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Insomnia in higher education: Prevalence, validation, and measurement invariance in medical sciences students

Abstract

Background & Objective: Insomnia, a widespread sleep disorder, impacts 15-35% of the general population and a concerning 30% of medical sciences students. This study aims to assesses the psychometric properties, factor structure and measurement invariance of the Insomnia Severity Index (ISI) in Iranian medical university students. Materials & Methods: This cross-sectional study included 370 medical university students (54.9% females). After providing a detailed introduction regarding the purpose of the study and receiving participants' consent online, they were requested to fill out the Insomnia Severity Index (ISI) and Pittsburgh Sleep Quality Index (PSQI). Confirmatory factor analysis and hierarchical regression analysis were used to examine the factor structure and predict insomnia severity. Results: The results of descriptive statistics showed that the prevalence of clinical insomnia was 22.6% in male and 27.9% in female students, and 62.2% of male and 67.5% of female students had poor sleep quality. CFA showed that the one-factor model with all items was the most suitable structure (x2 = 13.82, df = 9, GFI = 0.990, CFI = 0.994, TLI = 0.986, RMSEA = 0.038). The study's findings indicate that the ISI exhibits measurement invariance across genders, ensuring its unbiased application for both male and female populations. Furthermore, this scale demonstrated acceptable reliability and validity. Finally, the results of hierarchical regression analysis indicated that the poor sleep quality was a significant predictor of insomnia severity (β = 0.389). Conclusion: The Persian version of ISI showed strong validity and reliability. These findings indicate that insomnia severity could be measured adequately in Iranian samples using the ISI.

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Insomnia in higher education: Prevalence, validation, and measurement invariance in medical sciences students

Author: Nejad-Ebrahim, Zahra; Rasouli, Amirhossein; Tirgari Seraji, Hatef; Jahanbakhsh, Sima; Saed, Omid
Publisher: Zenodo
DOI: 10.61186/edcj.18.1.32
Source: https://zenodo.org/records/17255420/files/article-1-2195-en.pdf
Copy igh © 2025 Zanjan Uni e si y o Medical Sciences. Published by Zanjan Uni e si y o Medical Sciences.
This wo k is licensed unde a C ea i e Commons A ibu ion-NonComme cial 4.0 In e na ional license (h ps://c ea i ecommons.o g/licenses/by-
nc/4.0/). Noncomme cial uses o he wo k a e pe mi ed, p o ided he o iginal wo k is p ope ly ci ed.
Insomnia in highe educa ion: P e alence, alida ion, and
measu emen in a iance in medical sciences s uden s
Zah a Nejad-Eb ahim Soumee1, Ami hossein Rasouli1, Ha e Ti ga i Se aji2, Sima Jahanbakhsh3,
Omid Saed4*
1S uden Resea ch Commi ee, Depa men o Clinical Psychology, School o Medicine, Zanjan Uni e si y o Medical Sciences, Zanjan,
I an
2Depa men o Psychology, Facul y o Educa ional Sciences and Psychology, Uni e si y o Mohaghegh A dabili, A dabil, I an
3S uden Resea ch Commi ee, School o Medicine, Zanjan Uni e si y o Medical Sciences, Zanjan, I an
4Depa men o Clinical Psychology, School o Medicine, Zanjan Uni e si y o Medical Sciences, Zanjan, I an
A icle in o Abs ac
In oduc ion
Insomnia is a widesp ead heal h issue, as i is one o he
mos commonly epo ed heal h complain s and he mos
common sleep diso de [1]. Sleeping diso de s a e
es ima ed o a ec 15-35% o he gene al public, and
app oxima ely 30% o medical s uden s [2]. A
comp ehensi e analysis o se en s udies ound ha
insomnia a ec s a signi ican po ion o s uden s, wi h
p e alence a es anging om 9.4% o 38.2% [3].
Mo eo e , Yassin e al. [4] epo ed an insomnia
p e alence o 18.3% among medical s uden s. Insomnia
mani es s as a ange o sleep dis u bances, including
di icul y in alling asleep, s aying asleep, waking up oo
ea ly, o expe iencing unsa is ac o y sleep quali y.
Addi ionally, pa ien s diagnosed wi h insomnia mus
also epo expe iencing impai men in hei e e yday
unc ioning as a ou come o hei sleep di icul ies [5].
Insomnia diso de is usually accompanied by a wide
ange o nega i e heal h ou comes and ele a es he
likelihood o de eloping di e se psychological issues
and challenges, including dep ession and anxie y [6].
Insomnia also signi ican ly impai s academic
pe o mance [7]. A c oss-sec ional s udy o a ound
Nejad-Eb ahim Soumee e al. J Med Edu De . 2025; 18(1): 32-41 Jou nal o Medical Educa ion De elopmen
Backg ound & Objec i e: Insomnia, a widesp ead sleep diso de , impac s 15-35% o he
gene al popula ion and a conce ning 30% o medical sciences s uden s. This s udy aims o
assesses he psychome ic p ope ies, ac o s uc u e and measu emen in a iance o he
Insomnia Se e i y Index (ISI) in I anian medical uni e si y s uden s.
