External Load and Muscle Activation Monitoring of NCAA Division I Basketball Team Using Smart Compression Shorts

There is scarce research into the use of Strive Sense3 smart compression shorts to measure external load with accelerometry and muscle load (i.e., muscle activations) with surface electromyography in basketball. Sixteen external load and muscle load variables were measured from 15 National Collegiat...

Full description

Saved in:
Bibliographic Details
Published inSensors (Basel, Switzerland) Vol. 21; no. 16; p. 5348
Main Authors Saucier, David N., Davarzani, Samaneh, Burch V, Reuben F., Chander, Harish, Strawderman, Lesley, Freeman, Charles, Ogden, Logan, Petway, Adam, Duvall, Aaron, Crane, Collin, Piroli, Anthony
Format Journal Article
LanguageEnglish
Published Basel MDPI AG 08.08.2021
MDPI
Subjects
Online AccessGet full text

Cover

Loading…
Abstract There is scarce research into the use of Strive Sense3 smart compression shorts to measure external load with accelerometry and muscle load (i.e., muscle activations) with surface electromyography in basketball. Sixteen external load and muscle load variables were measured from 15 National Collegiate Athletic Association Division I men’s basketball players with 1137 session records. The data were analyzed for player positions of Centers (n = 4), Forwards (n = 4), and Guards (n = 7). Nonparametric bootstrapping was used to find significant differences between training and game sessions. Significant differences were found in all variables except Number of Jumps and all muscle load variables for Guards, and all variables except Muscle Load for Forwards. For Centers, the Average Speed, Average Max Speed, and Total Hamstring, Glute, Left, and Right Muscle variables were significantly different (p < 0.05). Principal component analysis was conducted on the external load variables. Most of the variance was explained within two principal components (70.4% in the worst case). Variable loadings of principal components for each position were similar during training but differed during games, especially for the Forward position. Measuring muscle activation provides additional information in which the demands of each playing position can be differentiated during training and competition.
AbstractList There is scarce research into the use of Strive Sense3 smart compression shorts to measure external load with accelerometry and muscle load (i.e., muscle activations) with surface electromyography in basketball. Sixteen external load and muscle load variables were measured from 15 National Collegiate Athletic Association Division I men’s basketball players with 1137 session records. The data were analyzed for player positions of Centers (n = 4), Forwards (n = 4), and Guards (n = 7). Nonparametric bootstrapping was used to find significant differences between training and game sessions. Significant differences were found in all variables except Number of Jumps and all muscle load variables for Guards, and all variables except Muscle Load for Forwards. For Centers, the Average Speed, Average Max Speed, and Total Hamstring, Glute, Left, and Right Muscle variables were significantly different (p < 0.05). Principal component analysis was conducted on the external load variables. Most of the variance was explained within two principal components (70.4% in the worst case). Variable loadings of principal components for each position were similar during training but differed during games, especially for the Forward position. Measuring muscle activation provides additional information in which the demands of each playing position can be differentiated during training and competition.
There is scarce research into the use of Strive Sense3 smart compression shorts to measure external load with accelerometry and muscle load (i.e., muscle activations) with surface electromyography in basketball. Sixteen external load and muscle load variables were measured from 15 National Collegiate Athletic Association Division I men’s basketball players with 1137 session records. The data were analyzed for player positions of Centers ( n = 4), Forwards ( n = 4), and Guards ( n = 7). Nonparametric bootstrapping was used to find significant differences between training and game sessions. Significant differences were found in all variables except Number of Jumps and all muscle load variables for Guards, and all variables except Muscle Load for Forwards. For Centers, the Average Speed, Average Max Speed, and Total Hamstring, Glute, Left, and Right Muscle variables were significantly different ( p < 0.05). Principal component analysis was conducted on the external load variables. Most of the variance was explained within two principal components (70.4% in the worst case). Variable loadings of principal components for each position were similar during training but differed during games, especially for the Forward position. Measuring muscle activation provides additional information in which the demands of each playing position can be differentiated during training and competition.
Author Freeman, Charles
Saucier, David N.
Petway, Adam
Crane, Collin
Chander, Harish
Strawderman, Lesley
Davarzani, Samaneh
Duvall, Aaron
Burch V, Reuben F.
Piroli, Anthony
Ogden, Logan
AuthorAffiliation 5 Strength & Conditioning, The University of Utah, Salt Lake City, UT 84112, USA; logden@huntsman.utah.edu
7 Strength & Conditioning, Mississippi State University, Mississippi State, MS 39762, USA; aduvall@athletics.msstate.edu (A.D.); ccrane@athletics.msstate.edu (C.C.)
8 Strength & Conditioning, Tampa Bay Buccaneers, Tampa, FL 33607, USA; apiroli@buccaneers.nfl.com
4 Department of Fashion Design & Merchandising, Mississippi State University, Mississippi State, MS 39762, USA; cfreeman@humansci.msstate.edu
6 Athletic Performance, Washington Wizards, Washington, DC 20004, USA; apetway@monumentalsports.com
3 Department of Kinesiology, Mississippi State University, Mississippi State, MS 39762, USA; hchander@colled.msstate.edu
2 Department of Industrial & Systems Engineering, Mississippi State University, Mississippi State, MS 39762, USA; sd1738@msstate.edu (S.D.); strawderman@ise.msstate.edu (L.S.)
