Gym climbing constraints and negotiations during the pandemic
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
In this conceptual paper, we explore the impact of the pandemic, along with governmental and gym safety measures on gym climbing participation. We explain how internal and external forces have hindered participation and how gym climbers negotiated with those constraints during the pandemic. Drawing from secondary data sources in climbing-related media and organizations, we first illustrate how climbing gyms adapted their safety policies from shutdown to reopening phases. This highlights the role of pandemic and safety measures in shaping structural, interpersonal, and intrapersonal constraints. The conceptual explication of pandemic-induced gym climbing constraints enables us to further analyse how individuals adjusted their participation and devised alternatives to sustain their climbing activities. Our discussion contributes to the understanding of human perceptions and responses in crisis situation and highlights avenues for future research, particularly in relation to gym professionals and climbers’ responsibilities and resources in addressing collective societal challenges and sustaining exercise engagement.
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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 | 0.001 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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