A Cross-Sectional, Survey-Based Study of Equity, Diversity, and Inclusion in the Canadian Indoor Climbing Community
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: This study sought to offer insights into the demographics of the Canadian climbing community, as well as the perceived motivators and constraints to participating in climbing through an equity, diversity, and inclusion (EDI) lens. Approach: This cross-sectional, survey-based study was conducted in partnership with Climbing Escalade Canada (CEC), the national governing body of climbing in Canada. Findings: The average respondent in this study was white, heterosexual, young, highly educated and living in a household that earns over $100,000 annually. Social motivations were noted as a significant motivator for climbers—especially for women. Women, gender minorities, and racialized people all faced heightened constraints to participate in climbing. Implications: The findings of this study provide valuable insights for program and policy improvement across the Canadian climbing community, which can lead to sustaining the rapid rise in popularity taking place in the sport Research Contributions: With the exception of one recent study, much of the research investigating EDI in climbing has focused almost exclusively on gender and has been conducted outside of Canada. Future work within the sport of climbing can focus on improving the accessibility to climbing, as well as the overall sense of inclusion and diversity within the sport.
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 | 0.009 | 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 | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| 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