1 Human Factors & Athlete Engineering, Center for Advanced Vehicular Systems (CAVS), Starkville, M
AuthorAffiliation_xml – name: 4 Department of Fashion Design & Merchandising, Mississippi State University, Mississippi State, MS 39762, USA; cfreeman@humansci.msstate.edu
– name: 2 Department of Industrial & Systems Engineering, Mississippi State University, Mississippi State, MS 39762, USA; sd1738@msstate.edu (S.D.); strawderman@ise.msstate.edu (L.S.)
– name: 8 Strength & Conditioning, Tampa Bay Buccaneers, Tampa, FL 33607, USA; apiroli@buccaneers.nfl.com
– name: 5 Strength & Conditioning, The University of Utah, Salt Lake City, UT 84112, USA; logden@huntsman.utah.edu
– name: 6 Athletic Performance, Washington Wizards, Washington, DC 20004, USA; apetway@monumentalsports.com
– name: 1 Human Factors & Athlete Engineering, Center for Advanced Vehicular Systems (CAVS), Starkville, MS 39759, USA; burch@ise.msstate.edu
– name: 7 Strength & Conditioning, Mississippi State University, Mississippi State, MS 39762, USA; aduvall@athletics.msstate.edu (A.D.); ccrane@athletics.msstate.edu (C.C.)
– name: 3 Department of Kinesiology, Mississippi State University, Mississippi State, MS 39762, USA; hchander@colled.msstate.edu
Author_xml – sequence: 1
  givenname: David N.
  orcidid: 0000-0002-0555-5246
  surname: Saucier
  fullname: Saucier, David N.
– sequence: 2
  givenname: Samaneh
  surname: Davarzani
  fullname: Davarzani, Samaneh
– sequence: 3
  givenname: Reuben F.
  orcidid: 0000-0003-2944-1945
  surname: Burch V
  fullname: Burch V, Reuben F.
– sequence: 4
  givenname: Harish
  orcidid: 0000-0001-9427-2936
  surname: Chander
  fullname: Chander, Harish
– sequence: 5
  givenname: Lesley
  surname: Strawderman
  fullname: Strawderman, Lesley
– sequence: 6
  givenname: Charles
  surname: Freeman
  fullname: Freeman, Charles
– sequence: 7
  givenname: Logan
  surname: Ogden
  fullname: Ogden, Logan
– sequence: 8
  givenname: Adam
  surname: Petway
  fullname: Petway, Adam
– sequence: 9
  givenname: Aaron
  orcidid: 0000-0002-1816-6565
  surname: Duvall
  fullname: Duvall, Aaron
– sequence: 10
  givenname: Collin
  surname: Crane
  fullname: Crane, Collin
– sequence: 11
  givenname: Anthony
  surname: Piroli
  fullname: Piroli, Anthony
BookMark eNpdkstuEzEYhUeoiF5gwRtYYgOLgG_jGW-QQmghUgqLtmvLl39Sh4kdbE8Eb9-ZpKooK1s-nz8dy_95dRJigKp6S_BHxiT-lCkhoma8fVGdEU75rKUUn_yzP63Oc95gTBlj7avqlHFe40bis2p3-adACrpHq6gd0sGh6yHbHtDcFr_XxceArmPwJSYf1ih26MdiPkdf_d7nKVuiLzr_gmJ036Nb0Ft0lyfwZqtTQYu43SXIB_LmPqaSX1cvO91nePO4XlR3V5e3i--z1c9vy8V8NbOcizIzoqbC4Q6Ik8a41mIDEhoncSfwGImGSEbb1orONECEhNpZSk0tOzJepOyiWh69LuqN2iU_9vmrovbqcBDTWo0F_fhSJQCwrUUjtTNcENZiwziD1jW1Fph0o-vz0bUbzBachVCS7p9JnyfB36t13KuWyZYLMQrePwpS_D1ALmrrs4W-1wHikBWthcBMEDL1fvcfuonD9EEHqm5ww0QzUh-OlE0x5wTdUxmC1TQT6mkm2AOxHajI
CitedBy_id crossref_primary_10_1016_j_ergon_2022_103381
crossref_primary_10_3390_s23136223
crossref_primary_10_3390_app14125111
crossref_primary_10_1177_15280837231193450
crossref_primary_10_3390_app14010269
crossref_primary_10_1016_j_measurement_2021_110595
Cites_doi 10.1007/978-1-4899-4541-9
10.1519/JSC.0000000000000967
10.3102/10769986006002107
10.1007/s40279-017-0714-2
10.1519/JSC.0000000000003425
10.1080/026404102320675675
10.3390/s20030783
10.1519/JSC.0000000000002826
10.1080/02701367.2017.1410693
10.2307/2413249
10.3390/ijerph18010215
10.1123/ijspp.2014-0582
10.1080/17543266.2020.1782481
10.2478/v10078-011-0082-1
10.1519/JSC.0000000000001043
10.7575//aiac.ijkss.v.8n.2p.47
10.1111/j.2517-6161.1954.tb00174.x
10.1519/JSC.0000000000001577
10.1371/journal.pone.0199519
10.1093/biomet/52.3-4.591
10.1007/s40279-020-01375-9
10.7575/aiac.ijkss.v.8n.4p.1
10.4324/9780203806913
10.1080/01621459.1974.10482955
10.1177/1747954119885244
10.26582/k.50.2.11
10.1371/journal.pone.0132894
10.7575/aiac.ijkss.v.8n.3p.1
10.1123/ijspp.2013-0418
10.1371/journal.pone.0229212
10.1519/JSC.0b013e3181cf7510
10.1016/j.matpr.2021.01.153
10.1088/0967-3334/28/11/007
10.1080/24748668.2015.11868799
10.1007/978-3-030-20145-6_33
10.1123/jsr.2017-0019
ContentType Journal Article
Copyright 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
2021 by the authors. 2021
Copyright_xml – notice: 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
– notice: 2021 by the authors. 2021
DBID AAYXX
CITATION
3V.
