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Table 1 Participants characteristics, sensing technologies, category of movement, and risk of bias obtained from the studies included in this review

From: Sensing Technology for Assessing Motor Behavior in Ballet: A Systematic Review

References

Participants

Category of dance

Sensing Technology

Ballet movement

Comparison between groups

Risk of bias

Weighart et al. [19]

Pre-professional; Age: 20 .3 ± 1.4; H/w: 16.4 ± 9.0 Female

Classical ballet and modern dance

Isokinetic dynamometer; EMG: VMO, VL (right leg)

Demi-plié & sauté in CP1, CP6

Ballet versus modern / injured versus non-injured

Low to moderate

Lott and Xu [20]

Pre-professional and Elite; years of training: 20 Female

Classical ballet

Motion capture

En dehors pirouette in CP4

Low to moderate

Arnwine and Powell [21]

Pre-professional and Elite; Age: F—23.4 ± 4.7, M—27.4 ± 4.4 Males and Females

Classical ballet

Force plates

Grand-jeté & sautés in CP1

Male versus female

Low to moderate

Jarvis et al. [22]

Elite; Age: 27.04 ± 3.99; Years of training: 21.07 ± 4.88 Female

Classical ballet

Motion capture; force plates

Saut de chat from chassé

Low to moderate

Skopal et al. [23]

Pre-professional; Age: 19 ± 2; Years of training: 9 ± 5.3; H/w: 12 ± 12.5 Female

Contemporary dance

Motion capture; Isokinetic dynamometer

Grand-jeté

Dancers (extra-training) versus dancers (regular training)

Low to moderate

Gorwa et al. [24]

Pre-professional; Age: Greater—13.9 ± 1.7, Lesser—15.1 ± 0.7; Years of training: Greater—4.1 ± 1.5, Lesser—5.6 ± 0.5 Female

Classical ballet

Motion capture; EMG: ES. RA, GM, SAR, BF, SEM, ADL, RF, VL, VM, LGAS, MGAS, TA, FIB

CP1 to 6

Greater hip turnout versus lesser hip turnout

Low to moderate

Seki et al. [25]

Pre-professional; Age: 20; Years of training: 10 Female

Classical ballet

Motion capture

Demi-plié with hallux valgus in CP1

Low to moderate

Greenwell et al. [26]

Pre-professional; Age: 20.5 Males and Females

Classical ballet and modern dance

Motion capture

Grand-plié in CP1, CP5

Moderate to serious

Hendry et al. [27]

Pre-professional; Age: 19.6 ± 1.2; H/w: At least 8 Female

Classical ballet and modern dance

Video analysis; Force plates; Inertial sensors

Sauté bilateral & unilateral

Low to moderate

Janura et al. [28]

Elite; Age: F: 25.6 ± 3.8 M: 23.4 ± 4.0; Years of training: At least 10; H/w: 3 to 8 Males and Females

Classical ballet

Force plates

Postural sway

Elite versus non-dancers

Moderate

Gorwa et al. [29]

Elite; Age: 28.6; Years of training: At least 9 Males and Females

Classical ballet and modern dance

Motion capture; Force plates

Grand-jeté, Entrelacé & Ballonné

Serious

Perry et al. [30]

Elite; Age: 20.7 ± 2.7; Years of training: 13.9 ± 5.0; Female

Classical ballet

Motion capture; Force plates

Saut de chat & temps levé

Low to moderate

Lin et al. [31]

Elite and Novices; Age: 17.8 ± 3.4; years of training: for novices, 2–5 years and for advanced at least 6 years; H/w: 1.5–3 h for novices, at least 3 h for advanced; Female

Classical ballet

Motion capture; Force plates

En dehors pirouette in CP4

Elite versus Novice

Moderate to serious

Lott [32]

Pre-professional; Age: 16 ± 1.4; Female

Classical ballet

Video analysis; Inverse dynamics

En dehors pirouette in CP4

Low

Blanco et al. [33]

Elite and pre-professional and Novices; Age: 20.1 ± 3.6; years of training: Novices: 1.3 ± 0.9 Pre-professional: 3.4 ± 1.4 Elite:7.2 ± 2.4; Males and Females

Classical ballet

Motion capture; force plates; Inertial sensors

Grand-jeté

Elite versus pre-professional versus novice

Serious

Carter et al. [34]

