Development and validation of academic involution scale for college students

To develop a scale for assessing the involution among Chinese college students, and to test its reliability and validity within the context of higher education. The scale was developed based on in-depth interviews and existing competition scales. dataset 1 (n = 220) was utilized for exploratory fact...

Full description

Saved in:
Bibliographic Details
Published inScientific reports Vol. 15; no. 1; pp. 20876 - 14
Main Authors He, Yiqing, Liu, Xinyi
Format Journal Article
LanguageEnglish
Published London Nature Publishing Group UK 01.07.2025
Nature Portfolio
Subjects
Online AccessGet full text

Cover

Loading…
Abstract To develop a scale for assessing the involution among Chinese college students, and to test its reliability and validity within the context of higher education. The scale was developed based on in-depth interviews and existing competition scales. dataset 1 (n = 220) was utilized for exploratory factor analysis, and dataset 2 (n = 500) was employed for confirmatory factor analysis (CFA), convergent validity and discriminant validity test, reliability test, criterion validity test, and difference analysis on demographics. The final scale comprises 26 items across six factors: excessive comparison (EC), futile effort (FE), hyper-competition (HC), negative moods (NM), academic opportunism (AO), and vicious competition (VC). The six factor model showed satisfactory model fit in CFA: χ 2 /df = 2.493, NFI = 0.940, CFI = 0.963, RMSEA = 0.055. Standardized factor loadings ranged from 0.593 to 0.902. Composite reliability (CR) values were greater than 0.7.and average variance extracted (AVE) values were predominantly higher than 0.45. Discriminant validity test found that six factor model showed the best model fit than less factors. Criterion validity test indicated that the six factors of academic involution were significantly correlated with academic anxiety. The reliability of each factor ranged from 0.763 to 0.838, split-half reliability was 0.760, demonstrating satisfactory reliability. There were significant differences in academic involution in terms of institutional tier and grade point average (GPA) ranking. This study initially identified the main characteristics of academic involution among college students. The developed scale has good reliability and validity and can be used as a measurement tool.
AbstractList To develop a scale for assessing the involution among Chinese college students, and to test its reliability and validity within the context of higher education. The scale was developed based on in-depth interviews and existing competition scales. dataset 1 (n = 220) was utilized for exploratory factor analysis, and dataset 2 (n = 500) was employed for confirmatory factor analysis (CFA), convergent validity and discriminant validity test, reliability test, criterion validity test, and difference analysis on demographics. The final scale comprises 26 items across six factors: excessive comparison (EC), futile effort (FE), hyper-competition (HC), negative moods (NM), academic opportunism (AO), and vicious competition (VC). The six factor model showed satisfactory model fit in CFA: χ2/df = 2.493, NFI = 0.940, CFI = 0.963, RMSEA = 0.055. Standardized factor loadings ranged from 0.593 to 0.902. Composite reliability (CR) values were greater than 0.7.and average variance extracted (AVE) values were predominantly higher than 0.45. Discriminant validity test found that six factor model showed the best model fit than less factors. Criterion validity test indicated that the six factors of academic involution were significantly correlated with academic anxiety. The reliability of each factor ranged from 0.763 to 0.838, split-half reliability was 0.760, demonstrating satisfactory reliability. There were significant differences in academic involution in terms of institutional tier and grade point average (GPA) ranking. This study initially identified the main characteristics of academic involution among college students. The developed scale has good reliability and validity and can be used as a measurement tool.To develop a scale for assessing the involution among Chinese college students, and to test its reliability and validity within the context of higher education. The scale was developed based on in-depth interviews and existing competition scales. dataset 1 (n = 220) was utilized for exploratory factor analysis, and dataset 2 (n = 500) was employed for confirmatory factor analysis (CFA), convergent validity and discriminant validity test, reliability test, criterion validity test, and difference analysis on demographics. The final scale comprises 26 items across six factors: excessive comparison (EC), futile effort (FE), hyper-competition (HC), negative moods (NM), academic opportunism (AO), and vicious competition (VC). The six factor model showed satisfactory model fit in CFA: χ2/df = 2.493, NFI = 0.940, CFI = 0.963, RMSEA = 0.055. Standardized factor loadings ranged from 0.593 to 0.902. Composite reliability (CR) values were greater than 0.7.and average variance extracted (AVE) values were predominantly higher than 0.45. Discriminant validity test found that six factor model showed the best model fit than less factors. Criterion validity test indicated that the six factors of academic involution were significantly correlated with academic anxiety. The reliability of each factor ranged from 0.763 to 0.838, split-half reliability was 0.760, demonstrating satisfactory reliability. There were significant differences in academic involution in terms of institutional tier and grade point average (GPA) ranking. This study initially identified the main characteristics of academic involution among college students. The developed scale has good reliability and validity and can be used as a measurement tool.
