Making single-point aerial circus disciplines safer
Bibliographic record
Abstract
The purpose of this study was to measure the dynamic tension force between the apparatus and the hanging equipment of five aerial circus apparatuses and to recommend minimal loading requirements in rigging and design. The forces generated by different acrobatic movements were measured and synchronized with video recordings. Sixteen students of the National Circus School of Montréal (Canada) participated in the study. The maximal forces were analyzed and characterized with respect to the discipline, the type of movement and the schooling level of the student. The maximal force measured was 5.3 kN performed in the discipline of aerial straps, equivalent to 7.9 times the bodyweight of the performer. A minimal breaking strength of 22 kN for the hanging point and all the equipments holding the rig is recommended. A minimal breaking strength of 22 kN for straps, 17 kN for rope and 12 kN for silk, aerial hoop and dance trapeze is recommended.
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How this classification was reachedexpand
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 | 0.000 | 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 | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".