Pre-professional; Age: 18.8 ± 1.6; Years of training: 12.6 ± 3.6; H/w: 19.5 ± 8.8; Female

Classical ballet and modern dance

Motion capture

Turnout of CP1 & sauté in CP1

Low to moderate

Aquino et al. [35]

Elite; Age: 22.2 ± 2.2; Years of training: At least 10; Female

Classical ballet

Motion capture; Force plates; EMG: TA, MGAS (left leg)

Relevé in CP2 & piqué arabesque in CP4

Low to moderate

Mira et al. [36]

Elite and Novices; Age: Novices—16.7 ± 0.7, Elite—23.5 ± 1.5

Classical ballet

Motion capture; Force plates; EMG: MGAS, LGAS, SOL, VL

Cou-de-pied derrière with demi-plié to piqué arabesque

Elite versus Novice dancers

Moderate

McPherson et al. [37]

Elite; Age: 19.28 ± 1; Years of training: 12.85 ± 2.37; H/w: 15.02 ± 7.49; Female

Classical ballet

Video analysis; Force plates

Grand-jeté & assemblé dessus from tendu devant

Low

Imura and Iino [38]

Elite; Age: F—1935, M—28.3; Years of training: F—14, M—19.8; Males and Females

Classical ballet

Motion capture; Force plates

En dehors pirouette in CP4

Low to moderate

Bruyneel et al. [39]

Pre-professional; Age: Young—12.6 ± 1.95, Adult—22.4 ± 5.06; Years of training: at least 4; H/w: Young—14.4 h ± 8.49, Adult—23.8 h ± 10.61; Males and Females

Classical ballet

Force Plates

Grand-plié in CP1

Young with adult dancers

Moderate

Bickle et al. [40]

Elite; Age: 26 ± 4; Years of training: at least 3; H/w: at least 25; Female

Classical ballet

Video analysis; Force plates

Bourrés

Worn pointe shoes versus new pointe shoes

RCT High Risk

Michalska et al. [41]

Elite; Age:28. ± 7; Years of training; at least 5 with an average of 17; Female

Classical ballet

Force plates

Postural sway

Dancers versus non-dancers

Moderate

Carter et al. [42]

Pre-professional; Age: 19.1 ± 1.8; Years of training: 12.7 ± 3.9; H/w: 19.9 ± 9.7; Female

Classical ballet and modern dance

Motion capture

Turnout of CP1 & sautés in CP1

Moderate

Carter et al. [43]

Pre-professional; Age: 18.8 ± 0.8; Years of training: 11.7 ± 3.1; Female

Classical ballet and modern dance

Motion capture

Demi-plié & elevé in CP1, degagé devant (flex-point-flex)

Moderate

Costa de Mello et al. [44]

Elite; Age: 28.4 ± 10.8; Males and Females

Classical ballet

Force plates

Postural sway & retiré passé

Elite versus non-dancers

Moderate

Saito et al. [45]

Pre-professional; Age: 20.3 ± 1.6; Years of training: 16.8; H/w: 7.6; Female

Classical ballet

Force plates; EMG: SOL, MGAS

Elevé in CP6

Dancers versus non-dancers

Low to moderate

Imura and Iino [46]

Elite; Age: 30 ± 1; Female

Classical ballet

Motion capture; Force plates

Sauté in CP1, CP6

Low to moderate

Jarvis and Kulig [47]

Elite; Age: 27 ± 3.9; Years of training: 20.8 ± 4.9; Female

Classical ballet

Motion capture; Force plates

Saut de chat

Moderate

Hinton-Lewis et al. [48]

Pre-professional; Age: 19.2 ± 1.3; Years of training: F—5.2 ± 4.1, M—13.5 ± 3.3; Males and Females

Classical ballet

Video analysis; Inertial sensors

Demi-plié, relevé & sauté in CP1

Male versus Female

Moderate

Hopper et al. [49]

Pre-professional; Age: 19.2 ± 1.3; Years of training: at least 5; Males and Females

Classical ballet

Motion capture

Demi-plié, battement fondu with elevé & relevé, ballonné en place, ballonné traveling & Sissonne fondu

Moderate

Quanbeck et al. [50]

Pre-professional and Elite; Age: 20.3 ± 1.5; Years of training: 14.7 ± 2.5; Female