Ma e ials & Me hods: This c oss-sec ional s udy included 370 medical uni e si y s uden s
(54.9% emales). A e p o iding a de ailed in oduc ion ega ding he pu pose o he s udy and
ecei ing pa icipan s' consen online, hey we e eques ed o ill ou he Insomnia Se e i y
Index (ISI) and Pi sbu gh Sleep Quali y Index (PSQI). Con i ma o y ac o analysis and
hie a chical eg ession analysis we e used o examine he ac o s uc u e and p edic insomnia
se e i y.
Resul s: The esul s o desc ip i e s a is ics showed ha he p e alence o clinical insomnia
was 22.6% in male and 27.9% in emale s uden s, and 62.2% o male and 67.5% o emale
s uden s had poo sleep quali y. CFA showed ha he one- ac o model wi h all i ems was he
mos sui able s uc u e (x2 = 13.82, d = 9, GFI = 0.990, CFI = .994, TLI = 0.986, RMSEA =
0.038). The s udy's indings indica e ha he ISI exhibi s measu emen in a iance ac oss
gende s, ensu ing i s unbiased applica ion o bo h male and emale popula ions. Fu he mo e,
his scale demons a ed accep able eliabili y and alidi y. Finally, he esul s o hie a chical
eg ession analysis indica ed ha he poo sleep quali y was a signi ican p edic o o insomnia
se e i y (β = 0.389).
Conclusion: The Pe sian e sion o ISI showed s ong alidi y and eliabili y. These indings
indica e ha insomnia se e i y could be measu ed adequa ely in I anian samples using he ISI.
Keywo ds: medical s uden s, insomnia diso de , p e alence s udy, psychome ics
*Co esponding au ho :
Omid Saed, Commi ee, Depa men
o Clinical Psychology, School o
Medicine, Zanjan Uni e si y o
Medical Sciences, Zanjan, I an
Email: [email protected]
O iginal A icle
A icle his o y:
Recei ed 15 Jun. 2024
Accep ed 2 Feb. 2025
Published 14 Ap . 2025
How o ci e his a icle:
Nejad-Eb ahim Soumee Z, Rasouli
A, Ti ga i Se aji H, Jahanbakhsh S,
Saed O. Insomnia in highe
educa ion: P e alence, alida ion,
and measu emen in a iance in
medical sciences s uden s. J Med Edu
De . 2025; 18(1): 32-41.
[ DOI: 10.61186/edcj.18.1.32 ] [ Downloaded om edujou nal.zums.ac.i on 2025-10-03 ]
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Nejad-Eb ahim Soumee e al.: Insomnia in highe educa ion: P e alence, alida ion, and measu emen in a iance in
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Jou nal o Medical Educa ion De elopmen ¦ Volume 18 ¦ Issue 1¦ 2025 33lopmen ¦
Volume 17 ¦ Issue 54¦ 2024
50,000 No wegian s uden s showed ha sleeping less
han 5 hou s and mo e han 10 hou s, compa ed o hose
sleeping 7 o 9 hou s, is associa ed wi h ailing exams
[8]. In gene al, day ime sleepiness, low le els o
a en ion, and impai ed memo y/decision-making ha
a ise om sleep dep i a ion can p o ide a sui able
explana ion o poo academic pe o mance [9]. Hea y
academic wo kload, p o essional a i udes and habi s, as
well as poo awa eness o sleep hygiene a e among he
ac o s ha educe he du a ion and quali y o sleep, in
medical s uden s, consequen ly leading o hei poo
academic pe o mance [10].
Gi en he consequences o insomnia discussed o
s uden s, he exis ence o a ins umen o diagnose and
assess his diso de in he s uden popula ion seems
necessa y. Al hough polysomnog aphy has eme ged as a
c ucial ins umen in he assessmen o many sleep
diso de s, i is no he ecommended app oach o
diagnosing insomnia [5]. Consequen ly, he diagnosis o
insomnia elies p ima ily on he indi idual's sel -
epo ed expe iences and symp oms. While s uc u ed
and semi-s uc u ed clinical in e iews a e becoming
mo e commonly u ilized in clinical se ings, hese
me hods a e highly ime- consuming and necessi a e
ex ensi e knowledge abou sleep diso de s. As a esul ,
he e is a need o simple and e icien ins umen s o
measu e he se e i y o insomnia in o de o acili a e he
diagnos ic p ocess [11]. The Insomnia Se e i y Index
(ISI) is a sel -adminis e ed ques ionnai e ha cap u es
wo o he mos common insomnia complain s: di icul y
alling asleep and equen nigh ime awakenings [12].