7X7
7XB
88E
8FI
8FJ
8FK
ABUWG
AFKRA
AZQEC
BENPR
CCPQU
DWQXO
FYUFA
GHDGH
K9.
M0S
M1P
PIMPY
PQEST
PQQKQ
PQUKI
PRINS
7X8
5PM
DOA
DOI 10.3390/s21165348
DatabaseName CrossRef
ProQuest Central (Corporate)
Health & Medical Collection
ProQuest Central (purchase pre-March 2016)
Medical Database (Alumni Edition)
Hospital Premium Collection
Hospital Premium Collection (Alumni Edition)
ProQuest Central (Alumni) (purchase pre-March 2016)
ProQuest Central (Alumni)
ProQuest Central UK/Ireland
ProQuest Central Essentials
ProQuest Central
ProQuest One Community College
ProQuest Central Korea
Health Research Premium Collection
Health Research Premium Collection (Alumni)
ProQuest Health & Medical Complete (Alumni)
Health & Medical Collection (Alumni Edition)
Medical Database
Publicly Available Content Database
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Academic
ProQuest One Academic UKI Edition
ProQuest Central China
MEDLINE - Academic
PubMed Central (Full Participant titles)
DOAJ Directory of Open Access Journals
DatabaseTitle CrossRef
Publicly Available Content Database
ProQuest Central Essentials
ProQuest One Academic Eastern Edition
ProQuest Health & Medical Complete (Alumni)
ProQuest Central (Alumni Edition)
ProQuest One Community College
ProQuest Hospital Collection
Health Research Premium Collection (Alumni)
ProQuest Central China
ProQuest Hospital Collection (Alumni)
ProQuest Central
ProQuest Health & Medical Complete
Health Research Premium Collection
ProQuest Medical Library
ProQuest One Academic UKI Edition
Health and Medicine Complete (Alumni Edition)
ProQuest Central Korea
ProQuest One Academic
ProQuest Medical Library (Alumni)
ProQuest Central (Alumni)
MEDLINE - Academic
DatabaseTitleList CrossRef

Publicly Available Content Database

Database_xml – sequence: 1
  dbid: DOA
  name: Directory of Open Access Journals
  url: https://www.doaj.org/
  sourceTypes: Open Website
– sequence: 2
  dbid: 7X7
  name: Health & Medical Collection
  url: https://search.proquest.com/healthcomplete
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
EISSN 1424-8220
ExternalDocumentID oai_doaj_org_article_6ee0c5679adb461380b343e8d75a601f
10_3390_s21165348
GroupedDBID ---
123
2WC
3V.
53G
5VS
7X7
88E
8FE
8FG
8FI
8FJ
AADQD
AAHBH
AAYXX
ABDBF
ABJCF
ABUWG
ADBBV
AENEX
AFKRA
AFZYC
ALIPV
ALMA_UNASSIGNED_HOLDINGS
ARAPS
BENPR
BPHCQ
BVXVI
CCPQU
CITATION
CS3
D1I
DU5
E3Z
EBD
ESX
F5P
FYUFA
GROUPED_DOAJ
GX1
HCIFZ
HH5
HMCUK
HYE
IAO
ITC
KB.
KQ8
L6V
M1P
M48
M7S
MODMG
M~E
OK1
P2P
P62
PDBOC
PIMPY
PQQKQ
PROAC
PSQYO
RIG
RNS
RPM
TUS
UKHRP
XSB
~8M
7XB
8FK
AZQEC
DWQXO
K9.