Classical ballet and modern dance

Motion capture

Turnout of CP1

Low to moderate

Brown and Meulenbroek [51]

Pre-professional; Age: 19.71 ± 2.09; Males and Females

Classical ballet

Inertial sensors

Port de bras in bras-bas, 1st, 2nd, 3rd, 3rd reversed, 1st, bras-bas, demi seconde allongé & bras-bas

Low to moderate

Steinberg et al. [52]

Elite; Age: F—16.67 ± 1.79, M—15.90 ± 1.42; Males and Females

Classical ballet

Inertial sensors

Postural sway in coud-de-pied and fondu

Male versus Female

Moderate to serious

Abraham et al. [53]

Elite; Age: 31 ± 1.87; Years of training: 22.8 ± 4.14; Males and Females

Contemporary dance

Motion capture

Elevé

Serious

Coker et al. [54]

Elite; Age: 26.04 ± 5.29; Years of training: 19.63 ± 6.47; Female

Classical ballet

Motion capture; Force plates

Demi-plié & sauté in CP1

VI and KI versus Mental arithmetic task as control group

RCT High Risk

Jarvis and Kulig [55]

Elite; Age: Between 18 and 35; Years of training: At least 10; Female

Classical ballet and modern dance

Motion capture; Force plates

Relevé, sauté & saut de chat in CP1

Elite versus non-dancers

Moderate

Bronner and Shippen [56]

Pre-professional and Elite; Age: Elite—25.8 ± 2.6, Pre-professional—20.4 ± 1.5; Years of training: Elite—15.22 ± 6.68, Pre-professional—5.5 ± 5.15; Males and Females

Classical ballet

Motion capture

Développé arabesque with and without elevé in CP1

Elite versus pre-professional

Moderate to serious

Gontijo et al. [57]

Age: 27 ± 8; Years of training: 18 ± 8; H/w: 4 ± 2 classes per week (no hours)

Classical ballet

Motion capture

Demi-plié & grand-plié in CP1

Moderate

Hackney et al. [58]

Age: 20.89 ± 2.93; Years of training: at least 5; Female

Classical ballet

Motion capture

Échappé sauté from CP1 to CP2 to CP1

Low to moderate

Tanabe et al. [59]

Pre-professional; Age: 24.1 ± 5; Years of training: 14.4 ± 3.6; Female

Classical ballet

Video analysis; EMG: Gm, RF, SAR, VL, BF, SM, MGAS, LGAS, SOL, FIB, TA, EDL, FHB

CP1 to CP6 & elevé

Low to moderate

Tanabe et al. [60]

Pre-professional; Age: 22.78 ± 4.68; Years of training: 11.56 ± 4.8; Female

Classical ballet

Video analysis; Force plates

Elevé

Dancers versus non-dancers

Low to moderate

Lin et al. [61]

Elite and Novices; Age: Superior experience—18.2 ± 1; Experienced—18.3 ± 5.7, Novice—12.3 ± 1.6; Years of training: Superior experience—9.8 ± 1.7, Experienced—8.6 ± 4.9, Novice—3.3 ± 1.7; H/w: Novices—1.5-3 h, Advanced—at least 3 h; Female

Classical ballet

Motion capture; Force plates

Retiré passé in CP5

Elite versus Novice

Moderate

Fong Yan et al. [62]

Pre-professional; Age: 25 ± 5.9; Female

Classical ballet

Motion capture; Force plates

Sauté in CP2

Barefoot versus jazz shoes

Low to moderate

Lin et al. [63]

Pre-professional; Age: Injured—19 ± 2, non-injured—17.7 ± 2.6; Years of training: at least 5; Female

Classical ballet

Motion capture; Force plates; EMG: FIB, MGAS, TA

Grand-plié in CP1

Injured versus non-injured

Moderate to serious

Lin et al. [64]

Elite and Novices; Age: Novices—12 ± 1.91, Advanced—17.77 ± 3.39; Years of training: Novices—3.23 ± 1.69, Advance—8.69 ± 3.3; H/w: Novices—1.5-3 h, Advanced-at least 3 h; Female

Classical ballet

Motion capture

En dehors pirouette in CP4

Elite versus Novice

Moderate to serious

Torrents et al. [65]

Pre-professional; Age: F—28 ± 12.7, M—31 ± 9.9; Years of training: at least 5; Males and Females