To develop a scale for assessing the involution among Chinese college students, and to test its reliability and validity within the context of higher education. The scale was developed based on in-depth interviews and existing competition scales. dataset 1 (n = 220) was utilized for exploratory factor analysis, and dataset 2 (n = 500) was employed for confirmatory factor analysis (CFA), convergent validity and discriminant validity test, reliability test, criterion validity test, and difference analysis on demographics. The final scale comprises 26 items across six factors: excessive comparison (EC), futile effort (FE), hyper-competition (HC), negative moods (NM), academic opportunism (AO), and vicious competition (VC). The six factor model showed satisfactory model fit in CFA: χ /df = 2.493, NFI = 0.940, CFI = 0.963, RMSEA = 0.055. Standardized factor loadings ranged from 0.593 to 0.902. Composite reliability (CR) values were greater than 0.7.and average variance extracted (AVE) values were predominantly higher than 0.45. Discriminant validity test found that six factor model showed the best model fit than less factors. Criterion validity test indicated that the six factors of academic involution were significantly correlated with academic anxiety. The reliability of each factor ranged from 0.763 to 0.838, split-half reliability was 0.760, demonstrating satisfactory reliability. There were significant differences in academic involution in terms of institutional tier and grade point average (GPA) ranking. This study initially identified the main characteristics of academic involution among college students. The developed scale has good reliability and validity and can be used as a measurement tool.
Abstract To develop a scale for assessing the involution among Chinese college students, and to test its reliability and validity within the context of higher education. The scale was developed based on in-depth interviews and existing competition scales. dataset 1 (n = 220) was utilized for exploratory factor analysis, and dataset 2 (n = 500) was employed for confirmatory factor analysis (CFA), convergent validity and discriminant validity test, reliability test, criterion validity test, and difference analysis on demographics. The final scale comprises 26 items across six factors: excessive comparison (EC), futile effort (FE), hyper-competition (HC), negative moods (NM), academic opportunism (AO), and vicious competition (VC). The six factor model showed satisfactory model fit in CFA: χ2/df = 2.493, NFI = 0.940, CFI = 0.963, RMSEA = 0.055. Standardized factor loadings ranged from 0.593 to 0.902. Composite reliability (CR) values were greater than 0.7.and average variance extracted (AVE) values were predominantly higher than 0.45. Discriminant validity test found that six factor model showed the best model fit than less factors. Criterion validity test indicated that the six factors of academic involution were significantly correlated with academic anxiety. The reliability of each factor ranged from 0.763 to 0.838, split-half reliability was 0.760, demonstrating satisfactory reliability. There were significant differences in academic involution in terms of institutional tier and grade point average (GPA) ranking. This study initially identified the main characteristics of academic involution among college students. The developed scale has good reliability and validity and can be used as a measurement tool.
To develop a scale for assessing the involution among Chinese college students, and to test its reliability and validity within the context of higher education. The scale was developed based on in-depth interviews and existing competition scales. dataset 1 (n = 220) was utilized for exploratory factor analysis, and dataset 2 (n = 500) was employed for confirmatory factor analysis (CFA), convergent validity and discriminant validity test, reliability test, criterion validity test, and difference analysis on demographics. The final scale comprises 26 items across six factors: excessive comparison (EC), futile effort (FE), hyper-competition (HC), negative moods (NM), academic opportunism (AO), and vicious competition (VC). The six factor model showed satisfactory model fit in CFA: χ 2 /df = 2.493, NFI = 0.940, CFI = 0.963, RMSEA = 0.055. Standardized factor loadings ranged from 0.593 to 0.902. Composite reliability (CR) values were greater than 0.7.and average variance extracted (AVE) values were predominantly higher than 0.45. Discriminant validity test found that six factor model showed the best model fit than less factors. Criterion validity test indicated that the six factors of academic involution were significantly correlated with academic anxiety. The reliability of each factor ranged from 0.763 to 0.838, split-half reliability was 0.760, demonstrating satisfactory reliability. There were significant differences in academic involution in terms of institutional tier and grade point average (GPA) ranking. This study initially identified the main characteristics of academic involution among college students. The developed scale has good reliability and validity and can be used as a measurement tool.
