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Technical Sports-Science Standard & AI Evaluation Protocol

Universal Diamond Biomechanics & Kinematic Assessment Standard

Technical standard defining computer-vision video submission requirements, kinetic chain thresholds, joint angle safety windows, and automated scoring parameters.

Document control
Ref · DOC-02-BIO-2026
Issued by · Faculty of High Performance & Athletic Mastery
Repository · biomechanics
Year · 2026
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Technical Sports-Science Standard & AI Evaluation Protocol · DOC-02-BIO-2026

UNIVERSAL DIAMOND BIOMECHANICS & KINEMATIC ASSESSMENT STANDARD

Document Reference: DOC-02-BIO-2026

Effective Date: August 2026

Author: Faculty of High Performance & Athletic Mastery

SECTION 1: PURPOSE & CLINICAL SCOPE

1.1. Objective: This technical standard codifies the scientific principles, capture protocols, and mathematical evaluation algorithms governing all student video drill submissions and automated biomechanical evaluations across baseball and fastpitch softball.

1.2. Dual-Pillar Goal:

  • Maximize kinetic chain energy transfer efficiency for peak projectile velocity and bat exit speed.
  • Minimize structural joint torque (specifically elbow valgus torque and lumbar hyperextension) to eliminate preventable overuse injuries.

SECTION 2: VIDEO CAPTURE & RECORDING STANDARDS

To pass autonomous computer-vision pose estimation (OpenPose / MediaPipe edge inference), submitted video footage must adhere to the following setup parameters:

2.1. Hardware & Frame Rate Parameters:

  • Minimum Resolution: 1080p (1920 × 1080).
  • Minimum Frame Rate: 60 frames per second (fps); 120–240 fps slow-motion mode recommended for release-point capture.
  • Lighting & Contrast: High-contrast background; subject must wear clothing contrasting clearly with the field or background walls.

2.2. Camera Placement Geometry:

  • Sagittal Profile (Side View): Camera placed 90° perpendicular to the target-line axis at a distance of 15–20 ft (4.5–6.0 m), lens height aligned with the athlete's iliac crest (hip height).
  • Coronal Profile (Rear / Catcher View): Camera placed directly behind the mound or batter's box along the target power line.
  • Horizon & Stability: Tripod-mounted with a digital level to eliminate pitch-axis tilt errors.

SECTION 3: PITCHING KINEMATICS EVALUATION STANDARD

Kinematic joint-angle model
145°–160°32°–45° separationtrunk tilt 25°–40°elbow 85°–105°release
  • Lead-knee extension145°–160°
  • Hip–shoulder separation32°–45°
  • Elbow flexion85°–105°
  • Trunk tilt25°–40°

Proximal-to-distal chain with the four graded checkpoint angles. Arc colours match the legend; all ranges are measured at front-foot strike through ball release.

3.1. Lead-Leg Isometric Block Angle ($\theta_{\text{knee}}$):

  • Definition: The internal angle of the lead knee joint measured from front foot strike (FFS) through maximum ball release (BR).
  • Elite Target: $145^\circ - 160^\circ$ of extension.
  • Scoring Logic:
  • $140^\circ \le \theta_{\text{knee}} \le 165^\circ$: +25 Points (Full kinetic conversion).
  • $130^\circ \le \theta_{\text{knee}} < 140^\circ$: +15 Points (Mild flex bleed).
  • $\theta_{\text{knee}} < 130^\circ$: 0 Points (-20 penalty; soft lead leg absorbs energy into quadriceps rather than transferring it to the pelvis).

3.2. Hip-to-Shoulder Separation ($\Delta\theta_{\text{torso}}$):

  • Definition: The angular displacement between the transverse pelvic axis and the transverse shoulder-girdle axis at FFS.
  • Formula:

$$\Delta\theta_{\text{torso}} = |\theta_{\text{pelvis}} - \theta_{\text{shoulders}}| \quad \text{at FFS}$$

  • Scoring Range:
  • $32^\circ \le \Delta\theta_{\text{torso}} \le 45^\circ$: +35 Points (Optimal stretch-shortening cycle in oblique slings).
  • $25^\circ \le \Delta\theta_{\text{torso}} < 32^\circ$: +20 Points (Moderate rotational delay).
  • $\Delta\theta_{\text{torso}} < 25^\circ$: 0 Points (-25 penalty; rotational pushing/upper-body dominance).

3.3. Elbow Flexion Angle at Front Foot Strike ($\theta_{\text{elbow}}$):

  • Safety Window: $80^\circ \le \theta_{\text{elbow}} \le 105^\circ$.
  • Clinical Risk: $>115^\circ$ (long arm action) elevates medial elbow valgus torque across the Ulnar Collateral Ligament (UCL). $<75^\circ$ creates forearm flexor strain.
  • Scoring: Within safety window = +20 Points; outside = 0 Points + automated biomechanical alert flag.

3.4. Forward Trunk Tilt at Release ($\theta_{\text{trunk}}$):

  • Target Range: $25^\circ - 40^\circ$ forward angle relative to the vertical line.
  • Scoring: Within range = +20 Points; $<20^\circ$ (upright posture truncating release extension) = +5 Points.

SECTION 4: HITTING DYNAMICS & LAUNCH PROFILE STANDARD

4.1. Kinematic Sequence Velocity Thresholds:

  • Pelvic Angular Velocity: Peak benchmark of $650^\circ - 800^\circ/\text{s}$.
  • Torso Angular Velocity: Peak benchmark of $850^\circ - 1100^\circ/\text{s}$.
  • Bat Barrel Angular Velocity: Peak benchmark of $1600^\circ - 2200^\circ/\text{s}$.
  • Sequence Integrity: Failure occurs if Peak Torso Velocity precedes Peak Pelvic Velocity.

4.2. Attack Angle ($\theta_{\text{attack}}$) & Path Matching:

  • Target Range: $+8^\circ \text{ to } +14^\circ$ upward path at contact.
  • Justification: Matches the downward pitch trajectory ($-4^\circ \text{ to } -8^\circ$) to maximize the collision sweet spot and create optimal line-drive launch angles ($10^\circ - 25^\circ$).

4.3. Head Displacement & Visual Axis Stability:

  • Constraint Threshold: $\le 1.5\text{ inches } (3.8\text{ cm})$ of linear head drift from launch initiation to point of impact. Excessive forward drift degrades pitch recognition accuracy.

SECTION 5: FASTPITCH SOFTBALL WINDMILL SPECIFICATIONS

5.1. Power-Line Stride Tracking:

  • The lead foot must land within a $40^\circ - 45^\circ$ open angle relative to the straight line drawn from the center of the pitching rubber to home plate.

5.2. Brush Contact Mechanism:

  • The inner forearm/wrist must achieve tactile brush contact against the iliac crest at release to establish a consistent pivot point and convert rotational arm speed into instant snap release.

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