PQEST
PQUKI
PRINS
7X8
5PM
ID FETCH-LOGICAL-c446t-b6526d0fe1d9bbd8c0be9e7d90f6052667193288c6fb7e169e5dc22b59f126d23
IEDL.DBID RPM
ISSN 1424-8220
IngestDate Tue Oct 22 15:13:23 EDT 2024
Tue Sep 17 21:31:28 EDT 2024
Fri Oct 25 12:32:15 EDT 2024
Sat Nov 09 12:10:53 EST 2024
Thu Sep 26 21:15:31 EDT 2024
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 16
Language English
License Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c446t-b6526d0fe1d9bbd8c0be9e7d90f6052667193288c6fb7e169e5dc22b59f126d23
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 23
ORCID 0000-0003-2944-1945
0000-0002-0555-5246
0000-0002-1816-6565
0000-0001-9427-2936
OpenAccessLink https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8398466/
PMID 34450790
PQID 2565707367
PQPubID 2032333
ParticipantIDs doaj_primary_oai_doaj_org_article_6ee0c5679adb461380b343e8d75a601f
pubmedcentral_primary_oai_pubmedcentral_nih_gov_8398466
proquest_miscellaneous_2566036112
proquest_journals_2565707367
crossref_primary_10_3390_s21165348
PublicationCentury 2000
PublicationDate 20210808
PublicationDateYYYYMMDD 2021-08-08
PublicationDate_xml – month: 8
  year: 2021
  text: 20210808
  day: 8
PublicationDecade 2020
PublicationPlace Basel
PublicationPlace_xml – name: Basel
PublicationTitle Sensors (Basel, Switzerland)
PublicationYear 2021
Publisher MDPI AG
MDPI
Publisher_xml – name: MDPI AG
– name: MDPI
References Ric (ref_38) 2016; 30
ref_50
ref_14
Hedges (ref_33) 1981; 6
ref_13
Feu (ref_19) 2019; 9
Ransdell (ref_22) 2020; 34
Svilar (ref_39) 2019; 33
Anguera (ref_45) 2016; 16
Kara (ref_42) 2021; 28
Brown (ref_40) 2020; 8
Lynn (ref_10) 2018; 17
Lockie (ref_15) 2020; 13
Chaouachi (ref_37) 2010; 24
ref_24
Barrett (ref_18) 2016; 11
Fox (ref_35) 2018; 89
Davarzani (ref_9) 2020; 8
ref_29
MS (ref_31) 1954; 16
Vanrenterghem (ref_4) 2017; 47
Aquino (ref_11) 2018; 11
Finni (ref_16) 2007; 28
Gocentas (ref_36) 2011; 30
Luczak (ref_2) 2020; 15
Shelly (ref_47) 2020; 8
ref_32
Heishman (ref_21) 2020; 19
Emrich (ref_34) 2009; 3
Luka (ref_26) 2018; 13
Colyer (ref_12) 2018; 17
Campbell (ref_30) 1981; 30
Borrie (ref_46) 2002; 20
Shapiro (ref_27) 1965; 52
Puente (ref_25) 2017; 31
Brown (ref_28) 1974; 69
Barrett (ref_17) 2014; 9
ref_44
Scanlan (ref_23) 2015; 29
ref_41
ref_1
ref_3
Michaelson (ref_43) 2020; 13
ref_49
ref_48
ref_8
Rodas (ref_20) 2018; 50
ref_5
ref_7
ref_6
References_xml – volume: 3
  start-page: 175
  year: 2009
  ident: ref_34
  article-title: Outcome effects and effects sizes in sport sciences
  publication-title: Int. J. Sports Sci. Eng.
  contributor:
    fullname: Emrich
– ident: ref_32
– ident: ref_29
  doi: 10.1007/978-1-4899-4541-9
– volume: 29
  start-page: 3006
  year: 2015
  ident: ref_23
  article-title: Fluctuations in Activity Demands Across Game Quarters in Professional and Semiprofessional Male Basketball
  publication-title: J. Strength Cond. Res.
  doi: 10.1519/JSC.0000000000000967
  contributor:
    fullname: Scanlan
– volume: 6
  start-page: 107
  year: 1981
  ident: ref_33
  article-title: Distribution theory for Glass’s estimator of effect size and related estimators
  publication-title: J. Educ. Stat.
  doi: 10.3102/10769986006002107
  contributor:
    fullname: Hedges
– volume: 47
  start-page: 2135
  year: 2017
  ident: ref_4
  article-title: Training Load Monitoring in Team Sports: A Novel Framework Separating Physiological and Biomechanical Load-Adaptation Pathways
  publication-title: Sports Med. Auckl. N.Z.
  doi: 10.1007/s40279-017-0714-2
  contributor:
    fullname: Vanrenterghem
– volume: 34
  start-page: 632
  year: 2020
  ident: ref_22
  article-title: A 4-Year Profile of Game Demands in Elite Women’s Division I College Basketball
  publication-title: J. Strength Cond. Res.
  doi: 10.1519/JSC.0000000000003425
  contributor:
    fullname: Ransdell
– volume: 20
  start-page: 845
  year: 2002
  ident: ref_46
  article-title: Temporal pattern analysis and its applicability in sport: An explanation and exemplar data
  publication-title: J. Sports Sci.
  doi: 10.1080/026404102320675675
  contributor:
    fullname: Borrie
– ident: ref_50
  doi: 10.3390/s20030783
– volume: 33
  start-page: 1897
  year: 2019
  ident: ref_39
  article-title: Comparison of 5vs5 Training Games and Match-Play Using Microsensor Technology in Elite Basketball
  publication-title: J. Strength Cond. Res.
  doi: 10.1519/JSC.0000000000002826
  contributor:
    fullname: Svilar
– volume: 89
  start-page: 103
  year: 2018
  ident: ref_35
  article-title: A Comparison of Training and Competition Demands in Semiprofessional Male Basketball Players
  publication-title: Res. Q. Exerc. Sport
  doi: 10.1080/02701367.2017.1410693
  contributor:
    fullname: Fox
– volume: 13
  start-page: 947
  year: 2018
  ident: ref_26
  article-title: Positional Differences in Elite Basketball: Selecting Appropriate Training—Load Measures
  publication-title: Int. J.