ArticleNumber 20876
Author He, Yiqing
Liu, Xinyi
Author_xml – sequence: 1
  givenname: Yiqing
  surname: He
  fullname: He, Yiqing
  email: yiqing.he@tju.edu.cn
  organization: School of Education, Tianjin University
– sequence: 2
  givenname: Xinyi
  surname: Liu
  fullname: Liu, Xinyi
  organization: School of Education, Tianjin University
BackLink https://www.ncbi.nlm.nih.gov/pubmed/40592983$$D View this record in MEDLINE/PubMed
BookMark eNp9kctuFDEQRS0URB7kB1igXrLp4HfbK4TCK9JIbGBtue3y0COPPdjdI_H3ONMhSjZ4U1bVvbdUOpfoLOUECL0h-IZgpt5XToRWPaaix1wJ3LMX6IJiLnrKKD178j9H17XucHuCak70K3TOsdBUK3aBNp_gCDEf9pDmzibfHW2cvJ2nnLocOuush_3kuikdc1xO7epshC7k0rkcI2yhq_Pim7--Ri-DjRWuH-oV-vnl84_bb_3m-9e724-b3nEp5545YjFQJcOAtfKDksp5OXKKvR-EDdwHybEeySjbiRCoCH4cQvCWcM_VyK7Q3Zrrs92ZQ5n2tvwx2U7m1Mhla2yZJxfBMMlAOqz9wAeOwdmgwAkZRqXVIIC3rA9r1mEZ9-Bdu6PY-Cz0-SRNv8w2Hw2hlCgmaUt495BQ8u8F6mz2U3UQo02Ql2oaAskE4Ro36dunyx63_OPRBHQVuJJrLRAeJQSbe-5m5W4ad3Pibu5NbDXVJk5bKGaXl5Iagf-5_gKhaLDi
Cites_doi 10.1007/s11218-013-9236-4
10.1080/01443410.2017.1322179
10.3389/fpsyg.2023.1014331
10.1016/j.chieco.2016.10.008
10.1007/s12564-024-10002-5
10.1080/17517575.2025.2462069
10.2147/PRBM.S470060
10.1007/s12187-022-10005-x
10.1207/s15327752jpa6602_15
10.1186/s12889-024-18347-7
10.1016/j.lindif.2020.101941
10.1177/001872675400700202
10.1007/s11135-017-0574-8
10.1093/ser/mwy033
10.21203/rs.3.rs-3571874/v1
10.1111/joms.12438
10.3724/SP.J.1041.2012.01628
10.1348/0007126042369802
10.1177/1948550619870785
10.1016/j.jrp.2007.10.006
10.1111/ejed.12604
10.47836/ijeam.18.3.03
10.1177/1525822X05279903
10.1177/0092070302303002
10.1348/000709999157761
10.3389/fpsyg.2023.1135658
10.1177/014616702236875
10.1257/jep.23.4.119
10.1016/j.learninstruc.2016.01.008
10.3389/fpsyg.2022.1005708
10.1177/13567667241261396
10.3390/ijerph19169826
10.3389/fpsyg.2022.800039
10.1207/s15327752jpa6902_2
10.1177/0013164404267287
10.1108/TR-09-2023-0618
10.1348/000709907X185509
10.3389/fpsyg.2022.951931
10.1002/pits.23087
10.1080/1360080X.2022.2115332
10.1525/9780520341821
ContentType Journal Article
Copyright The Author(s) 2025
2025. The Author(s).
The Author(s) 2025 2025
Copyright_xml – notice: The Author(s) 2025
– notice: 2025. The Author(s).
