Computes kinematic stress per bone from MoCap data and propagates it through the MSK incidence matrix to estimate muscle vulnerability.
Usage
mocapImpactPrediction(
pe_mocap,
hg = NULL,
mapping = NULL,
stress_metric = c("acceleration", "jerk", "range"),
use_proxy = TRUE
)Arguments
- pe_mocap
A numeric matrix (frames x segments) with MoCap data.
- hg
An MSKHypergraph object (NULL loads default).
- mapping
Optional data.frame from
mocapToMSKMapping().- stress_metric
Character, kinematic stress metric: "acceleration", "jerk", or "range".
- use_proxy
Logical, if TRUE uses degree-based proxy instead of full simulation for impact deviation (default: TRUE).
Value
A list with:
- vulnerability
Named numeric vector of muscle vulnerability scores
- bone_stress
Named numeric vector of bone stress values
- muscle_stress_exposure
Named numeric vector of muscle stress exposure
- ranking
Data frame ranking muscles by vulnerability
Examples
set.seed(6)
seg <- matrix(cumsum(rnorm(300 * 3)), 300, 3)
colnames(seg) <- c("humerus", "radius", "femur")
attr(seg, "sr") <- 120
mocapImpactPrediction(seg)
#> $vulnerability
#> Trapezius Latissimus Dorsi
#> 0.0000000 17.8236991
#> Serratus Posterior Superior Serratus Posterior Inferior
#> 0.0000000 0.0000000
#> Levator Scapulae Rhomboid Minor
#> 0.0000000 0.0000000
#> Rhomboid Major Serratus Anterior
#> 0.0000000 0.0000000
#> Deltoid Supraspinatus
#> 0.3240673 2.1758801
#> Infraspinatus Teres Minor
#> 2.1758801 2.1758801
#> Teres Major Subscapularis
#> 2.1758801 2.1758801
#> Subclavius Pectoralis Major
#> 0.0000000 7.8239095
#> Pectoralis Minor Coracobrachialis
#> 0.0000000 2.1758801
#> Biceps Brachii Brachialis
#> 0.6178707 2.1758801
#> Triceps Brachii Anconeus
#> 0.3240673 2.1758801
#> Pronator Teres Flexor Carpi Radialis
#> 0.2938034 0.0000000
#> Palmaris Longus Flexor Carpi Ulnaris
#> 0.0000000 0.0000000
#> Flexor Digitorum Superficialis Flexor Digitorum Profundus
#> 3.6935285 0.0000000
#> Flexor Pollicis Longus Pronator Quadratus
#> 0.8394383 1.9726800
#> Brachioradialis Extensor Carpi Radialis Longus
#> 1.7653447 2.1758801
#> Extensor Carpi Radialis Brevis Extensor Digitorum
#> 0.0000000 0.0000000
#> Extensor Digiti Minimi Extensor Carpi Ulnaris
#> 0.0000000 0.0000000
#> Supinator Abductor Pollicis Longus
#> 5.3843015 1.4270451
#> Extensor Pollicis Brevis Extensor Pollicis Longus
#> 0.2938034 0.0000000
#> Extensor Indicis Abductor Pollicis Brevis
#> 0.0000000 0.0000000
#> Flexor Pollicis Brevis Opponens Pollicis
#> 0.0000000 0.0000000
#> Adductor Pollicis Palmaris Brevis
#> 0.0000000 0.0000000
#> Abductor Digiti Minimi Flexor Digiti Minimi Brevis
#> 0.0000000 0.0000000
#> Opponens Digiti Minimi Palmar Interossei 1
#> 0.0000000 0.0000000
#> Palmar Interossei 2 Palmar Interossei 3
#> 0.0000000 0.0000000
#> Dorsal Interossei 1 Dorsal Interossei 2
#> 0.0000000 0.0000000
#> Dorsal Interossei 3 Dorsal Interossei 4
#> 0.0000000 0.0000000
#> Lumbrical 1 Lumbrical 2
#> 0.0000000 0.0000000
#> Lumbrical 3 Lumbrical 4
#> 0.0000000 0.0000000
#> Splenius Capitis Splenius Cervicis
#> 0.0000000 0.0000000
#> Iliocostalis Lumborum Iliocostalis Thoracis
#> 0.0000000 0.0000000
#> Iliocostalis Cervicis Longissimus Thoracis
#> 0.0000000 0.0000000
#> Longissimus Cervicis Longissimus Capitis
#> 0.0000000 0.0000000
#> Spinalis Thoracis Spinalis Cervicis
#> 0.0000000 0.0000000
#> Spinalis Capitis Semispinalis Thoracis
#> 0.0000000 0.0000000
#> Semispinalis Cervicis Semispinalis Capitis
#> 0.0000000 0.0000000
#> Multifidus Interspinalis 1
#> 0.0000000 0.0000000
#> Interspinalis 2 Interspinalis 3
#> 0.0000000 0.0000000
#> Interspinalis 4 Interspinalis 5
#> 0.0000000 0.0000000
#> Interspinalis 6 Interspinalis 7
#> 0.0000000 0.0000000
#> Interspinalis 8 Interspinalis 9
#> 0.0000000 0.0000000
#> Interspinalis 10 Interspinalis 11
#> 0.0000000 0.0000000
#> Interspinalis 12 Rotatores 1
#> 0.0000000 0.0000000
#> Rotatores 2 Rotatores 3
#> 0.0000000 0.0000000
#> Rotatores 4 Rotatores 5
#> 0.0000000 0.0000000
#> Rotatores 6 Rotatores 7
#> 0.0000000 0.0000000