  contributor:
    fullname: Luka
– volume: 28
  start-page: 31
  year: 2021
  ident: ref_42
  article-title: A Survey and Design Study of a Protective Cycling Top Wear
  publication-title: Fibres Text. East. Eur.
  contributor:
    fullname: Kara
– volume: 30
  start-page: 268
  year: 1981
  ident: ref_30
  article-title: The Geometry of Canonical Variate Analysis
  publication-title: Syst. Zool.
  doi: 10.2307/2413249
  contributor:
    fullname: Campbell
– ident: ref_14
  doi: 10.3390/ijerph18010215
– volume: 11
  start-page: 135
  year: 2016
  ident: ref_18
  article-title: Within-Match PlayerLoadTM Patterns During a Simulated Soccer Match: Potential Implications for Unit Positioning and Fatigue Management
  publication-title: Int. J. Sports Physiol. Perform.
  doi: 10.1123/ijspp.2014-0582
  contributor:
    fullname: Barrett
– volume: 19
  start-page: 204
  year: 2020
  ident: ref_21
  article-title: Monitoring External Training Loads and Neuromuscular Performance for Division I Basketball Players over the Preseason
  publication-title: J. Sports Sci. Med.
  contributor:
    fullname: Heishman
– volume: 13
  start-page: 247
  year: 2020
  ident: ref_43
  article-title: Investigating female athlete’s compression garment needs and satisfaction levels
  publication-title: Int. J. Fash. Des. Technol. Educ.
  doi: 10.1080/17543266.2020.1782481
  contributor:
    fullname: Michaelson
– ident: ref_8
– volume: 30
  start-page: 145
  year: 2011
  ident: ref_36
  article-title: Position-Related Differences in Cardiorespiratory Functional Capacity of Elite Basketball Players
  publication-title: J. Hum. Kinet.
  doi: 10.2478/v10078-011-0082-1
  contributor:
    fullname: Gocentas
– volume: 16
  start-page: 17
  year: 2016
  ident: ref_45
  article-title: Advances in mixed methods observational studies in sports sciences
  publication-title: Cuad. Psicol. Deporte
  contributor:
    fullname: Anguera
– volume: 30
  start-page: 60
  year: 2016
  ident: ref_38
  article-title: Position-Dependent Cardiovascular Response and Time-Motion Analysis During Training Drills and Friendly Matches in Elite Male Basketball Players
  publication-title: J. Strength Cond. Res.
  doi: 10.1519/JSC.0000000000001043
  contributor:
    fullname: Ric
– volume: 8
  start-page: 47
  year: 2020
  ident: ref_47
  article-title: Using K-means Clustering to Create Training Groups for Elite American Football Student-athletes Based on Game Demands
  publication-title: Int. J. Kinesiol. Sports Sci.
  doi: 10.7575//aiac.ijkss.v.8n.2p.47
  contributor:
    fullname: Shelly
– volume: 16
  start-page: 296
  year: 1954
  ident: ref_31
  article-title: A note on the multiplying factors for various chi square approximations
  publication-title: J. R Stat. Soc. Ser. C Appl Stat.
  doi: 10.1111/j.2517-6161.1954.tb00174.x
  contributor:
    fullname: MS
– volume: 31
  start-page: 956
  year: 2017
  ident: ref_25
  article-title: Physical and Physiological Demands of Experienced Male Basketball Players During a Competitive Game
  publication-title: J. Strength Cond. Res.
  doi: 10.1519/JSC.0000000000001577
  contributor:
    fullname: Puente
– ident: ref_5
  doi: 10.1371/journal.pone.0199519
– ident: ref_7
– volume: 52
  start-page: 591
  year: 1965
  ident: ref_27
  article-title: An analysis of variance test for normality (complete samples)
  publication-title: Biometrika
  doi: 10.1093/biomet/52.3-4.591
  contributor:
    fullname: Shapiro
– ident: ref_1
  doi: 10.1007/s40279-020-01375-9
– volume: 8
  start-page: 1
  year: 2020
  ident: ref_9
  article-title: Validity and Reliability of StriveTM Sense3 for Muscle Activity Monitoring During the Squat Exercise
  publication-title: Int. J. Kinesiol. Sports Sci.
  doi: 10.7575/aiac.ijkss.v.8n.4p.1
  contributor:
    fullname: Davarzani
– volume: 17
  start-page: 101
  year: 2018
  ident: ref_12
  article-title: Textile Electrodes Embedded in Clothing: A Practical Alternative to Traditional Surface Electromyography when Assessing Muscle Excitation during Functional Movements
  publication-title: J. Sports Sci. Med.
  contributor:
    fullname: Colyer
– ident: ref_3
– ident: ref_48
  doi: 10.4324/9780203806913
– volume: 13
  start-page: 1012
  year: 2020
  ident: ref_15
  article-title: Analyzing the Training Load Demands, and Influence of Sex and Body Mass, on the Tactical Task of a Casualty Drag via Surface Electromyography Wearable Technology
  publication-title: Int. J. Exerc. Sci.