– notice: The Author(s) 2025 2025
DBID C6C
AAYXX
CITATION
CGR
CUY
CVF
ECM
EIF
NPM
7X8
5PM
DOA
DOI 10.1038/s41598-025-04850-3
DatabaseName Springer Nature OA Free Journals
CrossRef
Medline
MEDLINE
MEDLINE (Ovid)
MEDLINE
MEDLINE
PubMed
MEDLINE - Academic
PubMed Central (Full Participant titles)
DOAJ (Directory of Open Access Journals)
DatabaseTitle CrossRef
MEDLINE
Medline Complete
MEDLINE with Full Text
PubMed
MEDLINE (Ovid)
MEDLINE - Academic
DatabaseTitleList MEDLINE - Academic
MEDLINE



Database_xml – sequence: 1
  dbid: C6C
  name: SpringerOpen Free (Free internet resource, activated by CARLI)
  url: http://www.springeropen.com/
  sourceTypes: Publisher
– sequence: 2
  dbid: DOA
  name: DOAJ Directory of Open Access Journals
  url: https://www.doaj.org/
  sourceTypes: Open Website
– sequence: 3
  dbid: NPM
  name: PubMed
  url: https://proxy.k.utb.cz/login?url=http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed
  sourceTypes: Index Database
– sequence: 4
  dbid: EIF
  name: MEDLINE
  url: https://proxy.k.utb.cz/login?url=https://www.webofscience.com/wos/medline/basic-search
  sourceTypes: Index Database
DeliveryMethod fulltext_linktorsrc
Discipline Biology
EISSN 2045-2322
EndPage 14
ExternalDocumentID oai_doaj_org_article_363e6c09d74740ecaf8ec56fb89875e4
PMC12218362
40592983
10_1038_s41598_025_04850_3
Genre Validation Study
Journal Article
GeographicLocations China
GeographicLocations_xml – name: China
GroupedDBID 0R~
4.4
53G
5VS
7X7
88E
88I
8FE
8FH
8FI
8FJ
AAFWJ
AAJSJ
AAKDD
AASML
ABDBF
ABUWG
ACGFS
ACUHS
ADBBV
ADRAZ
AENEX
AEUYN
AFKRA
AFPKN
ALIPV
ALMA_UNASSIGNED_HOLDINGS
AOIJS
AZQEC
BAWUL
BBNVY
BCNDV
BENPR
BHPHI
BPHCQ
BVXVI
C6C
CCPQU
DIK
DWQXO
EBD
EBLON
EBS
ESX
FYUFA
GNUQQ
GROUPED_DOAJ
GX1
HCIFZ
HH5
HMCUK
HYE
KQ8
LK8
M1P
M2P
M7P
M~E
NAO
OK1
PHGZM
PHGZT
PIMPY
PQQKQ
PROAC
PSQYO
RNT
RNTTT
RPM
SNYQT
UKHRP
AARCD
AAYXX
CITATION
PJZUB
PPXIY
PQGLB
CGR
CUY
CVF
ECM
EIF
NPM
7X8
PUEGO
5PM
ID FETCH-LOGICAL-c466t-3c1a0e286f7098d7868cd6b420dd75af4df6409b1b6598ef25fdb7ffda14d48b3
IEDL.DBID AAJSJ
ISSN 2045-2322
IngestDate Wed Aug 27 01:31:26 EDT 2025
Thu Aug 21 18:33:01 EDT 2025
Tue Aug 26 08:58:40 EDT 2025
Mon Jul 21 06:03:36 EDT 2025
Thu Aug 07 15:32:53 EDT 2025
Wed Jul 02 02:43:45 EDT 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 1
Keywords Scale development
Chinese scale
Students
Academic involution
Language English
License 2025. The Author(s).
Open Access This article is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License, which permits any non-commercial use, sharing, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if you modified the licensed material. You do not have permission under this licence to share adapted material derived from this article or parts of it. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by-nc-nd/4.0/.
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c466t-3c1a0e286f7098d7868cd6b420dd75af4df6409b1b6598ef25fdb7ffda14d48b3
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 23
ObjectType-Undefined-3
OpenAccessLink https://www.nature.com/articles/s41598-025-04850-3
PMID 40592983
PQID 3226351490
PQPubID 23479
PageCount 14
ParticipantIDs doaj_primary_oai_doaj_org_article_363e6c09d74740ecaf8ec56fb89875e4
pubmedcentral_primary_oai_pubmedcentral_nih_gov_12218362
proquest_miscellaneous_3226351490
pubmed_primary_40592983
crossref_primary_10_1038_s41598_025_04850_3