#> Rotatores 8 Rotatores 9
#> 0.0000000 0.0000000
#> Rotatores 10 Rotatores 11
#> 0.0000000 0.0000000
#> Intertransverse 1 Intertransverse 2
#> 0.0000000 0.0000000
#> Intertransverse 3 Intertransverse 4
#> 0.0000000 0.0000000
#> Intertransverse 5 Intertransverse 6
#> 0.0000000 0.0000000
#> Intertransverse 7 Intertransverse 8
#> 0.0000000 0.0000000
#> Intertransverse 9 Intertransverse 10
#> 0.0000000 0.0000000
#> Intertransverse 11 Intertransverse 12
#> 0.0000000 0.0000000
#> Intertransverse 13 Intertransverse 14
#> 0.0000000 0.0000000
#> Obliquus Capitis Inferior Obliquus Capitis Superior
#> 0.0000000 0.0000000
#> Rectus Capitis Posterior Major Rectus Capitis Posterior Minor
#> 0.0000000 0.0000000
#> Longus Colli Longus Capitis
#> 0.0000000 0.0000000
#> Rectus Capitis Anterior Rectus Capitis Lateralis
#> 0.0000000 0.0000000
#> Anterior Scalene Scalene Minimus
#> 0.0000000 0.0000000
#> Middle Scalene Posterior Scalene
#> 0.0000000 0.0000000
#> Sternocleidomastoid Platysma
#> 0.0000000 0.0000000
#> Sternohyoid Omohyoid
#> 0.0000000 0.0000000
#> Sternothyroid Thryohyoid
#> 0.0000000 0.0000000
#> Stylohyoid Digastric
#> 0.0000000 0.0000000
#> Mylohyoid Geniohyoid
#> 0.0000000 0.0000000
#> Occipitalis Frontalis
#> 0.0000000 0.0000000
#> Orbicularis Oculi Corrugator Supercilii
#> 0.0000000 0.0000000
#> Orbicularis Oris Levator Labii Superioris Alaeque Nasi
#> 0.0000000 0.0000000
#> Levator Labii Superioris Zygomaticus Minor
#> 0.0000000 0.0000000
#> Zygomaticus Major Levator Anguli Oris
#> 0.0000000 0.0000000
#> Buccinator Depressor Anguli Oris
#> 0.0000000 0.0000000
#> Masseter Medial Pterygoid
#> 0.0000000 0.0000000
#> Lateral Pterygoid Levator Palpebrae Superioris
#> 0.0000000 0.0000000
#> Lateral Rectus Medial Rectus
#> 0.0000000 0.0000000
#> Superior Rectus Inferior Rectus
#> 0.0000000 0.0000000
#> Superior Oblique Inferior Oblique
#> 0.0000000 0.0000000
#> Tensor Fascia Lata Gluteus Maximus
#> 0.0000000 2.6259592
#> Gluteus Medius Gluteus Minimus
#> 0.8609702 2.0232800
#> Piriformis Superior Gemellus
#> 2.0232800 2.0232800
#> Inferior Gemellus Obturator Internus
#> 2.0232800 0.8609702
#> Quadratus Femoris Semitendinosus
#> 2.0232800 0.0000000
#> Semimembranosus Biceps Femoris
#> 0.0000000 0.3013396
#> Adductor Longus Adductor Brevis
#> 2.0232800 2.0232800
#> Adductor Magnus Gracilis
#> 0.8609702 0.0000000
#> Obturator Externus Sartorius
#> 2.0232800 0.0000000
#> Rectus Femoris Vastus Lateralis
#> 0.0000000 0.8609702
#> Vastus Intermedius Vastus Medialis
#> 0.8609702 0.8609702
#> Articularis Genus Psoas Major
#> 2.0232800 3.7882690
#> Iliacus Pectineus
#> 2.0232800 2.0232800
#> Gastrocnemius Soleus
#> 2.0232800 0.0000000
#> Plantaris Popliteus
#> 2.0232800 0.8609702
#> Flexor Digitorum Longus Tibialis Posterior
#> 0.0000000 0.0000000
#> Flexor Hallucis Longus Peroneus Longus
#> 0.0000000 0.0000000
#> Peroneus Brevis Tibialis Anterior
#> 0.0000000 0.0000000
#> Extensor Hallucis Longus Extensor Digitorum Longus
#> 0.0000000 0.0000000
#> Peroneus Tertius Abductor Hallucis
#> 0.0000000 0.0000000
#> Flexor Digitorum Brevis Abductor Digiti Minimi
#> 0.0000000 0.0000000
#> Abductor Ossis Metatarsi Quinti Quadratus Plantae
#> 0.0000000 0.0000000
#> Lumbrical 1 Lumbrical 2
#> 0.0000000 0.0000000
#> Lumbrical 3 Lumbrical 4
#> 0.0000000 0.0000000
#> Flexor Hallucis Brevis Adductor Hallucis
#> 0.0000000 0.0000000
#> Flexor Digiti Minimi Brevis Plantar Interossei 1
#> 0.0000000 0.0000000
#> Plantar Interossei 2 Plantar Interossei 3
#> 0.0000000 0.0000000
#> Dorsal Interossei 1 Dorsal Interossei 2
#> 0.0000000 0.0000000
#> Dorsal Interossei 3 Dorsal Interossei 4
#> 0.0000000 0.0000000
#> Extensor Hallucis Brevis Extensor Digitorum Brevis
#> 0.0000000 0.0000000
#> Cricothryoid Posterior cricoarytenoid
#> 0.0000000 0.0000000
#> Lateral cricoarytenoid Transversus arytenoid
#> 0.0000000 0.0000000
#> Vocalis Thyroarytenoid
#> 0.0000000 0.0000000
#> Oblique arytenoid Aryepiglottic
#> 0.0000000 0.0000000
#> Thyroepiglottic External intercostal 1
#> 0.0000000 0.0000000
