of the constant comparison method. Results Findings indicated that overall parents were highly satisfied with the care and services they received, and their experiences were reflective of the key elements of FCC. However, there were some areas of concern identified by participants: parents not perceiving themselves as a member of the medical team; inconsistency in the quality and co-ordination of services among healthcare providers; disrespectful and mechanical manner of a few healthcare providers; and parents' discomfort with healthcare providers communicating sensitive health-related information directly with their child. Conclusions In order to successfully provide family-centred services to immigrant parents of children with cancer, better communication of the elements of FCC between healthcare staff and families is needed to negotiate a clear role for the parents as partners of the healthcare team. Moreover, a better understanding of how family relationships are structured in immigrant families will assist healthcare providers to balance the best interests of the child with that of the family as a unit. [ABSTRACT FROM AUTHOR]

This paper presents a two-phased research project aiming to improve email triage for public administration managers. The first phase developed a typology of email classification patterns through a qualitative study involving 34 participants. Inspired by the fields of pragmatics and speech act theory, this typology comprising four top level categories and 13 subcategories represents the typical email triage behaviors of managers in an organizational context. The second study phase was conducted on a corpus of 1,703 messages using email samples of two managers. Using the k- NN ( k-nearest neighbor) algorithm, statistical treatments automatically classified the email according to lexical and nonlexical features representative of managers' triage patterns. The automatic classification of email according to the lexicon of the messages was found to be substantially more efficient when k = 2 and n = 2,000. For four categories, the average recall rate was 94.32%, the average precision rate was 94.50%, and the accuracy rate was 94.54%. For 13 categories, the average recall rate was 91.09%, the average precision rate was 84.18%, and the accuracy rate was 88.70%. It appears that a message's nonlexical features are also deeply influenced by email pragmatics. Features related to the recipient and the sender were the most relevant for characterizing email. [ABSTRACT FROM AUTHOR]

This paper deals with the initial steps of the judicial process for persons with intellectual disabilities who are suspected of a minor offense; a stage where plaintiffs, police officers, and crown attorneys make a series of decisions that will have a significant impact on the course of the judicial process. The objective of this study was twofold: (i) to document the criteria that influence dispositions by police officers and crown attorneys about persons with intellectual disabilities in the criminal justice system (CJS), (ii) to report suggested improvements to better support them throughout the judicial process. Fourteen semi-structured interviews were conducted with key informants from the CJS and from service and community organisations working in the field of intellectual disabilities. The results of this qualitative study indicate that decisions made and dispositions taken rely on a series of implicit criteria that influence the course of the subsequent judicial procedures against persons with an intellectual disability. Suggestions for improvement pertain to developing the screening of intellectual disability procedures, the provision of information to key actors about intellectual disabilities, a preference for the use of summons to appear over other types of procedures, and drafting memorandums of understanding between various organisations and police services regarding persons with intellectual disabilities. In conclusion, an emphasis must be put on screening and diversion procedures for persons with intellectual disabilities when appropriate. [ABSTRACT FROM AUTHOR]