springer_journals_10_1038_s41598_025_04850_3
PublicationCentury 2000
PublicationDate 2025-07-01
PublicationDateYYYYMMDD 2025-07-01
PublicationDate_xml – month: 07
  year: 2025
  text: 2025-07-01
  day: 01
PublicationDecade 2020
PublicationPlace London
PublicationPlace_xml – name: London
– name: England
PublicationTitle Scientific reports
PublicationTitleAbbrev Sci Rep
PublicationTitleAlternate Sci Rep
PublicationYear 2025
Publisher Nature Publishing Group UK
Nature Portfolio
Publisher_xml – name: Nature Publishing Group UK
– name: Nature Portfolio
References C Musselin (4850_CR48) 2018; 16
4850_CR26
4850_CR25
M Dufner (4850_CR44) 2020; 11
H Li (4850_CR30) 2017; 37
JC Chan (4850_CR9) 2008; 78
S Yu (4850_CR21) 2022; 13
LC Masland (4850_CR28) 2013; 16
Y Zhang (4850_CR22) 2023; 14
P Aghion (4850_CR7) 2005; 120
4850_CR39
4850_CR38
4850_CR37
X Zhou (4850_CR11) 2022; 5
M-T Wang (4850_CR35) 2016; 43
Y Yang (4850_CR24) 2023; 14
F Försterling (4850_CR50) 2002; 28
R Rudolf (4850_CR31) 2023; 16
C Cheng (4850_CR1) 2024; 147
L Festinger (4850_CR27) 1954; 7
B Saunders (4850_CR34) 2018; 52
4850_CR33
4850_CR32
RM Ryckman (4850_CR12) 1996; 66
D Yan (4850_CR23) 2022; 13
J Bound (4850_CR8) 2009; 23
N Milgram (4850_CR17) 1999; 69
KY Hogarty (4850_CR51) 2005; 65
L Eldor (4850_CR47) 2020; 57
X Han (4850_CR43) 2012; 44
B Andrews (4850_CR49) 2004; 95
4850_CR42
F Yang (4850_CR46) 2016; 41
4850_CR6
4850_CR40
4850_CR3
4850_CR16
4850_CR18
4850_CR15
RM Ryckman (4850_CR13) 1997; 69
SV Alfonso (4850_CR36) 2021; 85
J Si (4850_CR20) 2023; 45
A Goldenweiser (4850_CR19) 1936; 99
D Yi (4850_CR4) 2022; 19
S Zhang (4850_CR2) 2023; 12
A Liu (4850_CR14) 2024; 24
PC Verhoef (4850_CR41) 2002; 30
R Mõttus (4850_CR45) 2008; 42
S Zhang (4850_CR5) 2024; 59
Y Liu (4850_CR10) 2022; 13
F Wang (4850_CR29) 2024; 61
References_xml – volume: 16
  start-page: 661
  year: 2013
  ident: 4850_CR28
  publication-title: Soc. Psychol. Educ.
  doi: 10.1007/s11218-013-9236-4
– volume: 37
  start-page: 1001
  issue: 8
  year: 2017
  ident: 4850_CR30
  publication-title: Educ. Psychol.
  doi: 10.1080/01443410.2017.1322179
– ident: 4850_CR18
– volume: 14
  start-page: 1014331
  year: 2023
  ident: 4850_CR22
  publication-title: Front. Psychol.
  doi: 10.3389/fpsyg.2023.1014331
– volume: 41
  start-page: 284
  year: 2016
  ident: 4850_CR46
  publication-title: China Econ. Rev.
  doi: 10.1016/j.chieco.2016.10.008
– ident: 4850_CR6
  doi: 10.1007/s12564-024-10002-5
– ident: 4850_CR39
  doi: 10.1080/17517575.2025.2462069
– ident: 4850_CR16
  doi: 10.2147/PRBM.S470060
– volume: 16
  start-page: 917
  issue: 3
  year: 2023
  ident: 4850_CR31
  publication-title: Child Indic. Res.
  doi: 10.1007/s12187-022-10005-x
– volume: 66
  start-page: 374
  issue: 2
  year: 1996
  ident: 4850_CR12
  publication-title: J. Pers. Assess.
  doi: 10.1207/s15327752jpa6602_15
– volume: 24
  start-page: 870
  issue: 1
  year: 2024
  ident: 4850_CR14
  publication-title: BMC Public Health
  doi: 10.1186/s12889-024-18347-7
– volume: 85
  start-page: 101941
  year: 2021
  ident: 4850_CR36
  publication-title: Learn. Individ. Differ.
  doi: 10.1016/j.lindif.2020.101941
– volume: 120
  start-page: 701
  issue: 2
  year: 2005
  ident: 4850_CR7
  publication-title: Q. J. Econ.
– volume: 99
  start-page: 104
  year: 1936
  ident: 4850_CR19
  publication-title: Essays Anthropol.