  contributor:
    fullname: Lockie
– volume: 69
  start-page: 364
  year: 1974
  ident: ref_28
  article-title: Robust Tests for the Equality of Variances
  publication-title: J. Am. Stat. Assoc.
  doi: 10.1080/01621459.1974.10482955
  contributor:
    fullname: Brown
– volume: 9
  start-page: 1
  year: 2019
  ident: ref_19
  article-title: Training and competition load monitoring and analysis of women’s amateur basketball by playing position: Approach study
  publication-title: Front. Psychol.
  contributor:
    fullname: Feu
– volume: 15
  start-page: 26
  year: 2020
  ident: ref_2
  article-title: State-of-the-art review of athletic wearable technology: What 113 strength and conditioning coaches and athletic trainers from the USA said about technology in sports
  publication-title: Int. J. Sports Sci. Coach.
  doi: 10.1177/1747954119885244
  contributor:
    fullname: Luczak
– volume: 50
  start-page: 228
  year: 2018
  ident: ref_20
  article-title: Comparing external total load, acceleration and deceleration outputs in elite basketball players across positions during match play
  publication-title: Kinesiology
  doi: 10.26582/k.50.2.11
  contributor:
    fullname: Rodas
– ident: ref_24
  doi: 10.1371/journal.pone.0132894
– volume: 8
  start-page: 1
  year: 2020
  ident: ref_40
  article-title: Comprehension and Selective Visual Attention in Play-calling Signage in NCAA Division 1 Football: A Comprehensive Literature Review
  publication-title: Int. J. Kinesiol. Sports Sci.
  doi: 10.7575/aiac.ijkss.v.8n.3p.1
  contributor:
    fullname: Brown
– volume: 9
  start-page: 945
  year: 2014
  ident: ref_17
  article-title: PlayerLoadTM: Reliability, convergent validity, and influence of unit position during treadmill running
  publication-title: Int. J. Sports Physiol. Perform.
  doi: 10.1123/ijspp.2013-0418
  contributor:
    fullname: Barrett
– ident: ref_6
  doi: 10.1371/journal.pone.0229212
– volume: 24
  start-page: 1346
  year: 2010
  ident: ref_37
  article-title: Positional role and competitive-level differences in elite-level men’s basketball players
  publication-title: J. Strength Cond. Res.
  doi: 10.1519/JSC.0b013e3181cf7510
  contributor:
    fullname: Chaouachi
– ident: ref_44
  doi: 10.1016/j.matpr.2021.01.153
– volume: 11
  start-page: 516
  year: 2018
  ident: ref_11
  article-title: Intraindividual Variability and Validity in Smart Apparel Muscle Activity Measurements during Exercise in Men
  publication-title: Int. J. Exerc. Sci.
  contributor:
    fullname: Aquino
– volume: 28
  start-page: 1405
  year: 2007
  ident: ref_16
  article-title: Measurement of EMG activity with textile electrodes embedded into clothing
  publication-title: Physiol. Meas.
  doi: 10.1088/0967-3334/28/11/007
  contributor:
    fullname: Finni
– ident: ref_49
  doi: 10.1080/24748668.2015.11868799
– volume: 17
  start-page: 205
  year: 2018
  ident: ref_10
  article-title: Validity and Reliability of Surface Electromyography Measurements from a Wearable Athlete Performance System
  publication-title: J. Sports Sci. Med.
  contributor:
    fullname: Lynn
– ident: ref_41
  doi: 10.1007/978-3-030-20145-6_33
– ident: ref_13
  doi: 10.1123/jsr.2017-0019
SSID ssj0023338
Score 2.411475
Snippet There is scarce research into the use of Strive Sense3 smart compression shorts to measure external load with accelerometry and muscle load (i.e., muscle...
