Purpose: As senior district leaders in US public schools make public statements about the importance of teachers of color for all students, their inaction in designing policies to recruit these educators can undermine diversity progress. This study explores the mixed messaging around one small urban district's effort to increase the ethnoracial…

Directed acyclic graphs (DAGs) are now a popular tool to inform causal inferences. We discuss how DAGs can also be used to encode theoretical assumptions about nonprobability samples and survey nonresponse and to determine whether population quantities including conditional distributions and regressions can be identified. We describe sources of…

Random forests are a nonparametric machine learning method, which is currently gaining popularity in the behavioral sciences. Despite random forests' potential advantages over more conventional statistical methods, a remaining question is how reliably informative predictor variables can be identified by means of random forests. The present study…

Teacher recruitment and retention in the United States has been deemed an issue across all disciplines and grade-levels. School-based agricultural education (SBAE) is no exception to this issue, where for decades a national shortage of qualified agriculture teachers has persisted. According to the 2021 Illinois Agricultural Education Annual…

This note demonstrates that the widely used Bayesian Information Criterion (BIC) need not be generally viewed as a routinely dependable index for model selection when the bifactor and second-order factor models are examined as rival means for data description and explanation. To this end, we use an empirically relevant setting with…

This scoping review aims to identify and systematically review published mapping reviews to assess their commonality and heterogeneity and determine whether additional efforts should be made to standardise methodology and reporting. The following databases were searched; Ovid MEDLINE, Embase, CINAHL, PsycINFO, Campbell collaboration database,…

Relative age effects (RAEs) are independent of specific cutoff dates that can vary from country to country. However, the consequences of changing the selection cutoff dates within a national sport organization are unknown. Further, the transition from international youth to senior representation is yet to be explored in rugby union. Thus, the aims…

The purpose of this study was to investigate the longitudinal prevalence of relative age effects (RAEs) across playing levels and positions in Northern Ireland international male soccer. Birthdates of U17 (n = 276), U19 (n = 320), U21 (n = 331), and senior (n = 108) international players between 2011 and 2023 were recorded. Chi-square tests and…

The American Library Association (ALA) reported an "unprecedented" number of book challenges in 2022 (ALA, 2022b), resulting in nationwide media coverage and increased awareness of censorship attempts. However, these numbers represent only censorship attempts from external entities, such as parents and the general public; some librarians…

In recent years, the rapid development of artificial intelligence has enabled the launch of many new screening tools. This review aims to facilitate screening tool selection through a systematic narrative review and feature analysis. The current adoption rate of transparent tool reporting is low: by screening 191 studies published in the…

Successful entrance into specialty training represents a pivotal stage in the careers of medical officers. Selection for entrance into specialty training programs may encompass criteria including research experience, regional exposure, clinical experience, professional achievements, diversity, equity and inclusion factors, and extracurricular…

Traditionally, professorial recruitment has been controlled by scholars themselves selecting the best qualified candidates as a new member of the academic community according to scientific criteria. Recent studies have, however, documented that recruitment has become increasingly influenced by managers and HR personnel who approach professorial…

No previous study has explored why the translators selected children's literature while translating Japanese literature into Bangla. This study aims to identify the tendency of selecting Japanese texts for translation into Bangla, which have educationally valued contents. It employed descriptive translation studies approach to prepare a periodized…

Background: The use of measurement instruments to assess the use of Evidence-Based Practice by health professionals has been frequently reported in studies. Aims: This systematic review aimed to summarize, describe, and evaluate the measurement properties of the instruments that evaluate the use of Evidence-Based Practice in health professionals.…

Literature screening is the process of identifying all relevant records from a pool of candidate paper records in systematic review, meta-analysis, and other research synthesis tasks. This process is time consuming, expensive, and prone to human error. Screening prioritization methods attempt to help reviewers identify most relevant records while…