– volume: 7
  start-page: 117
  issue: 2
  year: 1954
  ident: 4850_CR27
  publication-title: Human relations
  doi: 10.1177/001872675400700202
– volume: 52
  start-page: 1893
  year: 2018
  ident: 4850_CR34
  publication-title: Qual. Quant.
  doi: 10.1007/s11135-017-0574-8
– volume: 16
  start-page: 657
  issue: 3
  year: 2018
  ident: 4850_CR48
  publication-title: Soc. Econ. Rev.
  doi: 10.1093/ser/mwy033
– ident: 4850_CR25
  doi: 10.21203/rs.3.rs-3571874/v1
– volume: 57
  start-page: 177
  issue: 2
  year: 2020
  ident: 4850_CR47
  publication-title: J. Manage. Stud.
  doi: 10.1111/joms.12438
– volume: 44
  start-page: 1628
  year: 2012
  ident: 4850_CR43
  publication-title: Acta Psychol. Sin
  doi: 10.3724/SP.J.1041.2012.01628
– volume: 95
  start-page: 509
  issue: 4
  year: 2004
  ident: 4850_CR49
  publication-title: Br J Psychol
  doi: 10.1348/0007126042369802
– volume: 11
  start-page: 416
  issue: 3
  year: 2020
  ident: 4850_CR44
  publication-title: Social Psychological and Personality Science
  doi: 10.1177/1948550619870785
– volume: 42
  start-page: 1047
  issue: 4
  year: 2008
  ident: 4850_CR45
  publication-title: J. Res. Pers.
  doi: 10.1016/j.jrp.2007.10.006
– ident: 4850_CR26
– volume: 59
  start-page: e12604
  issue: 2
  year: 2024
  ident: 4850_CR5
  publication-title: Eur. J. Educ.
  doi: 10.1111/ejed.12604
– ident: 4850_CR38
  doi: 10.47836/ijeam.18.3.03
– ident: 4850_CR32
– ident: 4850_CR33
  doi: 10.1177/1525822X05279903
– volume: 30
  start-page: 202
  year: 2002
  ident: 4850_CR41
  publication-title: J. Acad. Mark. Sci.
  doi: 10.1177/0092070302303002
– volume: 69
  start-page: 345
  issue: 3
  year: 1999
  ident: 4850_CR17
  publication-title: Br. J. Educ. Psychol.
  doi: 10.1348/000709999157761
– volume: 14
  start-page: 1135658
  year: 2023
  ident: 4850_CR24
  publication-title: Front. Psychol.
  doi: 10.3389/fpsyg.2023.1135658
– ident: 4850_CR42
– volume: 28
  start-page: 1441
  issue: 10
  year: 2002
  ident: 4850_CR50
  publication-title: Pers. Soc. Psychol. Bull.
  doi: 10.1177/014616702236875
– volume: 5
  start-page: 131
  year: 2022
  ident: 4850_CR11
  publication-title: Tsinghua J Educ
– volume: 23
  start-page: 119
  issue: 4
  year: 2009
  ident: 4850_CR8
  publication-title: J. Econ. Perspect.
  doi: 10.1257/jep.23.4.119
– volume: 43
  start-page: 16
  year: 2016
  ident: 4850_CR35
  publication-title: Learn. Instr.
  doi: 10.1016/j.learninstruc.2016.01.008
– volume: 147
  start-page: 11
  issue: 000
  year: 2024
  ident: 4850_CR1
  publication-title: Teach. Teach. Educ.
– volume: 12
  start-page: 1227
  issue: 1
  year: 2023
  ident: 4850_CR2
  publication-title: Development
– volume: 13
  start-page: 1005708
  year: 2022
  ident: 4850_CR23
  publication-title: Front. Psychol.
  doi: 10.3389/fpsyg.2022.1005708
– ident: 4850_CR40
  doi: 10.1177/13567667241261396
– volume: 19
  start-page: 9826
  issue: 16
  year: 2022
  ident: 4850_CR4
  publication-title: Int. J. Environ. Res. Public Health
  doi: 10.3390/ijerph19169826
– volume: 13
  start-page: 800039
  year: 2022
  ident: 4850_CR21
  publication-title: Front. Psychol.
  doi: 10.3389/fpsyg.2022.800039
– volume: 69
  start-page: 271
  issue: 2
  year: 1997
  ident: 4850_CR13
  publication-title: J. Pers. Assess.
  doi: 10.1207/s15327752jpa6902_2
– volume: 65
  start-page: 202
  issue: 2
  year: 2005
  ident: 4850_CR51
  publication-title: Educ. Psychol. Meas.
  doi: 10.1177/0013164404267287
– ident: 4850_CR37
  doi: 10.1108/TR-09-2023-0618
– volume: 78
  start-page: 95
  issue: 1
  year: 2008
  ident: 4850_CR9
  publication-title: Br. J. Educ. Psychol.
  doi: 10.1348/000709907X185509
– volume: 13
  start-page: 951931
  year: 2022
  ident: 4850_CR10
  publication-title: Front. Psychol.