The ISI, de eloped in 1993, has eme ged as a aluable
ins umen in bo h clinical p ac ice and esea ch s udies,
also he ISI demons a es alidi y o use ac oss a b oad
age ange, and i has p o en o be a aluable assessmen
ins umen o indi iduals wi h di e se condi ions,
including man al diso de s [13], and o he clinical
p oblems [14]. Psychome ic e alua ions o he ISI ha e
been conduc ed o he English [15], F ench [16],
Spanish [17], and Chinese [18] e sions, and s udies
ha e consis en ly demons a ed he ins umen 's
eliabili y and adequa e concu en alidi y wi h o he
sleep assessmen measu es. In I an, he psychome ic
cha ac e is ics o o he ools in he ield o sleep,
including Pi sbu gh Sleep Quali y Index [19] and
e ised Adolescen Sleep Hygiene Scale [20], ha e been
examined. These ools espec i ely add ess indi iduals'
pe cep ions o hei sleep quali y and sleep hygiene
beha io s, bu none assess he se e i y o insomnia.
The e o e, he ad an age o he ISI is i s di ec
measu emen o insomnia se e i y. Howe e , he e is no
alida ion o he Pe sian e sion o his ques ionnai e in
he popula ion o I anian medical sciences s uden s.
Hence, he pu pose o he p esen s udy is o examine he
ac o s uc u e, psychome ic p ope ies, and
measu emen in a iance o he ISI ques ionnai e in he
popula ion o I anian medical sciences s uden s.
Ma e ials & Me hods
Design and se ing(s)
This c oss-sec ional, psychome ic s udy in es iga ed he
ISI among Bachelo , Pos g adua e, and PhD s uden s a
Zanjan Uni e si y o Medical Sciences, I an. The
Resea ch E hics Commi ee o he Zanjan Uni e si y o
Medical Sciences app o ed he s udy (App o al ID:
IR.ZUMS.REC.1396.35).
Pa icipan s and sampling
All pa icipan s o his s udy we e I anian and Pe sian-
speaking, and we e selec ed using con enience
sampling. In a ious s udies, di e en sugges ions ha e
been made o de e mining he app op ia e sample size
o psychome ic s udies. These sugges ions ange om
5 o 20 pa icipan s pe i em [21]. In he p esen s udy,
50 pa icipan s pe i em we e used. The inclusion c i e ia
o his s udy included in o med consen and an age
ange o 18 o 50 yea s. The exclusion c i e ion was a
desi e o wi hd aw om he s udy o andom esponse o
he i ems.
Tools/Ins umen s
The ollowing ques ionnai es we e used o da a
collec ion, (ISI): The ISI is a 7-i em ques ionnai e ha
measu es he se e i y o insomnia expe ienced o e he
pas wo weeks. I is he mos widely used ins umen in
esea ch o assessing insomnia se e i y . Each i em is
a ed on a 5-poin Like scale, wi h sco es anging om
0 o 28. Highe sco es indica e g ea e se e i y o sleep
dis u bances and associa ed day ime symp oms. The
ISI's alidi y and eliabili y ha e been con i med in
a ious s udies [22]. The Pi sbu gh Sleep Quali y Index
(PSQI): The PSQI is a sel -adminis e ed ques ionnai e,
de eloped by Buysse e al. [23], ha assesses sleep
quali y o e he pas mon h. The ques ionnai e consis s
o 19 ques ions/i ems o ganized in o se en componen s.
Each componen is sco ed om 0 o 3, esul ing in a
global sco e anging om 0 o 21. A global sco e
exceeding 5 indica es poo sleep quali y. The PSQI has
been alida ed in a ious coun ies and demons a ed
good eliabili y and alidi y in bo h clinical and non-
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34 Jou nal o Medical Educa ion De elopmen ¦ Volume 18 ¦ Issue 1 ¦ 2025
clinical samples [24]. In I an, Shadzi e al. examined he
eliabili y and alidi y o his ques ionnai e, among
medical s uden s and epo ing sa is ac o y psychome ic
p ope ies [25].
Da a collec ion me hods
To ensu e accu a e ansla ion, he Pe sian e sion o he
ISI was p epa ed in acco dance wi h in e na ional
guidelines o c oss-cul u al adap a ion o sel - epo
measu es [26]. A eam o expe s, including a clinical
psychologis and a psychia is , ansla ed he ISI i ems
in o Pe sian. Subsequen ly, an English language expe
conduc ed a back- ansla ion in o English o ensu e he
accu acy and comple e alignmen o he Pe sian and
English e sions [27]. Following se e al ounds o
e iew and e inemen o add ess any g amma ical o
con en - ela ed conce ns, he ansla ed Pe sian e sion
o he ISI was inalized and p epa ed o implemen a ion,
main aining close alignmen wi h he o iginal English
ins umen . Sampling was conduc ed h ough he online
pos ing o b ie explana ions o he pu pose o his
esea ch, along wi h a pa icipa ion link, on uni e si y
social media ne wo ks. Be o e comple ing he scale,
pa icipan s we e p o ided wi h in o med i ual
consen . Following da a collec ion, he esponses we e
sc eened o alidi y. Ou lie s we e iden i ied using
Mahalanobis dis ance, and in alid esponses we e
lagged. In alid esponses included ixed and
con adic o y esponses.
