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Record W2986778646 · doi:10.1080/15363759.2019.1566101

An Exploratory Study of Stalking on Christian Campuses: Does that Happen Here?

2019· article· en· W2986778646 on OpenAlexaffabout
James R. Vanderwoerd, Kadee Lankhof

Bibliographic record

VenueChristian Higher Education · 2019
Typearticle
Languageen
FieldSocial Sciences
TopicStalking, Cyberstalking, and Harassment
Canadian institutionsRedeemer University College
Fundersnot available
KeywordsStalkingExploratory researchContext (archaeology)PsychologySocial psychologyIncidence (geometry)HarassmentCriminologyInstitutionDemographySociologyGeographySocial science

Abstract

fetched live from OpenAlex

Despite an increase in the research on stalking, much is still unknown about the incidence of stalking in higher-education campus populations. Specifically, most studies report prevalence (defined as lifetime or longer-term occurrences) rather than incidence (defined as recent occurrences, often within the past year, or since being in college), or fail to distinguish between them. Further, even though independent religious colleges and universities represent a substantial portion of postsecondary institutions, particularly within the North American context, little research exists on how the religious characteristics of an institution might influence stalking. This study contributes to the literature by providing improved estimates of the incidence of stalking—conceptualized as obsessive relational intrusion—based on a sample of students (N = 668) from eight independent Christian institutions of higher education in Canada. Incidence rates vary widely in the literature based on variations in sampling, definitions, and measurement. Compared to published incidence rates ranging from 4% to over 40%, this study found that 18% of all students and 23% of women students in Canadian Christian colleges reported experiencing one or more types of stalking behavior five times or more since age 18. An examination of factors related to stalking victimization revealed that only gender had an influence, affirming previous research that women are at greater risk for sexual violence than men. This study provides evidence that these Christian colleges are not immune to various forms of sexual violence and that college personnel must be vigilant in developing policies and programs to prevent and reduce stalking on their campuses.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.008
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.043
Threshold uncertainty score0.086

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0060.003
Scholarly communication0.0030.002
Open science0.0010.002
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0020.000

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.

Opus teacher head0.031
GPT teacher head0.336
Teacher spread0.305 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations2
Published2019
Admission routes2
Has abstractyes

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