SourceID doaj
pubmedcentral
proquest
crossref
SourceType Open Website
Open Access Repository
Aggregation Database
StartPage 5348
SubjectTerms accelerometer
Accelerometers
Athletes
Basketball
Biomechanics
Coaches & managers
Compression tests
court-based sport
Electrodes
Exercise
Global positioning systems
GPS
Guards
Load
Muscles
Physical fitness
Position measurement
Principal components analysis
smart garments
surface electromyography
Validity
Variables
wearable technology
SummonAdditionalLinks – databaseName: DOAJ Directory of Open Access Journals
  dbid: DOA
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV25TsQwELUQFRSIU4RLA6KNyMbxkXK5BAhoAIku8ikQkEXs7v8zk2RXm4qGNrYjZyb2vCeP3zB2am1huJZZqrgt06LIQ2oQB6QRQ7nWBQ8x0t3hh0d581LcvYrXhVJflBPWygO3hjuTIWROSFUabwuMPTqzHF-hvRIGyURsdt-snJGpjmpxZF6tjhBHUn82zkllhlORn4Xo04j095BlPy9yIdBcr7O1DiHCsJ3ZBlsK9SZbXdAN3GLfV512M9yPjAdTe3iYjrE3DN2sXBm0q5UGwCjC48VwCJfv7VVyuIVzM_4IE2s-P-E5mC9oUgfg6QsNArRHtOmxNTy90ZHCNnu5vnq-uEm70gmpQ343Sa0UufRZDANfWuu1y2wog_JlFiUpvEhFwE1rJ6NVYSDLILzLcyvKOMCBOd9hy_WoDrsMlNMyOORRjseCyodZLgrnNQIpEYVwCTuZmbT6bhUyKmQWZPdqbveEnZOx5x1I1Lp5gK6uOldXf7k6YQczV1XdShtXOZ3b4j4lVcKO5824Rujgw9RhNG36SIzUCC0Tpnou7k2o31K_vzVq24ggEaPJvf_4gn22klNODKWc6AO2PPmZhkMENRN71Py_v-659zY
  priority: 102
  providerName: Directory of Open Access Journals
– databaseName: ProQuest Technology Collection
  dbid: 8FG
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwfV1Lb9QwELagXOCAeIpAQQPiGjVrx4-c0LZ0KYj20lbqLfKTVrTJ0uz-f2aS7LK5cI1tJRrPeL7JjL9h7LNzpRVGFbkWrsrLksfcIg7IE7pyY0oRU6K7w6dn6uSy_HElr8Yfbt1YVrk5E_uDOrSe_pEfcMrPoT4q_WX5J6euUZRdHVtoPGSPZlxrCr7M4ts24BIYfw1sQgJD-4OOE9eMoFY_Oz6op-qf4MtpdeSOu1k8Y09HnAjzYWOfswexecGe7LAHvmTL45HBGX62NoBtApyuO5wNc79pWgaDzdICaBOcHc3n8PVmuFAO3-HQdr_jytnbW7iI9g76AgI4v0N9AjophiLZBs6vKbHwil0uji-OTvKxgULuMcpb5U5JrkKR4ixUzgXjCxerqENVJEU8L0oTfDPGq-R0nKkqyuA5d7JKM1zIxWu217RNfMNAe6Oix2jKi1RSEzEnZOmDQTglk5Q-Y582Iq2XA09GjfEFyb3eyj1jhyTs7QSitu4ftPe_6tFSahVj4aXSlQ2uRLBhCidQZ0zQ0mL0mDK2v9mqerS3rv6nHRn7uB1GS6H0h21iu-7nKPTXCDAzpidbPPmg6Uhzc91zbiOORKSm3v7_5e_YY041L1RSYvbZ3up-Hd8jaFm5D71m_gXKEO8L
  priority: 102
  providerName: ProQuest
– databaseName: Scholars Portal Journals: Open Access
  dbid: M48
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1LaxRBEC5iBIkH8YmjUVrxOjrb7zmIbGJCFJNLspDb0M8kuJmJ-wD991bPY9kBT16nq2Hoqu7-Pqr6K4AP1nLDtCxyxWyZc05DbhAH5BGvcq05CzGmt8OnZ_Jkxr9fissdGHps9gu4_Ce1S_2kZov5x9-__nzBDf85MU6k7J-WNGnIMK7vwX3KkaCnCj6-SSZQhjSsExUam-_BA8Y5AqJ0IG_dSq14_whxjuslty6g48fwqEeOZNq5-gnshPopPNzSE3wGd0e9pjP50RhPTO3J6XqJ1mTqhjZmpNvFaQJpIjk7nE7J15vuiTn5Rg7M8mdYWTOfk4tgbklbUkDObzHCSDo7urLZmpxfp1TDc5gdH10cnuR9S4XcIe9b5VYKKn0Rw8SX1nrtChvKoHxZRJmUX6RKgE5rJ6NVYSLLILyj1IoyTnAiZS9gt27q8BKIcloGh_zKschTWzHLBHdeI8ASUQiXwfthSau7TjmjQsaRXFBtXJDBQVrsjUESu24_NIurqt87lQyhcEKq0njLEX7owjKMIu2VMMgnYwb7g6uqIYAqmvK5eH5JlcG7zTDunZQQMXVo1q2NxBscIWcGauTi0Q-NR-qb61aFG5ElYjf56r9nvoY9mgpkUv2J3ofd1WId3iDCWdm3bfz-BQbK_cM
  priority: 102
  providerName: Scholars Portal
Title External Load and Muscle Activation Monitoring of NCAA Division I Basketball Team Using Smart Compression Shorts
URI https://www.proquest.com/docview/2565707367
https://search.proquest.com/docview/2566036112
https://pubmed.ncbi.nlm.nih.gov/PMC8398466