#> External intercostal 2 External intercostal 3
#> 0.0000000 0.0000000
#> External intercostal 4 External intercostal 5
#> 0.0000000 0.0000000
#> External intercostal 6 External intercostal 7
#> 0.0000000 0.0000000
#> External intercostal 8 External intercostal 9
#> 0.0000000 0.0000000
#> External intercostal 10 External intercostal 11
#> 0.0000000 0.0000000
#> Internal intercostal 1 Internal intercostal 2
#> 0.0000000 0.0000000
#> Internal intercostal 3 Internal intercostal 4
#> 0.0000000 0.0000000
#> Internal intercostal 5 Internal intercostal 6
#> 0.0000000 0.0000000
#> Internal intercostal 7 Internal intercostal 8
#> 0.0000000 0.0000000
#> Internal intercostal 9 Internal intercostal 10
#> 0.0000000 0.0000000
#> Internal intercostal 11 Innermost intercostal 1
#> 0.0000000 0.0000000
#> Innermost intercostal 2 Innermost intercostal 3
#> 0.0000000 0.0000000
#> Innermost intercostal 4 Innermost intercostal 5
#> 0.0000000 0.0000000
#> Innermost intercostal 6 Innermost intercostal 7
#> 0.0000000 0.0000000
#> Innermost intercostal 8 Innermost intercostal 9
#> 0.0000000 0.0000000
#> Innermost intercostal 10 Innermost intercostal 11
#> 0.0000000 0.0000000
#> Subcostalis 1 Subcostalis 2
#> 0.0000000 0.0000000
#> Subcostalis 3 Subcostalis 4
#> 0.0000000 0.0000000
#> Subcostalis 6 Diaphragm
#> 0.0000000 0.0000000
#> External oblique Internal oblique
#> 0.0000000 0.0000000
#> Transversus abdominis Rectus abdominis
#> 0.0000000 0.0000000
#> Pyramidalis Quadratus lumborum
#> 0.0000000 0.0000000
#>
#> $bone_stress
#> Humerus Radius Femur
#> 4.533092 4.109758 4.215175
#>
#> $muscle_stress_exposure
#> Trapezius Latissimus Dorsi
#> 0.000000 4.533092
#> Serratus Posterior Superior Serratus Posterior Inferior
#> 0.000000 0.000000
#> Levator Scapulae Rhomboid Minor
#> 0.000000 0.000000
#> Rhomboid Major Serratus Anterior
#> 0.000000 0.000000
#> Deltoid Supraspinatus
#> 4.533092 4.533092
#> Infraspinatus Teres Minor
#> 4.533092 4.533092
#> Teres Major Subscapularis
#> 4.533092 4.533092
#> Subclavius Pectoralis Major
#> 0.000000 4.533092
#> Pectoralis Minor Coracobrachialis
#> 0.000000 4.533092
#> Biceps Brachii Brachialis
#> 8.642850 4.533092
#> Triceps Brachii Anconeus
#> 4.533092 4.533092
#> Pronator Teres Flexor Carpi Radialis
#> 4.109758 0.000000
#> Palmaris Longus Flexor Carpi Ulnaris
#> 0.000000 0.000000
#> Flexor Digitorum Superficialis Flexor Digitorum Profundus
#> 4.109758 0.000000
#> Flexor Pollicis Longus Pronator Quadratus
#> 4.109758 4.109758
#> Brachioradialis Extensor Carpi Radialis Longus
#> 8.642850 4.533092
#> Extensor Carpi Radialis Brevis Extensor Digitorum
#> 0.000000 0.000000
#> Extensor Digiti Minimi Extensor Carpi Ulnaris
#> 0.000000 0.000000
#> Supinator Abductor Pollicis Longus
#> 8.642850 4.109758
#> Extensor Pollicis Brevis Extensor Pollicis Longus
#> 4.109758 0.000000
#> Extensor Indicis Abductor Pollicis Brevis
#> 0.000000 0.000000
#> Flexor Pollicis Brevis Opponens Pollicis
#> 0.000000 0.000000
#> Adductor Pollicis Palmaris Brevis
#> 0.000000 0.000000
#> Abductor Digiti Minimi Flexor Digiti Minimi Brevis
#> 0.000000 0.000000
#> Opponens Digiti Minimi Palmar Interossei 1
#> 0.000000 0.000000
#> Palmar Interossei 2 Palmar Interossei 3
#> 0.000000 0.000000
#> Dorsal Interossei 1 Dorsal Interossei 2
#> 0.000000 0.000000
#> Dorsal Interossei 3 Dorsal Interossei 4
#> 0.000000 0.000000
#> Lumbrical 1 Lumbrical 2
#> 0.000000 0.000000
#> Lumbrical 3 Lumbrical 4
#> 0.000000 0.000000
#> Splenius Capitis Splenius Cervicis
#> 0.000000 0.000000
#> Iliocostalis Lumborum Iliocostalis Thoracis
#> 0.000000 0.000000
#> Iliocostalis Cervicis Longissimus Thoracis
#> 0.000000 0.000000
#> Longissimus Cervicis Longissimus Capitis
#> 0.000000 0.000000
#> Spinalis Thoracis Spinalis Cervicis
#> 0.000000 0.000000
#> Spinalis Capitis Semispinalis Thoracis
#> 0.000000 0.000000
#> Semispinalis Cervicis Semispinalis Capitis
#> 0.000000 0.000000
#> Multifidus Interspinalis 1
#> 0.000000 0.000000
#> Interspinalis 2 Interspinalis 3
#> 0.000000 0.000000
#> Interspinalis 4 Interspinalis 5
#> 0.000000 0.000000
