Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Purpose The purpose of this paper is to highlight the complicated nature of safeguarding lesbian, gay, bisexual and transgender (LGBT) students. First, this paper will address the issues that LGBT students face as a minoritized group in their school system, which inhibits their opportunities to reach their full potential when it comes to emotional and academic growth. Second, this paper will be used to discuss how leadership is vital in order for school communities to help address the issues that their LGBT population face. Third, the author will make the case that a lack of leadership self-efficacy can hinder the process. Design/methodology/approach Three different research studies were used to highlight the needs of LGBT students. However, there is additional research that is used as well to illustrate the need for leadership self-efficacy to support LGBT safeguards. When it comes to LGBT research the research of GLSEN (formerly known as the Gay, Lesbian, Straight Education Network) was used. GLSEN’s research consisted of 7,898 students between the ages of 13 and 21. Second, data from the Every Teachers Project by the Manitoba Teachers’ Society were used which involved 3,400 teachers around Canada. Although there are certain nuances between international examples which include those LGBT students living in the dominant culture as well as within indigenous populations, the author builds the case that the harassment and bullying has a common theme and can be addressed through common methods. Additionally, qualitative doctoral research was used, which consisted of 20 interviews of school leaders from three different school districts in New York State. Lastly, for the purpose of this paper the author will use the acronym LGBT to identify those in the lesbian, gay, bisexual and transgender community. There are many acronyms (e.g. LGBTQ, LGBTI, etc.) representing the community, and only when the research use those other acronyms, will those be used to highlight subgroup populations. Findings Findings indicate that, as a minoritized population, LGBT students are highly at risk for being verbally and physically harassed at school, and go unprotected by the adults who are in charge of keeping them safe. School leadership is instrumental in the safeguarding of LGBT students. Additionally, safeguarding is not nearly enough. It is important to understand that LGBT students should not just be safeguarded, but should also be surrounded by curriculum and images that will help them feel accepted into the greater school community, which takes an increased level of self-efficacy on the part of the leader. Originality/value The topic of engaging LGBT students in the school community is sparse at best. Additionally, this paper provides the case for safeguarding and engaging LGBT students, as well as all minoritized populations, but also discusses why it is the moral purpose of leaders to do so. However, the author believes that the addition of understanding leadership actions around safeguarding LGBT students through the lens of leadership self-efficacy and building collective efficacy is an important one, and will add to the originality of this paper.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it