https://doaj.org/article/6ee0c5679adb461380b343e8d75a601f
Volume 21
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1LbxMxELb6uMABQQGxUCIXcd1ms37uMQkJpSJRRVspt5WfbUSyGzXJ_2e8jyh75eLD2pYsz9jzfevxZ4S-a00VkTyJBdFZTGnqYgU4IPYQyqWkxHkf7g7P5vzmkd4u2OIEsfYuTJW0b_Tyulitr4vlc5VbuVmbfpsn1r-bjSGoQ9jk_VN0Cg7aUvSGZREgXbWEEAE-39-mQWCG0PAwH6EU4E_Yfo9iUCXV38GX3ezIo3AzfYveNDgRD-vxvEMnrrhAr4_UA9-jzaRRcMa_S2WxKiye7bfQGg9N-2gZrtds6IBLj-fj4RD_WNYXyvEvPFLbv26n1WqFH5xa4yqBAN-vYRpw2CnqJNkC3z-Hg4UP6HE6eRjfxM0DCrEBlreLNWcpt4l3A5tpbaVJtMucsFniedB54SLANykN91q4Ac8csyZNNcv8ADqm5CM6K8rCfUJYGMmdATZliKfhETFNGDVWApxinjEToW_tlOabWicjB34RTJAfTBChUZjsQ4MgbV19KF-e8sbAOXcuMYyLTFlNAWzIRBPwGWkFU8AefYQuW1PlzXrb5mk4vYXdiosIXR2qYaWE4w9VuHJfteEQrwFgRkh0TNwZULcGXLDS3G5c7vN_9_yCXgHW4iHxICWX6Gz3sndfAc_sdA-8eCGglNOfPXQ-mszv_vSqfwNQzqjsVf79Dxo0_Ts
link.rule.ids 230,315,730,783,787,867,888,2109,2228,12068,12777,21400,24330,27936,27937,31731,31732,33385,33386,33756,33757,43322,43612,43817,53804,53806,74079,74369,74636
linkProvider National Library of Medicine
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwfV1Lb9NAEF5BOQAHxFMYCiyIq1XH-_QJpaUhhSSXplJv1j7bitYOdfL_mbGdEF-4endla3Zm5xvP7DeEfLWWG6Zllipmi5TzPKQGcEAawZVrzVmIEe8OzxdyesF_XorL_odb05dVbs_E9qD2tcN_5Ec55udAH6X6tvqTYtcozK72LTQekkecga_Gm-KTH7uAi0H81bEJMQjtj5ocuWYYtvrZ80EtVf8AXw6rI_fczeQ5edbjRDruNvYFeRCql-TpHnvgK7I67Rmc6aw2nprK0_mmgdl07LZNy2hns7iA1pEuTsZj-v2mu1BOz-ixaX6HtTW3t3QZzB1tCwjo-R3oE8WToiuSrej5NSYWXpOLyenyZJr2DRRSB1HeOrVS5NJnMYx8Ya3XLrOhCMoXWZTI8yIVwjetnYxWhZEsgvAuz60o4ggW5uwNOajqKrwlVDktg4NoyrHIsYmYZYI7rwFOiSiES8iXrUjLVceTUUJ8gXIvd3JPyDEKezcBqa3bB_X9VdlbSilDyJyQqjDecgAbOrMMdEZ7JQxEjzEhh9utKnt7a8p_2pGQz7thsBRMf5gq1Jt2jgR_DQAzIWqwxYMPGo5UN9ct5zbgSEBq8t3_X_6JPJ4u57Nydrb49Z48ybH-BctL9CE5WN9vwgcAMGv7sdXSvwuR8e0
linkToPdf http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwfV1Lb9QwELagSAgOqLxEoBSDuEabjeNHTmj7WFpoV0htpd4iP9uKNlma3f_PTOLdbi69xrYSjWc832TG3xDy3ZhCMyWyVDJTpkWR-1QDDkgDuHKlCuZDwLvDpzNxdFH8uuSXsf6pjWWVqzOxO6hdY_Ef-SjH_Bzoo5CjEMsi_hxMf8z_pdhBCjOtsZ3GU_IMvKJADVfTn-vgi0Es1jMLMQjzR22OvDMM2_5s-KOOtn-ANYeVkhuuZ7pNXkXMSCf9Jr8mT3z9hrzcYBJ8S-aHkc2ZnjTaUV07erpsYTad2FUDM9rbLy6gTaCz_cmEHtz0l8vpMd3T7V-_MPr2lp57fUe7YgJ6dge6RfHU6Atma3p2jUmGd-Rieni-f5TGZgqphYhvkRrBc-Gy4MeuNMYpmxlfeunKLAjkfBESoZxSVgQj_ViUnjub54aXYQwLc_aebNVN7T8QKq0S3kJkZVkosKGYYbywTgG04oFzm5BvK5FW854zo4JYA-VereWekD0U9noC0lx3D5r7qypaTSW8zywXstTOFAA8VGYY6I9ykmuIJENCdlZbVUXba6sHTUnI1_UwWA2mQnTtm2U3R4DvBrCZEDnY4sEHDUfqm-uOfxswJaA28fHxl38hz0FBq5Pj2e9P5EWOpTBYaaJ2yNbifuk_A5ZZmN1OSf8DPdr2Kw
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=External+Load+and+Muscle+Activation+Monitoring+of+NCAA+Division+I+Basketball+Team+Using+Smart+Compression+Shorts&rft.jtitle=Sensors+%28Basel%2C+Switzerland%29&rft.au=Saucier%2C+David+N.&rft.au=Davarzani%2C+Samaneh&rft.au=Burch+V%2C+Reuben+F.&rft.au=Chander%2C+Harish&rft.date=2021-08-08&rft.pub=MDPI&rft.eissn=1424-8220&rft.volume=21&rft.issue=16&rft_id=info:doi/10.3390%2Fs21165348&rft_id=info%3Apmid%2F34450790&rft.externalDBID=PMC8398466
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1424-8220&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1424-8220&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1424-8220&client=summon