#> Interspinalis 6 Interspinalis 7
#> 0.000000 0.000000
#> Interspinalis 8 Interspinalis 9
#> 0.000000 0.000000
#> Interspinalis 10 Interspinalis 11
#> 0.000000 0.000000
#> Interspinalis 12 Rotatores 1
#> 0.000000 0.000000
#> Rotatores 2 Rotatores 3
#> 0.000000 0.000000
#> Rotatores 4 Rotatores 5
#> 0.000000 0.000000
#> Rotatores 6 Rotatores 7
#> 0.000000 0.000000
#> Rotatores 8 Rotatores 9
#> 0.000000 0.000000
#> Rotatores 10 Rotatores 11
#> 0.000000 0.000000
#> Intertransverse 1 Intertransverse 2
#> 0.000000 0.000000
#> Intertransverse 3 Intertransverse 4
#> 0.000000 0.000000
#> Intertransverse 5 Intertransverse 6
#> 0.000000 0.000000
#> Intertransverse 7 Intertransverse 8
#> 0.000000 0.000000
#> Intertransverse 9 Intertransverse 10
#> 0.000000 0.000000
#> Intertransverse 11 Intertransverse 12
#> 0.000000 0.000000
#> Intertransverse 13 Intertransverse 14
#> 0.000000 0.000000
#> Obliquus Capitis Inferior Obliquus Capitis Superior
#> 0.000000 0.000000
#> Rectus Capitis Posterior Major Rectus Capitis Posterior Minor
#> 0.000000 0.000000
#> Longus Colli Longus Capitis
#> 0.000000 0.000000
#> Rectus Capitis Anterior Rectus Capitis Lateralis
#> 0.000000 0.000000
#> Anterior Scalene Scalene Minimus
#> 0.000000 0.000000
#> Middle Scalene Posterior Scalene
#> 0.000000 0.000000
#> Sternocleidomastoid Platysma
#> 0.000000 0.000000
#> Sternohyoid Omohyoid
#> 0.000000 0.000000
#> Sternothyroid Thryohyoid
#> 0.000000 0.000000
#> Stylohyoid Digastric
#> 0.000000 0.000000
#> Mylohyoid Geniohyoid
#> 0.000000 0.000000
#> Occipitalis Frontalis
#> 0.000000 0.000000
#> Orbicularis Oculi Corrugator Supercilii
#> 0.000000 0.000000
#> Orbicularis Oris Levator Labii Superioris Alaeque Nasi
#> 0.000000 0.000000
#> Levator Labii Superioris Zygomaticus Minor
#> 0.000000 0.000000
#> Zygomaticus Major Levator Anguli Oris
#> 0.000000 0.000000
#> Buccinator Depressor Anguli Oris
#> 0.000000 0.000000
#> Masseter Medial Pterygoid
#> 0.000000 0.000000
#> Lateral Pterygoid Levator Palpebrae Superioris
#> 0.000000 0.000000
#> Lateral Rectus Medial Rectus
#> 0.000000 0.000000
#> Superior Rectus Inferior Rectus
#> 0.000000 0.000000
#> Superior Oblique Inferior Oblique
#> 0.000000 0.000000
#> Tensor Fascia Lata Gluteus Maximus
#> 0.000000 4.215175
#> Gluteus Medius Gluteus Minimus
#> 4.215175 4.215175
#> Piriformis Superior Gemellus
#> 4.215175 4.215175
#> Inferior Gemellus Obturator Internus
#> 4.215175 4.215175
#> Quadratus Femoris Semitendinosus
#> 4.215175 0.000000
#> Semimembranosus Biceps Femoris
#> 0.000000 4.215175
#> Adductor Longus Adductor Brevis
#> 4.215175 4.215175
#> Adductor Magnus Gracilis
#> 4.215175 0.000000
#> Obturator Externus Sartorius
#> 4.215175 0.000000
#> Rectus Femoris Vastus Lateralis
#> 0.000000 4.215175
#> Vastus Intermedius Vastus Medialis
#> 4.215175 4.215175
#> Articularis Genus Psoas Major
#> 4.215175 4.215175
#> Iliacus Pectineus
#> 4.215175 4.215175
#> Gastrocnemius Soleus
#> 4.215175 0.000000
#> Plantaris Popliteus
#> 4.215175 4.215175
#> Flexor Digitorum Longus Tibialis Posterior
#> 0.000000 0.000000
#> Flexor Hallucis Longus Peroneus Longus
#> 0.000000 0.000000
#> Peroneus Brevis Tibialis Anterior
#> 0.000000 0.000000
#> Extensor Hallucis Longus Extensor Digitorum Longus
#> 0.000000 0.000000
#> Peroneus Tertius Abductor Hallucis
#> 0.000000 0.000000
#> Flexor Digitorum Brevis Abductor Digiti Minimi
#> 0.000000 0.000000
#> Abductor Ossis Metatarsi Quinti Quadratus Plantae
#> 0.000000 0.000000
#> Lumbrical 1 Lumbrical 2
#> 0.000000 0.000000
#> Lumbrical 3 Lumbrical 4
#> 0.000000 0.000000
#> Flexor Hallucis Brevis Adductor Hallucis
#> 0.000000 0.000000
#> Flexor Digiti Minimi Brevis Plantar Interossei 1
#> 0.000000 0.000000
#> Plantar Interossei 2 Plantar Interossei 3
#> 0.000000 0.000000
#> Dorsal Interossei 1 Dorsal Interossei 2
#> 0.000000 0.000000
#> Dorsal Interossei 3 Dorsal Interossei 4
#> 0.000000 0.000000
#> Extensor Hallucis Brevis Extensor Digitorum Brevis
#> 0.000000 0.000000
#> Cricothryoid Posterior cricoarytenoid
#> 0.000000 0.000000
