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Game-Day Pitch and Throw Count Feasibility Using a Single Sensor to Quantify Workload in Youth Baseball Players
Michael T Freehill1, Michael J Rose1, Katherine A McCollum1,2
1Department of Orthopaedic Surgery, Stanford University School of Medicine, Stanford, California, USA.
Orthopaedic Journal of Sports Medicine
|March 27, 2023
Summary
Wearable sensors can accurately track all throws by youth baseball pitchers, not just pitches. This method captures total throwing volume, crucial for understanding injury risk beyond traditional pitch counts.
Area of Science:
- Sports Medicine
- Biomechanics
- Youth Athletics
Background:
- Current youth baseball pitch count recommendations lack robust scientific support.
- Existing methods overlook total daily throwing volume, including warm-ups and non-pitch throws.
- Manual pitch tracking is prone to inaccuracies and limitations.
Purpose of the Study:
- To develop and validate a wearable sensor-based method for quantifying total throws in youth baseball.
- Ensure the proposed method aligns with Little League Baseball rules and regulations.
- Provide a reliable system for measuring throwing volume in young athletes.
Main Methods:
- A descriptive laboratory study involving eleven 10-11-year-old male baseball players.
- An inertial sensor was attached to the throwing arm to capture all throws during games.
- A throw identification algorithm analyzed linear acceleration to quantify throwing intensity and volume.
Main Results:
- A total of 13,429 throws were captured over the season.
- Pitchers averaged 158 total throws on days they pitched versus 119 on non-pitching days.
- Throwing intensity distribution: 32% low, 54% medium, 15% high.
Conclusions:
- A single inertial sensor can reliably quantify total throws in youth baseball players.
- Total throwing volume is significantly higher on pitching days compared to non-pitching days.
- This method facilitates more comprehensive research into youth baseball arm injuries.