Da a analysis
The i s s ep in he analysis was o conduc a desc ip i e
analysis o he da a o unde s and he dis ibu ion o
demog aphic a iables, insomnia se e i y, and sleep
quali y in s uden s. his in ol ed equency dis ibu ions
and g aphical ep esen a ions we e used o isualize he
da a. To in es iga e he ac o s uc u e o he ISI, CFAs
we e conduc ed ollowing an explo a o y ac o analysis.
Th ee models we e es ed: a single- ac o model wi h 7
i ems, a wo- ac o model wi h 7 i ems, and a h ee- ac o
model wi h 7 i ems. Model i was assessed using he
ollowing indices: chi-squa e i s a is ics (CMIN/DF),
inc emen al i index (IFI), Tucke -Lewis index (TLI),
compa a i e i index (CFI), and oo mean squa e e o
o app oxima ion (RMSEA, 90% CI). goodness o i
was de ined as CMIN/DF ≤ 3, TLI, IFI, and CFI ≥ 0.900,
and RMSEA ≤ 0.05 [28]. Measu emen in a iance was
employed o assess he deg ee o in a iance be ween
gende s ( emales s. males). Measu emen in a iance
was assessed o de e mine he ex en o which he ISI
exhibi s equi alen psychome ic p ope ies ac oss
gende s. This analysis e alua es whe he he cons uc o
in usi e hough app aisals is measu ed in he same way
o bo h gende s, ensu ing he eliabili y and alidi y o
compa isons ac oss g oups. Measu emen in a iance
was es ed using a se ies o inc easingly cons ained
models including Con igu al, Me ic, and Scala . Model
i was compa ed using he change in CFI (ΔCFI) and
RMSEA (ΔRMSEA) be ween he less es ic i e and
mo e es ic i e models. Cu o alues o accep able
in a iance we e ΔRSMEA ≤ 0.015 and ΔCFI ≤ 0.01[29].
To assess he ques ionnai e in e nal consis ency,
C onbach's alpha was calcula ed. Fu he mo e, he
c i e ion alidi y was assessed by examining i s
co ela ions wi h sleep quali y measu e. The da a we e
analyzed using SPSS e sion 27 o desc ip i e s a is ics,
and AMOS e sion 24 o Con i ma o y Fac o Analysis
(CFA).
Resul s
As shown in Table 1, a o al o 370 s uden s pa icipa ed
in he s udy, wi h 45.1% (n = 167) being male and 54.9%
(n = 203) being emale. The mean age o he pa icipan s
was 23.79 yea s (SD = 4.48), wi h ages anging om 18
o 51 yea s. Mos pa icipan we e single (91.6% o men;
75.4% o women). In e ms o educa ional s a us, 73.1%
o men and 29% o women we e pos g adua e s uden s.
The p e alence o clinical insomnia was 22.6% in men
and 27.9% in women. In addi ion, 37.8% o men and
32.5% o women had good sleep quali y.
Table 1. Sociodemog aphic and clinical a iables acco ding o
gende
Men
(n=167)
Women
(n=203)
n
%
n
%
Ma i al s a us
Single
153
91.6
153
75.4
Ma ied / In ela ionship
14
8.4
50
24.6
Educa ional a ainmen
Unde g adua e
45
26.9
144
71
Pos g adua e
122
73.1
59
29
Insomnia se e i y
Non-clinical
58
34.8
64
31.6
Sub-clinical
71
42.6
83
40.8
Mild-clinical
37
22
50
24.6
Se e -clinical
1
0.6
6
3
Sleep quali y
PSQI sco e < 5
63
37.8
66
32.5
PSQI sco e > 5
104
62.2
137
67.5
Age mean (SD)
24.59 (4.35)
23.13 )4.48)
Abb e ia ions: SD, s anda d de ia ion; PSQI, Pi sbu gh sleep quali y index; n
and %, sample size and pe cen ages.
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Jou nal o Medical Educa ion De elopmen ¦ Volume 18 ¦ Issue 1¦ 2025 35
Table 2 displays he mean, s anda d de ia ion, skewness,
ku osis, and C onbach's alpha o he i ems. he
dis ibu ion o samples based on he ku osis and
skewness o he i ems does no exceed he s anda d ange
o +2. The co ec ed i em- o al co ela ion indica es a
mode a e and signi ican ela ionship be ween he i ems
and he o al sco e. The in e nal consis ency coe icien s
based on C onbach's alpha did no exceed 0.80 a e
emo ing any o he i ems. Pa icipan s esponded o all
ques ionnai e i ems in a nea ly uni o m manne , and he
dispe sion was low.
