Bibliographic record
Abstract
The Ottawa (Canada) Chapter of the Greek Orthodox Youth of America (GOYA) has existed since the mid 1900s. At that time, GOYA was viewed as an organization pertinent not only for the practice and maintenance of a religious minority (Greek Orthodoxy) in mainstream Canada, but also as a social recreational organization for interaction of the limited few Greeks that dwelled in Ottawa. Today, the primary purpose of the Ottawa Chapter of GOYA remains the same and consistent to the original mission as established by the Greek Orthodox Archdiocese of America (GOAA) – that is- a youth ministry based on Liturgia (worship), Koinonia (fellowship), Diakonia (service), and Martyria (witness). Historically, recreation activities in the form of retreats and cultural/religious seminars have traditional been used to address the mission of GOYA and to recruit new members in GOYA. Administrators of GOYA and the HCO have acknowledged recreation as a useful means to not only endorse the mission of GOYA, but to also solicit membership through activities such as cultural dances, basketball tournaments, and ice skating outings. This paper depicts the relationship between
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.893 | 0.665 |
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 itClassification
machine, unvalidatedMachine predicted; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".