MétaCan
Menu
Back to cohort
Record W7079486843 · doi:10.26108/7nzz-b790

Preparing Canadian Baptist Ministries family units for missional engagement in collectivist cultures

2025· other· en· W7079486843 on OpenAlexaboutno aff

Bibliographic record

VenueAcadiaU-DEV · 2025
Typeother
Languageen
FieldComputer Science
TopicGeochemistry and Geologic Mapping
Canadian institutionsnot available
Fundersnot available
KeywordsCollectivismField (mathematics)Qualitative researchFocus groupField researchUnit (ring theory)

Abstract

fetched live from OpenAlex

The purpose of this thesis was to determine how Canadian Baptist Ministries (CBM) can best prepare its field staff for cross-cultural holistic engagement in collectivist cultures as field staff family units. The focus is on CBM field staff serving in regions of the Middle East and North Africa, Sub-Saharan Africa, and Asia-Pacific, where there are a significant percentage of Muslims in the general population. The research used a qualitative case study where three CBM office staff and nine CBM field staff participated in answering open-ended questions to record the experiences of the field staff family during the pre-field, on-field, and post-field stages of their journey. The qualitative findings indicated that though there were a number of issues identified that needed attention by CBM to better support its field staff families, the field staff family has a unique role in engaging with Muslims in collectivist cultures. By leveraging the strengths of all the members of the field staff family unit, both adults and children, the family can make a significant impact in the field. The primary practical outcome of this research is the development and introduction of an orientation package entitled, The BETAB Project: A Learning Journey for a Family on a Mission, to support its field staff families.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.023
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.024
GPT teacher head0.265
Teacher spread0.241 · 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 teacher head, not a consensus.

Study designNot applicable
Domainnot available
GenreOther

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

Citations0
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueAcadiaU-DEVSame topicGeochemistry and Geologic MappingFrench-language works237,207