CFA was conduc ed using Amos e sion 24. To u he
assess and alida e he ac o s uc u es iden i ied in
explo a o y ac o analysis, CFA was pe o med. The
examina ion o he esul s showed ha he one- ac o
model exhibi ed he bes and mos app op ia e i indices.
The esul s o he CFAs a e p esen ed in Table 3. As
shown in Table 3, he inal ull-i em model, has he
ollowing cha ac e is ics x2 = 13.82, d = 9, GFI = 0.990,
CFI = 0.994, TLI = 0.986, RMSEA = 0.038. In he inal
one- ac o model, he pa h coe icien s o each i em wi h
i s unde lying ac o ange om 0.49 o 0.81. This
indica es ha each i em has an accep able p edic i e
weigh wi h i s main ac o . Table 2 displays he ac o
loadings o he i ems. Acco ding o, he ac o loading
alues o he i ems we e abo e 0.596, anging om 0.596
in i em 3 o 0.815 in i em 2.
Table 3 p esen s he esul s o he measu emen
in a iance es ing o he single- ac o model. The model
displayed sa is ac o y i indices o bo h males and
emales, as indica ed by he TLI, CFI, and RMSEA.
Addi ionally, he con igu al, me ic, and scala
in a iance models es ed be ween gende g oups showed
sa is ac o y i indices based on he TLI, CFI, and
RMSEA. Only he con igu al in a iance models
exhibi ed minimal deg ada ion in model i (Δx2 =
15.428; p = - 0.042; ΔCFI = - 0.012; ΔTLI = - 0.013;
ΔRMSEA = 0.007), as well as be ween he me ic and
scala in a iance models (Δx2 = 1.954; p= - 0.001; ΔCFI
= - 0.001; ΔTLI = - 0.001; ΔRMSEA = < 0.001).
Consequen ly, in a iance was es ablished ac oss bo h
gende s.
Table 2. I em-Le el s a is ics and ac o s uc u e o he ISI (n = 370)
I ems
Mean
(SD)
Skewness
Ku osis
Co ec ed i em- o al
C onbach’s α i dele ed
Fac o loading
1a. Di icul y alling
asleep
1.16 (1.06)
0.68
- 0.21
0.56
0.79
0.700
1b. Di icul y s aying
asleep
1.04 (1.05)
0.88
0.18
0.50
0.80
0.644
1c. P oblem waking
up oo ea ly
1.61 (1.26)
0.36
- 0.90
0.48
0.80
0.625
2. Sleep sa is ac ion
1.72 (1.02)
0.26
- 0.44
0.70
0.76
0.815
3. In e e ence
2.09 (1.10)
- 0.09
-.72
0.45
0.80
0.596
4. No iceabili y
1.61 (1.09)
0.21
- 0.83
0.54
0.79
0.677
5. Dis ess
1.18 (1.09)
0.62
- 0.49
0.65
0.77
0.770
Eigen alues
3.367
Pe cen age o a iance
48.10
Abb e ia ions: SD, s anda d de ia ion.
No e: The loadings indica e he s eng h o he ela ionship be ween each i em and i s espec i e ac o . Eigen alue ep esen s he eigen alue associa ed wi h each ac o .
Pe cen age o a iance indica es he p opo ion o a iance explained by each ac o . C onbach's alpha alue ep esen s he eliabili y coe icien . Co ec ed coe icien
indica es he C onbach's alpha alue a e he emo al o each i em. skewness and Ku osis measu e he shape o he dis ibu ion. M signi ies he a e age esponse o each
i em. SD ep esen s he s anda d de ia ion o esponses.
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Nejad-Eb ahim Soumee e al. Insomnia in highe educa ion: P e alence, alida ion, and measu emen in a iance in
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36 Jou nal o Medical Educa ion De elopmen ¦ Volume 18 ¦ Issue 1 ¦ 2025
Table 3. Fi s a is ics o he con i ma o y ac o analysis model and Measu emen in a iance (n = 370)
Model
X2
d
GFI
CFI
TLI
RMSEA
Fac o s uc u e in a iance
 Model 1. 1- ac o ull-i em ISI
13.825
9
0.990
0.994
0.986
0.038
 Model 2. 2- ac o ull -i em ISI
28.737
11
0.978
0.978
0.957
0.066
 Model 3. 3- ac o ull -i em ISI
42.597
9
0.968
0.958
0.901
0.101
Measu emen in a iance
χ2 (d )
P
CFI
TLI
RMSEA (90% CI)
 Con igu al in a iance
28.383 (18)
0.050
0.987
0.970
0.970
0.040 (0.000; 0.066)
 Me ic in a iance
43.811 (24)
0.008
0.975
0.957
0.957
0.047 (0.024; 0.069)
 Scala in a iance
45.756 (25)
0.007
0.974
0.956
0.956
0.047 (0.025; 0.069)
No e: p < 0.05 indica es signi icance a he 5% le el, and p < 0.01 indica es signi icance a he 1% le el.