#> Lateral cricoarytenoid Transversus arytenoid
#> 0.000000 0.000000
#> Vocalis Thyroarytenoid
#> 0.000000 0.000000
#> Oblique arytenoid Aryepiglottic
#> 0.000000 0.000000
#> Thyroepiglottic External intercostal 1
#> 0.000000 0.000000
#> External intercostal 2 External intercostal 3
#> 0.000000 0.000000
#> External intercostal 4 External intercostal 5
#> 0.000000 0.000000
#> External intercostal 6 External intercostal 7
#> 0.000000 0.000000
#> External intercostal 8 External intercostal 9
#> 0.000000 0.000000
#> External intercostal 10 External intercostal 11
#> 0.000000 0.000000
#> Internal intercostal 1 Internal intercostal 2
#> 0.000000 0.000000
#> Internal intercostal 3 Internal intercostal 4
#> 0.000000 0.000000
#> Internal intercostal 5 Internal intercostal 6
#> 0.000000 0.000000
#> Internal intercostal 7 Internal intercostal 8
#> 0.000000 0.000000
#> Internal intercostal 9 Internal intercostal 10
#> 0.000000 0.000000
#> Internal intercostal 11 Innermost intercostal 1
#> 0.000000 0.000000
#> Innermost intercostal 2 Innermost intercostal 3
#> 0.000000 0.000000
#> Innermost intercostal 4 Innermost intercostal 5
#> 0.000000 0.000000
#> Innermost intercostal 6 Innermost intercostal 7
#> 0.000000 0.000000
#> Innermost intercostal 8 Innermost intercostal 9
#> 0.000000 0.000000
#> Innermost intercostal 10 Innermost intercostal 11
#> 0.000000 0.000000
#> Subcostalis 1 Subcostalis 2
#> 0.000000 0.000000
#> Subcostalis 3 Subcostalis 4
#> 0.000000 0.000000
#> Subcostalis 6 Diaphragm
#> 0.000000 0.000000
#> External oblique Internal oblique
#> 0.000000 0.000000
#> Transversus abdominis Rectus abdominis
#> 0.000000 0.000000
#> Pyramidalis Quadratus lumborum
#> 0.000000 0.000000
#>
#> $ranking
#> muscle vulnerability stress_exposure
#> 1 Latissimus Dorsi 17.8237 4.5331
#> 2 Pectoralis Major 7.8239 4.5331
#> 3 Supinator 5.3843 8.6429
#> 4 Psoas Major 3.7883 4.2152
#> 5 Flexor Digitorum Superficialis 3.6935 4.1098
#> 6 Gluteus Maximus 2.6260 4.2152
#> 7 Supraspinatus 2.1759 4.5331
#> 8 Infraspinatus 2.1759 4.5331
#> 9 Teres Minor 2.1759 4.5331
#> 10 Teres Major 2.1759 4.5331
#> 11 Subscapularis 2.1759 4.5331
#> 12 Coracobrachialis 2.1759 4.5331
#> 13 Brachialis 2.1759 4.5331
#> 14 Anconeus 2.1759 4.5331
#> 15 Extensor Carpi Radialis Longus 2.1759 4.5331
#> 16 Gluteus Minimus 2.0233 4.2152
#> 17 Piriformis 2.0233 4.2152
#> 18 Superior Gemellus 2.0233 4.2152
#> 19 Inferior Gemellus 2.0233 4.2152
#> 20 Quadratus Femoris 2.0233 4.2152
#> 21 Adductor Longus 2.0233 4.2152
#> 22 Adductor Brevis 2.0233 4.2152
#> 23 Obturator Externus 2.0233 4.2152
#> 24 Articularis Genus 2.0233 4.2152
#> 25 Iliacus 2.0233 4.2152
#> 26 Pectineus 2.0233 4.2152
#> 27 Gastrocnemius 2.0233 4.2152
#> 28 Plantaris 2.0233 4.2152
#> 29 Pronator Quadratus 1.9727 4.1098
#> 30 Brachioradialis 1.7653 8.6429
#> 31 Abductor Pollicis Longus 1.4270 4.1098
#> 32 Gluteus Medius 0.8610 4.2152
#> 33 Obturator Internus 0.8610 4.2152
#> 34 Adductor Magnus 0.8610 4.2152
#> 35 Vastus Lateralis 0.8610 4.2152
#> 36 Vastus Intermedius 0.8610 4.2152
#> 37 Vastus Medialis 0.8610 4.2152
#> 38 Popliteus 0.8610 4.2152
#> 39 Flexor Pollicis Longus 0.8394 4.1098
#> 40 Biceps Brachii 0.6179 8.6429
#> 41 Deltoid 0.3241 4.5331
#> 42 Triceps Brachii 0.3241 4.5331
#> 43 Biceps Femoris 0.3013 4.2152
#> 44 Pronator Teres 0.2938 4.1098
#> 45 Extensor Pollicis Brevis 0.2938 4.1098
#> 46 Trapezius 0.0000 0.0000
#> 47 Serratus Posterior Superior 0.0000 0.0000
#> 48 Serratus Posterior Inferior 0.0000 0.0000
#> 49 Levator Scapulae 0.0000 0.0000
#> 50 Rhomboid Minor 0.0000 0.0000
#> 51 Rhomboid Major 0.0000 0.0000
#> 52 Serratus Anterior 0.0000 0.0000
#> 53 Subclavius 0.0000 0.0000
#> 54 Pectoralis Minor 0.0000 0.0000
#> 55 Flexor Carpi Radialis 0.0000 0.0000
#> 56 Palmaris Longus 0.0000 0.0000
#> 57 Flexor Carpi Ulnaris 0.0000 0.0000
#> 58 Flexor Digitorum Profundus 0.0000 0.0000
#> 59 Extensor Carpi Radialis Brevis 0.0000 0.0000
#> 60 Extensor Digitorum 0.0000 0.0000
#> 61 Extensor Digiti Minimi 0.0000 0.0000
#> 62 Extensor Carpi Ulnaris 0.0000 0.0000