Contemporary dance

Motion capture

Tour en dehors, brisé volé en arrière en tournant, arabesque penchée

Low to moderate

Kiefer et al. [66]

Elite; Age: 23.59 ± 3.99; Males and Females

Classical ballet

Force plates

Demi-plié & elevé

Elite versus non-dancers

Low to moderate

Wyon et al. [17]

Pre-professional; Age: 20 ± 1.74; Female

Contemporary dance

Inertial sensors

Grand-jeté

RCT High Risk

Lobo da Costa et al. [67]

Pre-professional; Age: 18.4 ± 2.8; Years of training: at least 7; Female

Classical ballet

Force plates

Attitude devant, derrière & a la second

Ballet shoes versus barefoot

Low to moderate

Lee et al. [68]

Age: 19.73 ± 2.41; Years of training: at least 7; Female

Classical ballet

Motion capture; Force plates; EMG: FIB, TA, MGAS (both legs), VM, VL, AD, BF (dominant leg)

Sissonne fermée in CP5

Injured versus non-injured

Moderate

Pearson and Whitaker [69]

Pre-professional; Age: 19.63 ± 1.06; Years of training: At least 2 in pointe shoes; Female

Classical ballet

Force plates

Demi-pointe in CP1

Dancers with different shoes

Low to moderate

Shippen et al. [70]

Pre-professional; Age: 23; Female

Contemporary dance

Motion capture; Force plates

Contemporary sequence

Moderate

Bronner [71]

Elite and pre-professional and Novices; Age: Elite—24.9 ± 1, Intermediate—19.6 ± 0.5, Novice—19.8 ± 0.5; Years of training: Elite—13.3 ± 1.9, Intermediate—11.7 ± 1.1, Novice—6.1 ± 1.6; Males and Females

Classical ballet

Motion capture

Développé arabesque in CP1

Elite versus Pre-professional versus Novices

Moderate

Krasnow et al. [72]

Elite and pre-professional and Novices; Age: 30.0 ± 13; Years of training: 13.9 ± 13.3; Female

Classical ballet and modern dance

Motion capture; Force plates

Grand battement in CP1

Elite versus pre-professional versus novices

Moderate to serious

Charbonnier et al. [73]

Pre-professional and Elite; Age: 25.36; Years of training: at least 10; H/w: at least 12; Female

Classical ballet and modern dance

Motion capture

Arabesque, développé devant, développé a la seconde, grand écart facial, grand écart lateral & grand plié

Low to moderate

Lin et al. [74]

Pre-professional; Age: Injured—19.7 ± 2.4, Non-injured—18.8 ± 3.1; Years of training: at least 7; Female

Classical ballet

Motion capture; Force plates

CP1 and CP5

Injured versus non-injured versus non-dancers

Low to moderate

Walter et al. [75]

Pre-professional; Age: 19.94 ± 1.16; Years of training: 14.17 ± 2.92; H/w: 22.97 ± 8.41; Female

Classical ballet

Force plates

Assemblé in CP5

Flat shoes versus Pointe shoes

Low to moderate

Hackney et al. [76]

Pre-professional; Age: 22.72 ± 2.63; Female

Classical ballet

Motion capture

Grand-jeté

Low to moderate

Hackney et al. [76]

Pre-professional; Age: 21.31 ± 2.06; Female

Classical ballet

Video analysis; Force plates

Grand-jeté

Low to moderate

Hackney et al. [77]

Pre-professional; Age: 22.72 ± 2.63; Years of training: at least 5; Female

Classical ballet

Video analysis; Force plates

Sauté in CP1

Low to moderate

Bronner and Ojofeitimi [78]

Pre-professional; Age: 20.76 ± 2.46; Years of training: 10.74 ± 4.50; Males and Females

Contemporary dance

Motion capture

Grand battement devant, derrière & a la second in CP1

Low to moderate

Kulig et al. [79]

Pre-professional; Age: 18.9 ± 1.2; Years of training: 8.9 + 5.1; Males and Females

Classical ballet

Motion capture; Force plates

Saut de chat

Serious

Golomer et al. [80]

Elite; Age: Dancers—19 ± 1.6, non-dancers—19 ± 1.3; Years of training: at least 10; H/w: 35; Female

Classical ballet

Seesaw platform; Force plates

Postural sway in one leg

Elite versus non-dancers

Low to moderate

Imura et al. [81]