Abb e ia ions: X², chi-squa e s a is ic; d , deg ees o eedom; GFI, goodness o i index; CFI, compa a i e i index; TLI, Tucke -Lewis index; RMSEA,
oo mean squa e e o o app oxima ion; P, p- alue o he chi-squa e es o in a iance; CI, con idence in e al.
Con e gen alidi y was assessed using he A e age
Va iance Ex ac ed (AVE) index. An AVE alue g ea e
han 0.5 is gene ally conside ed accep able. In he
p esen s udy, he AVE was es ima ed o be 0.51. In o de
o assess C i e ion alidi y o he 7-i em ISI, we analyzed
he co ela ion be ween i s o al sco e wi h o he sleep-
ela ed scales. The esul s demons a e ha he
ela ionship be ween he o al sco e o he ISI wi h
Pi sbu gh Sleep Quali y Index, show signi ican
co ela ions, anging om weak o mode a e ( = 0.52 p
< 0.01). In e nal consis ency and composi e eliabili y
we e used o assess he eliabili y o he p esen
ques ionnai e.
Figu e 1. The inal model
Acco ding o he esea ch indings, he Composi e
Reliabili y (CR) was calcula ed o be 0.865, and he
C onbach's alpha was 0.813. These esul s indica e ha
he ques ionnai e has adequa e eliabili y in he I anian
popula ion. A hie a chical Mul iple eg ession analysis
was conduc ed o examine he con ibu ion o Sleep
Quali y in p edic ing sleep- ela ed p oblems (Table 4).
In his in es iga ion, he se e i y o insomnia was
examined as he esul a iable, wi h demog aphic
ac o s and Sleep Quali y se ing as p edic o s. The
eg ession analysis was ca ied ou in a wo-s ep p ocess.
In he i s s ep age, gende and ma i al we e en e ed in o
he model. The esul s indica ed ha none o hem can
signi ican ly p edic ed insomnia se e i y. In he second
s ep, age, gende , ma i al, and Sleep Quali y we e
en e ed in o he model. The esul s showed ha in his
s ep, only Sleep Quali y (β = 0.389) signi ican ly
p edic ed insomnia se e i y. This sugges s ha o each
0.389 uni ise in PSQI, e ealing o poo sleep quali y,
he e is a co esponding one-uni inc ease in he se e i y
o insomnia. The R2 alue o he eg ession models in
he wo s eps we e 0.006 and 0.395, espec i ely
ep esen ing ha he inal model p edic s 38.9% o he
insomnia se e i y.
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Nejad-Eb ahim Soumee e al.: Insomnia in highe educa ion: P e alence, alida ion, and measu emen in a iance in
medical sciences s uden s
Jou nal o Medical Educa ion De elopmen ¦ Volume 18 ¦ Issue 1¦ 2025 37
Table 4. Hie a chical eg ession model o insomnia se e i y
R
R2
R2 change
B
SE
β
Sig.
S ep 1
0.079
0
0.006
0.512
Age
0.035
0.068
0.029
0.513
0.608
Gende
0.698
0.585
0.066
1.193
0.234
Ma i al
0.331
0.807
0.024
0.410
0.682
S ep 2
0.395
0.156
0.150
< 0.001
Age
0.024
0.062
0.020
0.381
0.703
Gende
0.350
0.541
0.033
0.646
0.519
Ma i al
0.569
0.745
0.041
0.763
0.446
Sleep
quali y
1.03
0.128
0.389
8.060
< 0.001
Abb e ia ions: R, co ela ion coe icien ; R², coe icien o de e mina ion; R² change, change in R² when a new a iable is added o he model; B, uns anda dized eg ession
coe icien ; SE, s anda d e o ; β, s anda dized eg ession coe icien ; , -s a is ic; Sig, Signi icance le el.
Discussion
The aim o he p esen esea ch was o examine he
psychome ic cha ac e is ics, ac o ial s uc u e, and
measu emen in a iance o he Insomnia Se e i y Index
among I anian medical sciences s uden s. The ISI
demons a ed app op ia e in e nal eliabili y and
con e gen alidi y. The indings sugges ed ha he
single- ac o model p o ed o be he mos sui able model
in he s uden sample, aligning wi h p e ious esea ch
ou comes.