#> 63 Extensor Pollicis Longus 0.0000 0.0000
#> 64 Extensor Indicis 0.0000 0.0000
#> 65 Abductor Pollicis Brevis 0.0000 0.0000
#> 66 Flexor Pollicis Brevis 0.0000 0.0000
#> 67 Opponens Pollicis 0.0000 0.0000
#> 68 Adductor Pollicis 0.0000 0.0000
#> 69 Palmaris Brevis 0.0000 0.0000
#> 70 Abductor Digiti Minimi 0.0000 0.0000
#> 71 Flexor Digiti Minimi Brevis 0.0000 0.0000
#> 72 Opponens Digiti Minimi 0.0000 0.0000
#> 73 Palmar Interossei 1 0.0000 0.0000
#> 74 Palmar Interossei 2 0.0000 0.0000
#> 75 Palmar Interossei 3 0.0000 0.0000
#> 76 Dorsal Interossei 1 0.0000 0.0000
#> 77 Dorsal Interossei 2 0.0000 0.0000
#> 78 Dorsal Interossei 3 0.0000 0.0000
#> 79 Dorsal Interossei 4 0.0000 0.0000
#> 80 Lumbrical 1 0.0000 0.0000
#> 81 Lumbrical 2 0.0000 0.0000
#> 82 Lumbrical 3 0.0000 0.0000
#> 83 Lumbrical 4 0.0000 0.0000
#> 84 Splenius Capitis 0.0000 0.0000
#> 85 Splenius Cervicis 0.0000 0.0000
#> 86 Iliocostalis Lumborum 0.0000 0.0000
#> 87 Iliocostalis Thoracis 0.0000 0.0000
#> 88 Iliocostalis Cervicis 0.0000 0.0000
#> 89 Longissimus Thoracis 0.0000 0.0000
#> 90 Longissimus Cervicis 0.0000 0.0000
#> 91 Longissimus Capitis 0.0000 0.0000
#> 92 Spinalis Thoracis 0.0000 0.0000
#> 93 Spinalis Cervicis 0.0000 0.0000
#> 94 Spinalis Capitis 0.0000 0.0000
#> 95 Semispinalis Thoracis 0.0000 0.0000
#> 96 Semispinalis Cervicis 0.0000 0.0000
#> 97 Semispinalis Capitis 0.0000 0.0000
#> 98 Multifidus 0.0000 0.0000
#> 99 Interspinalis 1 0.0000 0.0000
#> 100 Interspinalis 2 0.0000 0.0000
#> 101 Interspinalis 3 0.0000 0.0000
#> 102 Interspinalis 4 0.0000 0.0000
#> 103 Interspinalis 5 0.0000 0.0000
#> 104 Interspinalis 6 0.0000 0.0000
#> 105 Interspinalis 7 0.0000 0.0000
#> 106 Interspinalis 8 0.0000 0.0000
#> 107 Interspinalis 9 0.0000 0.0000
#> 108 Interspinalis 10 0.0000 0.0000
#> 109 Interspinalis 11 0.0000 0.0000
#> 110 Interspinalis 12 0.0000 0.0000
#> 111 Rotatores 1 0.0000 0.0000
#> 112 Rotatores 2 0.0000 0.0000
#> 113 Rotatores 3 0.0000 0.0000
#> 114 Rotatores 4 0.0000 0.0000
#> 115 Rotatores 5 0.0000 0.0000
#> 116 Rotatores 6 0.0000 0.0000
#> 117 Rotatores 7 0.0000 0.0000
#> 118 Rotatores 8 0.0000 0.0000
#> 119 Rotatores 9 0.0000 0.0000
#> 120 Rotatores 10 0.0000 0.0000
#> 121 Rotatores 11 0.0000 0.0000
#> 122 Intertransverse 1 0.0000 0.0000
#> 123 Intertransverse 2 0.0000 0.0000
#> 124 Intertransverse 3 0.0000 0.0000
#> 125 Intertransverse 4 0.0000 0.0000
#> 126 Intertransverse 5 0.0000 0.0000
#> 127 Intertransverse 6 0.0000 0.0000
#> 128 Intertransverse 7 0.0000 0.0000
#> 129 Intertransverse 8 0.0000 0.0000
#> 130 Intertransverse 9 0.0000 0.0000
#> 131 Intertransverse 10 0.0000 0.0000
#> 132 Intertransverse 11 0.0000 0.0000
#> 133 Intertransverse 12 0.0000 0.0000
#> 134 Intertransverse 13 0.0000 0.0000
#> 135 Intertransverse 14 0.0000 0.0000
#> 136 Obliquus Capitis Inferior 0.0000 0.0000
#> 137 Obliquus Capitis Superior 0.0000 0.0000
#> 138 Rectus Capitis Posterior Major 0.0000 0.0000
#> 139 Rectus Capitis Posterior Minor 0.0000 0.0000
#> 140 Longus Colli 0.0000 0.0000
#> 141 Longus Capitis 0.0000 0.0000
#> 142 Rectus Capitis Anterior 0.0000 0.0000
#> 143 Rectus Capitis Lateralis 0.0000 0.0000
#> 144 Anterior Scalene 0.0000 0.0000
#> 145 Scalene Minimus 0.0000 0.0000
#> 146 Middle Scalene 0.0000 0.0000
#> 147 Posterior Scalene 0.0000 0.0000
#> 148 Sternocleidomastoid 0.0000 0.0000
#> 149 Platysma 0.0000 0.0000
#> 150 Sternohyoid 0.0000 0.0000
#> 151 Omohyoid 0.0000 0.0000
#> 152 Sternothyroid 0.0000 0.0000
#> 153 Thryohyoid 0.0000 0.0000
#> 154 Stylohyoid 0.0000 0.0000
#> 155 Digastric 0.0000 0.0000
#> 156 Mylohyoid 0.0000 0.0000
#> 157 Geniohyoid 0.0000 0.0000
#> 158 Occipitalis 0.0000 0.0000
#> 159 Frontalis 0.0000 0.0000
#> 160 Orbicularis Oculi 0.0000 0.0000
#> 161 Corrugator Supercilii 0.0000 0.0000
#> 162 Orbicularis Oris 0.0000 0.0000
#> 163 Levator Labii Superioris Alaeque Nasi 0.0000 0.0000
#> 164 Levator Labii Superioris 0.0000 0.0000
#> 165 Zygomaticus Minor 0.0000 0.0000
#> 166 Zygomaticus Major 0.0000 0.0000
#> 167 Levator Anguli Oris 0.0000 0.0000
