COMPUTATIONAL METHODOLOGY

From Movement to Mechanics.

Explore the eight distinct computational stages that transform uncalibrated raw movement into actionable orthopedic biomechanics.

STAGE 01 MULTI-MODAL INGEST

01. Passive Continuous Capture

Wearable inertial units collect linear acceleration and angular rates during daily ambulation. Periodic smartphone camera video provides high-fidelity coronal and sagittal posture verification.

INPUT: { IMU: [ax, ay, az, gx, gy, gz], INSOLE: [P1..P8], VISION: [frame_rgb] }
STAGE 02 TEMPORAL RESAMPLING

02. Signal Normalization & Drift Correction

Disparate sensor sampling rates (ranging from 30 Hz video up to 200 Hz IMU streams) are resampled and temporally aligned using zero-lag spline interpolation and continuous orientation estimation.

STAGE 03 SPATIAL REGISTRATION

03. 3D Skeletal Topology Reconstruction

Sensor orientations are registered against a scalable 14-segment rigid body human model. Anatomical joint centers (hip, knee, ankle, shoulder, elbow, wrist) are resolved in 3D global coordinate space.

STAGE 04 BIOMECHANICAL RIG

04. Musculoskeletal Scaling & Kinematics

Segment lengths, inertial tensors, and centers of mass are anthropometrically scaled according to patient height, weight, and surgical specifications.

STAGE 05 INVERSE DYNAMICS

05. Inverse Dynamic Load Calculation

Solving the equations of motion derives intersegmental forces and net joint moments. Contact force vectors are computed at articular cartilage and prosthetic interfaces.

STAGE 06 LONGITUDINAL BENCHMARK

06. Baseline & Cohort Comparison

Current movement metrics are continually compared against two reference anchors: the patient’s own pre-operative/early-discharge baseline, and normative recovery trajectories for that surgical procedure.

STAGE 07 STATISTICAL DIVERGENCE

07. Compensatory Deviation Detection

When single-leg stance, walking cadence, or joint flexion profiles diverge from expected statistical thresholds, a clinical review flag is automatically synthesized with supporting kinematic evidence.

STAGE 08 CLINICAL OBSERVATORY

08. Clinician Interpretation & Follow-Up

Orthopedic surgeons, physical therapists, and care managers review objective motion evidence within their clinical workflow. The human clinician retains complete decision authority.

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