The cu en esea ch demons a es ha clinical insomnia
a ec ed 22.6% o male s uden s and 27.9% o emale
s uden s. This ou come aligns wi h he indings o he
me a-analysis s udy ca ied ou by Zeng e al. [30], which
e ealed a highe occu ence o insomnia among emale
s uden s as compa ed o male s uden s. The explana ions
o he highe p e alence o insomnia in women,
especially emale s uden s, seem o be mul i ac o ial
[30]. In gene al, women end o be mo e exposed o
un a o able socioeconomic condi ions, such as acqui ing
lowe income o a aining lowe educa ional le els [31],
and he e o e emale s uden s may expe ience mo e
s ess ega ding hei u u e and ca ee . Fu he mo e,
women a e mo e likely o ace psychia ic p oblems like
dep ession and anxie y [32], which se e as isk ac o s
o insomnia in women. As a esul , emale s uden s
expe ience g ea e emo ional dys unc ion and epo
mo e insomnia.
Fu he mo e, he esul s showed ha 62.2% o male
s uden s and 67.5% o emale s uden s had poo sleep
quali y. In gene al, ca eine consump ion, s ess, and
i egula sleep-wake pa e ns can dec ease sleep quali y,
and men al heal h issues (such as dep ession, psychia ic
diso de s, pe cei ed s ess, and anxie y) a e undoub edly
de imen al o sleep quali y [33]. Gi en ha s uden s may
s ay up la e a nigh and wake up ea ly due o academic
demands and social in e ac ions, and end o sleep mo e
on holidays, hei sleep-wake pa e ns a e i egula .
Addi ionally, due o academic and wo k- ela ed issues,
s uden s expe ience high le els o s ess. Fu he mo e,
du ing exam pe iods, s uden s may inc ease hei
ca eine consump ion o s ay mo e ale and awake. As a
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Nejad-Eb ahim Soumee e al. Insomnia in highe educa ion: P e alence, alida ion, and measu emen in a iance in
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38 Jou nal o Medical Educa ion De elopmen ¦ Volume 18 ¦ Issue 1 ¦ 2025
esul o all hese ac o s, he sleep quali y o s uden s
dec eases. Mo eo e , he gende di e ences in sleep
quali y p oblems a e mainly a ibu ed o he
p io i iza ion o emo ional diso de s and socioeconomic
inequali ies [34], which lead o highe le els o
expe ienced s ess. The suscep ibili y o women o poo
sleep quali y may also s em om gende -based
di e ences in sleep biology, which a e exace ba ed by
he highe le els o emo ional diso de s in women [35].
The e o e, all o hese ac o s syne gis ically con ibu e
o a g ea e educ ion in he sleep quali y o emale
s uden s compa ed o male s uden s.
The indings indica ed ha he ISI is a eliable ins umen
o assessing he se e i y o insomnia in he I anian
medical s uden popula ion. Speci ically, he esul s
demons a ing he good in e nal consis ency o his scale
a e consis en wi h he indings om p e ious esea ch
[36]. In his s udy, h ee models we e es ed: one, wo,
and h ee- ac o model (wi hou i em dele ion). The
esul s o he CFA indica ed ha he one- ac o model
was he mos app op ia e model o he I anian medical
sciences s uden popula ion, accoun ing o 48.10% o
he o al a iance o he ques ionnai e. This inding is
consis en wi h he esul s o s udies in Sweden [37], and
he Uni ed S a es [36], bu inconsis en wi h o he s udies
(11, 38). In explaining his inding, i can be said ha in
he p esen s udy, he wo- ac o and h ee- ac o models
we e also ai ly sui able, bu he one- ac o model was
he bes and mos app op ia e model o explaining he
Insomnia Se e i y Index in he I anian medical s uden
popula ion. Addi ionally, he linguis ic and cul u al
di e ences be ween he I anian popula ion and he
popula ions o o he s udies can be men ioned.
The measu emen in a iance implies ha he ISI can be
u ilized in a su icien ly unbiased manne among bo h
male and emale esponden s. Pu nick and Bo ns ein [39]
ha e sugges ed ha scala measu emen in a iance
analyses se e as dynamic and in o ma i e e alua ions
o a cons uc 's unc ioning ac oss g oups, a he han
se ing as ga eway es s. These esul s con ibu e o he
g owing body o li e a u e on he psychome ic
obus ness o he ISI and unde sco e i s c oss-gende
applicabili y. Fu he mo e, he esul s indica ed ha he
Pe sian e sion o he ISI (ISI-P) had sa is ac o y
con e gen alidi y (signi ican posi i e co ela ion)
wi h he sleep quali y measu emen ins umen , = 0.52,
p < 0.001. This psychome ic p ope y is aligns wi h he
indings o p e ious s udies [17].
The esul s o he hie a chical eg ession analysis poin
o he p edic i e ole o sleep quali y in he se e i y o
insomnia (β = 0.389). This indica es ha sleep quali y
accoun s o 38.9% o he a iance in insomnia se e i y.