#> 168 Buccinator 0.0000 0.0000
#> 169 Depressor Anguli Oris 0.0000 0.0000
#> 170 Masseter 0.0000 0.0000
#> 171 Medial Pterygoid 0.0000 0.0000
#> 172 Lateral Pterygoid 0.0000 0.0000
#> 173 Levator Palpebrae Superioris 0.0000 0.0000
#> 174 Lateral Rectus 0.0000 0.0000
#> 175 Medial Rectus 0.0000 0.0000
#> 176 Superior Rectus 0.0000 0.0000
#> 177 Inferior Rectus 0.0000 0.0000
#> 178 Superior Oblique 0.0000 0.0000
#> 179 Inferior Oblique 0.0000 0.0000
#> 180 Tensor Fascia Lata 0.0000 0.0000
#> 181 Semitendinosus 0.0000 0.0000
#> 182 Semimembranosus 0.0000 0.0000
#> 183 Gracilis 0.0000 0.0000
#> 184 Sartorius 0.0000 0.0000
#> 185 Rectus Femoris 0.0000 0.0000
#> 186 Soleus 0.0000 0.0000
#> 187 Flexor Digitorum Longus 0.0000 0.0000
#> 188 Tibialis Posterior 0.0000 0.0000
#> 189 Flexor Hallucis Longus 0.0000 0.0000
#> 190 Peroneus Longus 0.0000 0.0000
#> 191 Peroneus Brevis 0.0000 0.0000
#> 192 Tibialis Anterior 0.0000 0.0000
#> 193 Extensor Hallucis Longus 0.0000 0.0000
#> 194 Extensor Digitorum Longus 0.0000 0.0000
#> 195 Peroneus Tertius 0.0000 0.0000
#> 196 Abductor Hallucis 0.0000 0.0000
#> 197 Flexor Digitorum Brevis 0.0000 0.0000
#> 198 Abductor Digiti Minimi 0.0000 0.0000
#> 199 Abductor Ossis Metatarsi Quinti 0.0000 0.0000
#> 200 Quadratus Plantae 0.0000 0.0000
#> 201 Lumbrical 1 0.0000 0.0000
#> 202 Lumbrical 2 0.0000 0.0000
#> 203 Lumbrical 3 0.0000 0.0000
#> 204 Lumbrical 4 0.0000 0.0000
#> 205 Flexor Hallucis Brevis 0.0000 0.0000
#> 206 Adductor Hallucis 0.0000 0.0000
#> 207 Flexor Digiti Minimi Brevis 0.0000 0.0000
#> 208 Plantar Interossei 1 0.0000 0.0000
#> 209 Plantar Interossei 2 0.0000 0.0000
#> 210 Plantar Interossei 3 0.0000 0.0000
#> 211 Dorsal Interossei 1 0.0000 0.0000
#> 212 Dorsal Interossei 2 0.0000 0.0000
#> 213 Dorsal Interossei 3 0.0000 0.0000
#> 214 Dorsal Interossei 4 0.0000 0.0000
#> 215 Extensor Hallucis Brevis 0.0000 0.0000
#> 216 Extensor Digitorum Brevis 0.0000 0.0000
#> 217 Cricothryoid 0.0000 0.0000
#> 218 Posterior cricoarytenoid 0.0000 0.0000
#> 219 Lateral cricoarytenoid 0.0000 0.0000
#> 220 Transversus arytenoid 0.0000 0.0000
#> 221 Vocalis 0.0000 0.0000
#> 222 Thyroarytenoid 0.0000 0.0000
#> 223 Oblique arytenoid 0.0000 0.0000
#> 224 Aryepiglottic 0.0000 0.0000
#> 225 Thyroepiglottic 0.0000 0.0000
#> 226 External intercostal 1 0.0000 0.0000
#> 227 External intercostal 2 0.0000 0.0000
#> 228 External intercostal 3 0.0000 0.0000
#> 229 External intercostal 4 0.0000 0.0000
#> 230 External intercostal 5 0.0000 0.0000
#> 231 External intercostal 6 0.0000 0.0000
#> 232 External intercostal 7 0.0000 0.0000
#> 233 External intercostal 8 0.0000 0.0000
#> 234 External intercostal 9 0.0000 0.0000
#> 235 External intercostal 10 0.0000 0.0000
#> 236 External intercostal 11 0.0000 0.0000
#> 237 Internal intercostal 1 0.0000 0.0000
#> 238 Internal intercostal 2 0.0000 0.0000
#> 239 Internal intercostal 3 0.0000 0.0000
#> 240 Internal intercostal 4 0.0000 0.0000
#> 241 Internal intercostal 5 0.0000 0.0000
#> 242 Internal intercostal 6 0.0000 0.0000
#> 243 Internal intercostal 7 0.0000 0.0000
#> 244 Internal intercostal 8 0.0000 0.0000
#> 245 Internal intercostal 9 0.0000 0.0000
#> 246 Internal intercostal 10 0.0000 0.0000
#> 247 Internal intercostal 11 0.0000 0.0000
#> 248 Innermost intercostal 1 0.0000 0.0000
#> 249 Innermost intercostal 2 0.0000 0.0000
#> 250 Innermost intercostal 3 0.0000 0.0000
#> 251 Innermost intercostal 4 0.0000 0.0000
#> 252 Innermost intercostal 5 0.0000 0.0000
#> 253 Innermost intercostal 6 0.0000 0.0000
#> 254 Innermost intercostal 7 0.0000 0.0000
#> 255 Innermost intercostal 8 0.0000 0.0000
#> 256 Innermost intercostal 9 0.0000 0.0000
#> 257 Innermost intercostal 10 0.0000 0.0000
#> 258 Innermost intercostal 11 0.0000 0.0000
#> 259 Subcostalis 1 0.0000 0.0000
#> 260 Subcostalis 2 0.0000 0.0000
#> 261 Subcostalis 3 0.0000 0.0000
#> 262 Subcostalis 4 0.0000 0.0000
#> 263 Subcostalis 6 0.0000 0.0000
#> 264 Diaphragm 0.0000 0.0000
#> 265 External oblique 0.0000 0.0000
#> 266 Internal oblique 0.0000 0.0000