  doi: 10.3389/fpsyg.2022.951931
– volume: 61
  start-page: 847
  issue: 3
  year: 2024
  ident: 4850_CR29
  publication-title: Psychol. Sch.
  doi: 10.1002/pits.23087
– volume: 45
  start-page: 53
  issue: 1
  year: 2023
  ident: 4850_CR20
  publication-title: J. High. Educ. Policy Manag.
  doi: 10.1080/1360080X.2022.2115332
– ident: 4850_CR15
  doi: 10.2147/PRBM.S470060
– ident: 4850_CR3
  doi: 10.1525/9780520341821
SSID ssj0000529419
Score 2.4514878
Snippet To develop a scale for assessing the involution among Chinese college students, and to test its reliability and validity within the context of higher...
Abstract To develop a scale for assessing the involution among Chinese college students, and to test its reliability and validity within the context of higher...
SourceID doaj
pubmedcentral
proquest
pubmed
crossref
springer
SourceType Open Website
Open Access Repository
Aggregation Database
Index Database
Publisher
StartPage 20876
SubjectTerms Academic involution
Adolescent
Adult
China
Chinese scale
Factor Analysis, Statistical
Female
Humanities and Social Sciences
Humans
Male
multidisciplinary
Psychometrics - methods
Reproducibility of Results
Scale development
Science
Science (multidisciplinary)
Students
Students - psychology
Surveys and Questionnaires
Universities
Young Adult
SummonAdditionalLinks – databaseName: DOAJ (Directory of Open Access Journals)
  dbid: DOA
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV3NaxUxEA-lUOhF7Ie6WiVCb3VpNsnOJkctLaWopxZ6C_nEd9kn7qvgf-8k2VfeU9GLlz3sLmwyM8n8ZjPzG0JONQvKBi5aaT1eVOdbZWNqg7Yc0D_KwHK986fPcH0nb-77-41WXzknrNIDV8GdCxARPNMBca9k0dukou8hOYXRch8LEyj6vI1gqrJ6cy07PVfJMKHOJ_RUuZqM9y0abY-bz5YnKoT9f0KZvydL_nJiWhzR1VPyZEaQ9H0d-QHZieMh2as9JX8ckY8baUDUjoGiKS1q4yS6TNTO-fB0MX6frY5OqKdIEb1SX38j0KkyXk7H5O7q8vbiup1bJrReAqxa4TvLIleQBqZVGBQoH8BJzkIYeptkSIARnescoDRi4n0Kbkgp2E4GqZx4RnbH5RhfEOq4TpCksLpzMmd6Be0HJZXHiMVCgoacrcVnvlZmDFNOtIUyVdgGhW2KsI1oyIcs4cc3M6t1uYG6NrOuzb903ZC3a_0YXAX5aMOOcfkwGdyWINckaNaQ51Vfj59CSIoYUOEQ1JYmt8ay_WRcfClM2x3PCBJ4Q96tlW7mNT79ZbIv_8dkX5F9Xqw1pwafkN3Vt4f4GgHQyr0ptv4T_WcC0g
  priority: 102
  providerName: Directory of Open Access Journals
Title Development and validation of academic involution scale for college students
URI https://link.springer.com/article/10.1038/s41598-025-04850-3
https://www.ncbi.nlm.nih.gov/pubmed/40592983
https://www.proquest.com/docview/3226351490
https://pubmed.ncbi.nlm.nih.gov/PMC12218362
https://doaj.org/article/363e6c09d74740ecaf8ec56fb89875e4
Volume 15