The PSQI, used in ou s udy o measu e sleep quali y, has
been widely alida ed and shown o be e ec i e in
assessing a ious dimensions o sleep quali y, including
subjec i e sleep quali y, sleep du a ion, sleep la ency,
sleep dis u bances, habi ual sleep e iciency, and
day ime dys unc ion [23]. Poo sco es on hese
dimensions we e signi ican ly co ela ed wi h highe ISI
sco es, indica ing mo e se e e insomnia. This is align
wi h p e ious s udies ha ha e ound a s ong
ela ionship be ween sleep quali y, as measu ed by he
PSQI, and insomnia se e i y [40].
In examining he b oade implica ions o hese indings,
i is essen ial o conside he mul i ace ed na u e o sleep
quali y and i s de e minan s. Fac o s such as sleep
hygiene, psychological s ess, academic wo kload, and
li es yle habi s can signi ican ly in luence sleep quali y.
In o he wo ds, p ac ices ha comp omise good sleep
hygiene, such as ex ensi e sc een usage be o e bed,
inconsis en sleep schedules, and excessi e ca eine
in ake, can wo sen sleep quali y and heigh en he isk o
de eloping insomnia [41]. Mo eo e , psychological
ac o s play a c i ical ole in sleep quali y. The e is a
s ong connec ion be ween s ess, anxie y, and
dep ession, as well as poo sleep quali y and insomnia.
Resea ch has ound ha people wi h highe s ess le els
and nega i e a ec a e mo e p one o expe iencing poo
sleep quali y and, in u n, de eloping mo e p onounced
insomnia [15]. The in e play be ween psychological
ac o s and sleep quali y sugges s ha in e en ions
aimed a educing s ess and imp o ing men al heal h
could be e ec i e in mi iga ing insomnia se e i y.
This s udy had a ew limi a ions such as did no
con oling o medica ion ea men in he sample da a.
Fu u e s udies can add ess his ac o . The con e gen
alidi y o he ISI-P scale was assessed using only one
measu emen ins umen . The s udy elied on a single
sou ce o da a (sel - epo ) o e alua ing insomnia
se e i y. Fu u e esea ch could conside inco po a ing
addi ional measu es, such as sleep dia ies o objec i e
sleep assessmen s, o p o ide a mo e comp ehensi e
e alua ion. Despi e hese limi a ions, he indings
con ibu e o he g owing body o e idence suppo ing
he psychome ic p ope ies o he ISI in he I anian
medical s uden popula ion.
Conclusion
In his s udy, he c oss-cul u al adap a ion o he ISI was
igo ously conduc ed in acco dance wi h es ablished
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Nejad-Eb ahim Soumee e al.: Insomnia in highe educa ion: P e alence, alida ion, and measu emen in a iance in
medical sciences s uden s
Jou nal o Medical Educa ion De elopmen ¦ Volume 18 ¦ Issue 1¦ 2025 39
guidelines, and i s ac o s uc u e, psychome ic
p ope ies and measu emen in a iance we e examined
in a sample o I anian medical sciences s uden s. The
esul s o his s udy s eng hen he psychome ic alidi y
o he ISI and u he ein o ce i s s uc u al alidi y.
Addi ionally, he esul s o he eg ession analysis
showed ha sleep quali y is he bes p edic o o
insomnia se e i y. O e all, he indings o his s udy can
acili a e u u e esea ch and clinical in e en ions
ela ed o he se e i y o insomnia. Howe e , u he
s udies a e needed o deepen ou unde s anding o
insomnia se e i y and i s ela ionship wi h o he
a iables ha impac indi idual unc ioning.
E hical conside a ions
The Resea ch E hics Commi ee o he Zanjan Uni e si y
o Medical Sciences (ZUMS), in Zanjan, I an app o ed
he s udy (App o al ID: IR.ZUMS.REC.1402.176). All
pa icipan s ga e w i en in o med consen , and hey
could wi hd aw om he s udy a any s age.
A i icial in elligence u iliza ion o a icle
w i ing
The au ho s decla e ha hey did no use gene a i e
A i icial In elligence (AI) and AI-assis ed echnologies
in he w i ing p ocess o his pape .
Acknowledgmen s
The au ho s wan o hank all s uden s o Zanjan
Uni e si y o Medical Sciences (I an) who ac i ely
pa icipa ed in his s udy.
Con lic o in e es s a emen
The au ho s ha e no con lic s o in e es o decla e
Au ho con ibu ions
ZNE, AR and OS and designed, conduc ed he s udy,
pe o med he s a is ical analyses, and w o e he
manusc ip . HTS pa icipa ed in he design and
coo dina ion and helped o d a he manusc ip . All
au ho s ead and app o ed he inal manusc ip
Funding
Zanjan Uni e si y o Medical Sciences has inancially
suppo ed his s udy.
Da a a ailabili y s a emen
Da a will be made a ailable on eques .
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[ DOI: 10.61186/edcj.18.1.32 ] [ Downloaded om edujou nal.zums.ac.i on 2025-10-03 ]
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