#> 267 Transversus abdominis 0.0000 0.0000
#> 268 Rectus abdominis 0.0000 0.0000
#> 269 Pyramidalis 0.0000 0.0000
#> 270 Quadratus lumborum 0.0000 0.0000
#> impact_deviation
#> 1 3.9319
#> 2 1.7260
#> 3 0.6230
#> 4 0.8987
#> 5 0.8987
#> 6 0.6230
#> 7 -0.4800
#> 8 -0.4800
#> 9 -0.4800
#> 10 -0.4800
#> 11 -0.4800
#> 12 -0.4800
#> 13 -0.4800
#> 14 -0.4800
#> 15 -0.4800
#> 16 -0.4800
#> 17 -0.4800
#> 18 -0.4800
#> 19 -0.4800
#> 20 -0.4800
#> 21 -0.4800
#> 22 -0.4800
#> 23 -0.4800
#> 24 -0.4800
#> 25 -0.4800
#> 26 -0.4800
#> 27 -0.4800
#> 28 -0.4800
#> 29 -0.4800
#> 30 -0.2043
#> 31 0.3472
#> 32 -0.2043
#> 33 -0.2043
#> 34 -0.2043
#> 35 -0.2043
#> 36 -0.2043
#> 37 -0.2043
#> 38 -0.2043
#> 39 -0.2043
#> 40 0.0715
#> 41 0.0715
#> 42 0.0715
#> 43 0.0715
#> 44 0.0715
#> 45 0.0715
#> 46 5.8621
#> 47 0.8987
#> 48 1.1745
#> 49 0.3472
#> 50 0.0715
#> 51 0.3472
#> 52 1.4502
#> 53 -0.4800
#> 54 0.0715
#> 55 0.0715
#> 56 0.0715
#> 57 0.3472
#> 58 0.6230
#> 59 0.0715
#> 60 1.7260
#> 61 0.0715
#> 62 0.0715
#> 63 0.0715
#> 64 0.3472
#> 65 -0.2043
#> 66 -0.2043
#> 67 -0.2043
#> 68 0.8987
#> 69 -0.4800
#> 70 -0.4800
#> 71 -0.2043
#> 72 -0.2043
#> 73 -0.2043
#> 74 -0.2043
#> 75 -0.2043
#> 76 0.0715
#> 77 0.0715
#> 78 0.0715
#> 79 0.0715
#> 80 -0.4800
#> 81 -0.4800
#> 82 -0.4800
#> 83 -0.4800
#> 84 2.0017
#> 85 0.6230
#> 86 3.3804
#> 87 2.2774
#> 88 1.4502
#> 89 7.2408
#> 90 1.7260
#> 91 1.4502
#> 92 3.3804
#> 93 0.3472
#> 94 1.1745
#> 95 2.5532
#> 96 2.2774
#> 97 2.0017
#> 98 5.5864
#> 99 -0.4800
#> 100 -0.4800
#> 101 -0.4800
#> 102 -0.4800
#> 103 -0.4800
#> 104 -0.4800
#> 105 -0.4800
#> 106 -0.4800
#> 107 -0.4800
#> 108 -0.4800
#> 109 -0.4800
#> 110 -0.4800
#> 111 -0.4800
#> 112 -0.4800
#> 113 -0.4800
#> 114 -0.4800
#> 115 -0.4800
#> 116 -0.4800
#> 117 -0.4800
#> 118 -0.4800
#> 119 -0.4800
#> 120 -0.4800
#> 121 -0.4800
#> 122 -0.4800
#> 123 -0.4800
#> 124 -0.4800
#> 125 -0.4800
#> 126 -0.4800
#> 127 -0.4800
#> 128 -0.4800
#> 129 -0.4800
#> 130 -0.4800
#> 131 -0.4800
#> 132 -0.4800
#> 133 -0.4800
#> 134 -0.4800
#> 135 -0.4800
#> 136 -0.4800
#> 137 -0.4800
#> 138 -0.4800
#> 139 -0.4800
#> 140 0.8987
#> 141 0.3472
#> 142 -0.4800
#> 143 -0.4800
#> 144 0.3472
#> 145 -0.2043
#> 146 1.1745
#> 147 -0.2043
#> 148 -0.2043
#> 149 -0.4800
#> 150 -0.2043
#> 151 -0.2043
#> 152 -0.4800
#> 153 -0.4800
#> 154 -0.4800
#> 155 -0.2043
#> 156 -0.4800
#> 157 -0.4800
#> 158 -0.2043
#> 159 -0.4800
#> 160 0.0715
#> 161 -0.4800
#> 162 -0.2043
#> 163 -0.2043
#> 164 -0.4800
#> 165 -0.4800
#> 166 -0.4800
#> 167 -0.4800
#> 168 0.0715
#> 169 -0.4800
#> 170 -0.2043
#> 171 0.0715
#> 172 -0.4800
#> 173 -0.2043
#> 174 -0.2043
#> 175 -0.2043
#> 176 -0.2043
#> 177 -0.2043
#> 178 -0.4800
#> 179 -0.4800
#> 180 -0.4800
#> 181 -0.2043
#> 182 -0.4800
#> 183 -0.2043
#> 184 -0.2043
#> 185 -0.2043
#> 186 -0.2043
#> 187 0.6230
#> 188 2.2774
#> 189 0.0715
#> 190 0.6230
#> 191 -0.4800
#> 192 0.8987
#> 193 0.3472
#> 194 2.2774
#> 195 -0.4800
#> 196 0.0715
#> 197 0.6230
#> 198 -0.2043
#> 199 -0.4800
#> 200 -0.4800
#> 201 -0.2043
#> 202 -0.2043
#> 203 -0.2043
#> 204 -0.2043
#> 205 -0.2043
#> 206 0.0715
#> 207 -0.4800
#> 208 -0.4800
#> 209 -0.4800
#> 210 -0.4800
#> 211 -0.2043
#> 212 -0.2043
#> 213 -0.2043
#> 214 -0.2043
#> 215 -0.4800
#> 216 0.8987
#> 217 -0.4800
#> 218 -0.4800
#> 219 -0.4800
#> 220 -0.7557
#> 221 -0.4800
#> 222 -0.4800
#> 223 -0.7557
#> 224 -0.4800
#> 225 -0.4800
#> 226 -0.4800
#> 227 -0.4800
#> 228 -0.4800
#> 229 -0.4800
#> 230 -0.4800
#> 231 -0.4800
#> 232 -0.4800
#> 233 -0.4800
#> 234 -0.4800
#> 235 -0.4800
#> 236 -0.4800
#> 237 -0.4800
#> 238 -0.4800
#> 239 -0.4800
#> 240 -0.4800
#> 241 -0.4800
#> 242 -0.4800
#> 243 -0.4800
#> 244 -0.4800
#> 245 -0.4800
#> 246 -0.4800
#> 247 -0.4800
#> 248 -0.4800
#> 249 -0.4800
#> 250 -0.4800
#> 251 -0.4800
#> 252 -0.4800
#> 253 -0.4800
#> 254 -0.4800
#> 255 -0.4800
#> 256 -0.4800
#> 257 -0.4800
#> 258 -0.4800
#> 259 -0.4800
#> 260 -0.4800
#> 261 -0.4800
#> 262 -0.4800
#> 263 -0.4800
#> 264 1.7260
#> 265 2.0017
#> 266 0.8987
#> 267 1.7260
#> 268 0.3472
#> 269 -0.4800
#> 270 0.8987
#>