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV3di9QwEB_uA8EX8dv6sUTwTYttkqbJ495yx7HoIerBvoV8evvSleue4H_vJG0XVw_BlxbSlKYzk8xvMh8BeKMqL42nrOTG4UXWrpQmxNIrQwXqR-6rlO_88UKcX_LlqlkdAJ1yYXLQfi5pmZfpKTrsfY-KJiWD0aZEmWtw7TiE41SqHWX7eD5fflnudlaS74rXasyQqZi85eU9LZSL9d-GMP8OlPzDW5qV0Nl9uDeiRzIfxvsADkL3EO4M50n-fAQffgsBIqbzBMVoPRyaRDaRmDEWnqy7H6PEkR55FAgiV-KGLQTSD9Uu-8dweXb6dXFejscllI4LsS2Zq00VqBSxrZT0rRTSeWE5rbxvGxO5jwKtOVtbgdQIkTbR2zZGb2ruubTsCRx1my48A2KpiiJyZlRteYry8sq1kkuH1ooRURTwdiKf_j5UxdDZm82kHoitkdg6E1uzAk4ShXc9U0Xr3LC5_qZHDmsmWBCuUh7tG14FZ6IMrhHRSoUmVeAFvJ74o3EGJLeG6cLmpte4JImUj6CqAp4O_Np9CuEo4j-JQ5B7nNwby_6Tbn2Vq2zXNKFHQQt4NzFdj_O7_8fPPv-_7i_gLs1ymQKAX8LR9vomvEKYs7UzOGxX7WyUbryfnF58-oytC7GY5a2DX4HO_XM
linkProvider Springer Nature
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1Lb9QwEB6VIgQXxJvlaSQ4QdTEcSb2gQMsVFu67amVejOOH7CXLGq2oP4dfiljJ1mxUCFx6CWHxEqcmfH4G88L4KXKnTSOl5kwli6ysJk0PmROGY60PwqXx3zng0OcHYtPJ9XJFvwcc2FS0H4qaZnU9BgdttPRRhOTwXiVkcxVpDuGQMp9f_6DzLTu7d4H4ukrznc_Hk1n2dBJILMCcZWVtjC55xJDnSvpaonSOmwEz52rKxOEC0iGTlM0SF_xgVfBNXUIzhTCCdmU9N4rcJWwPcaVM8Xp-hwnespEoYZ8nLyUF0x1Y89LrQEuwrN_h2X-4ZtNW97uLbg5YFX2rqfObdjy7R241nevPL8L898CjphpHSOhXfQtmtgyMDNE3rNF-32Qb9aRRHhGOJnZ_sCCdX1tze4eHF8KSe_Ddrts_UNgDVcBgyiNKhoRY8qcsrUU0pJtZDDgBF6P5NPf-hocOvnOS6l7Ymsitk7E1uUE3kcKr0fG-tnpxvL0ix7kSZdYerS5cmRNidxbE6S3FYZGKmKyFxN4MfJH03qLThTT-uVZp0kBYsx-UPkEHvT8Wn-KwC-hTUlTkBuc3JjL5pN28TXV9C54xKrIJ_BmZLoetEn3j5999H_Dn8P12dHBXM_3Dvcfww2eZDSGHj-B7dXpmX9KAGvVPEsSzuDzZS-pX5klNe8
linkToPdf http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1Lb9QwEB6VrUC9IJ4lUMBIcILQxHEc-8BhoazabamQoFJvxvGD7iVbNVtQ_xC_s2MnWbFQIXHoJYfESpyZ8fgbzwvgpcys0JYWKdMGLyI3qdDOp1ZqynF_ZDYL-c6fDvnuEZsel8dr8GvIhYlB-7GkZVTTQ3TYdosbTUgGo2WKMlei7nh7an0fTLnvLn6iqda-29tBvr6idPLx64fdtO8mkBrG-SItTK4zRwX3VSaFrQQXxvKa0czaqtSeWc_R2KnzmuOXnKelt3XlvdU5s0zUBb73Bqwjvs_ZCNbH4-mX6fI0J_jLWC77rJysEFdMeGXniw0CrkK1fwdn_uGhjRvf5A7c7hErGXc0ugtrrrkHN7selhf34eC3sCOiG0tQdGddoyYy90T38fdk1vzopZy0KBeOIFompju2IG1XYbN9AEfXQtSHMGrmjXsEpKbSc88KLfOahcgyK00lmDBoIWnueQKvB_Kp064Sh4oe9EKojtgKia0isVWRwPtA4eXIUEU73piffVe9VKmCF46bTFq0qVjmjPbCmZL7Wkhks2MJvBj4o3DVBVeKbtz8vFWoBnnIgZBZApsdv5afQgiMmFPgFMQKJ1fmsvqkmZ3Eyt45DYiV0wTeDExXvU5p__Gzj_9v-HO49Xlnog72DvefwAaNIhrij7dgtDg7d08RZS3qZ72IE_h23avqEkHyOFM
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=Development+and+validation+of+academic+involution+scale+for+college+students&rft.jtitle=Scientific+reports&rft.au=He%2C+Yiqing&rft.au=Liu%2C+Xinyi&rft.date=2025-07-01&rft.eissn=2045-2322&rft.volume=15&rft.issue=1&rft.spage=20876&rft_id=info:doi/10.1038%2Fs41598-025-04850-3&rft_id=info%3Apmid%2F40592983&rft.externalDocID=40592983
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2045-2322&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2045-2322&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2045-2322&client=summon