Pre-professional; Age: 27.7 ± 1.7; Years of training: 20.6 ± 3.2; Female

Classical ballet

Motion capture; Force plates

Fouetté turns

Low to moderate

Golomer et al. [82]

Elite; Age: 19 ± 2; Female

Classical ballet

Motion capture

Pirouette in CP4

Low to moderate

Golomer et al. [83]

Elite; Age: 19.6 ± 1.3; Female

Classical ballet

Motion capture

Pirouette in CP4

Elite versus non-dancers

Moderate

Imura et al. [84]

Pre-professional; Age: 27.7 ± 1.7; Years of training: 20.6 ± 3.2; Female

Classical ballet

Motion capture; Force plates

Fouetté turns

Low to moderate

Chockley [85]

Pre-professional; Female

Classical ballet

Force plates

Sauté in CP1

Moderate

Couillandre et al. [86]

Elite; Age: 31 ± 9; Female

Classical ballet

EMG: VL, BF, TA, SOL; Inertial Sensors

Demi-plié & sauté in CP1

Moderate

Golomer [87]

Pre-professional; Age: 19 ± 1.5; Female

Classical ballet

Motion capture

Pirouette in CP4

Dancers versus non-dancers

Low to moderate

Lepelley et al. [88]

Pre-professional and Elite; Males and Females

Classical ballet and modern dance

Motion capture; EMG: ES, GM, RA, P, BF, RF, VL, LGAS, SOL

Battement jeté

Low to moderate

Bronner and Ojofeitimi [89]

Elite; Age: F—30.7 ± 6.4, M—26.7 ± 4.9; Years of training: F—22.2 ± 6.1, M—14.2 ± 3.7; Males and females

Classical ballet and modern dance

Motion capture

Retiré passé in CP1

Male versus Female

Moderate to serious

Lin et al. [90]

Pre-professional; Age: 19.15 ± 1.9; Years of training: 11.37 ± 3.9

Classical ballet

Motion capture; Force plates

Relevé in CP1

Low

Thullier and Moufti [91]

Elite

Classical ballet

Motion capture

Rond de jambé

Elite versus non-dancers

Low

Golomer and Dupui [92]

Elite; Age: F—23.3 ± 6.7, M—24.1 ± 1.5, Untr. F—19.7 ± 2.6, Untr. M—24.3 ± 3; Males and Females

Classical ballet

Seesaw platform; Inertial sensors

Postural sway

Elite versus non-dancers

Serious

Golomer et al. [93]

Elite; Age: Dancers—23.8 ± 2.2, non-dancers—18.8 ± 3.5; Males

Classical ballet

Seesaw platform; Inertial sensors

Postural sway

Elite versus non-dancers

Serious

Golomer et al. [94]

Elite and Novices; Age: Adults—23.8 ± 2.2, Adolescents—18.1 ± 0.9, Novices—11.6 ± 1.3; Males

Classical ballet

Seesaw platform; Inertial sensors

Postural sway

Elite versus Novice

Serious

Golomer et al. [95]

Elite and Novices; Age: Elite—17.4 ± 1.1, Novices—11.9 ± 1.1, Acrobats elite—18.1 ± .1, Acrobats novices—12.5 ± 1.5; Female

Classical ballet and acrobats

Seesaw platform; Inertial sensors

Postural sway

Elite versus acrobats versus Novice

Serious

Trepman et al. [96]

Elite; Age: 33 ± 9; Years of training: 24 ± 10; H/w: 32 ± 7; Female

Classical ballet and modern dance

Video analysis; EMG: GM, BF, AD, VL, VM, TA, MGAS, LGAS

Demi-plié in CP1

Ballet versus modern

Low to moderate

  1. Abbreviations: EMG electromyography, ES erector spinae, RA rectus abdominis, GM gluteus maximus, Gm gluteus medius, SAR sartorius, BF biceps femoris, SEM semitendinosus, SM semimembranosus, ADL adductor longus, AD adductors, P psoas, RF rectus femoris, VL vastus lateralis, VM vastus medialis, VMO vastus medialis obliquus, LGAS lateral gastrocnemius, MGAS medial gastrocnemius, SOL soleus, TA tibialis anterior, FIB fibularis longus, EDL extensor digitorum longus, FHB flexor hallucis brevis, CP classical ballet feet position (varying from 1 to 6)