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Table 1 Factor Loadings for 14-Factor Model of Symptoms Reported by Millennium Cohort Participants, 2004-2006

From: Exploratory factor analysis of self-reported symptoms in a large, population-based military cohort

Symptom descriptiona

Sourceb

Factor loadingc

(× 100)

Additional factorsd

Factor 1 (mental health)

   

   Upset when reminded of past experiences

PCL-C

84

 

   Physical reactions when reminded of past experiences

PCL-C

84

 

   Avoid thinking about past experiences

PCL-C

84

 

   Avoid activities that remind you of past experiences

PCL-C

84

 

   Repeated disturbing memories of past experiences

PCL-C

83

 

   Acting as if past experience is happening again

PCL-C

82

 

   Repeated disturbing dreams of past experiences

PCL-C

80

 

   Jumpy/easily startled

PCL-C

73

 

   Thinking/dreaming about terrible past event

PHQ (Miscellaneous)

72

 

   Trouble remembering parts of past experiences

PCL-C

71

 

   Super-alert/on guard

PCL-C

69

 

   Distant/cut off

PCL-C

68

 

   Feeling future will be cut short

PCL-C

67

 

   Down in the dumps

SF-36V (Vitality/Mental Health)

66

12 (38)

   Emotionally numb

PCL-C

65

 

   Downhearted/blue

SF-36V (Vitality/Mental Health)

63

12 (37)

   Loss of interest

PCL-C

61

 

   Difficulty concentrating

PCL-C

61

 

   Thoughts you would be better off dead

PHQ (Depression)

61

12 (41)

   Irritable/angry

PCL-C

60

 

   Feel bad about yourself

PHQ (Depression)

60

12 (40)

   Down, depressed

PHQ (Depression)

60

12 (45)

   Nervous, anxious

PHQ (Anxiety)

60

 

   Nervous person

SF-36V (Vitality/Mental Health)

59

 

   Anxiety attack

PHQ (Panic)

58

 

   Moving/speaking slowly

PHQ (Depression)

58

 

   Trouble concentrating

PHQ (Depression)

56

 

   Something bad that happened recently

PHQ (Miscellaneous)

56

 

   No one to turn to

PHQ (Miscellaneous)

55

8 (46)

   Trouble sleeping

PCL-C

52

11 (58)

   Little interest/pleasure

PHQ (Depression)

52

12 (37)

   Confusion

SHQ

47

13 (49)

   Trouble sleeping/sleeping too much

PHQ (Depression)

45

11 (63)

   Poor appetite/overeating

PHQ (Depression)

43

4 (40)

   Stress at work/school

PHQ (Miscellaneous)

42

 

   Difficulties with spouse/partner

PHQ (Miscellaneous)

41

8 (58)

   Financial problems

PHQ (Miscellaneous)

40

8 (43)

   Tired/little energy

PHQ (Depression)

38

10 (45)

   Stress taking care of family

PHQ (Miscellaneous)

38

8 (52)

   Worn out

SF-36V (Vitality/Mental Health)

38

10 (66)

   Happy person

SF-36V (Vitality/Mental Health)

-38

5 (-68)

   Trouble sleeping

SHQ

37

11 (63)

   Worrying about health

PHQ (Miscellaneous)

36

 

   Calm and peaceful

SF-36V (Vitality/Mental Health)

-36

5 (-66)

Factor 2 (chest pain, short breath, etc.)

   

   Chest pain

PHQ (Somatoform)

74

 

   Shortness of breath

PHQ (Somatoform)

72

 

   Shortness of breath

SHQ

70

3 (38)

   Chest pain

SHQ

68

3 (36)

   Heart pound/race

PHQ (Somatoform)

62

 

   Dizziness

PHQ (Somatoform)

51

 

   Fainting spells

PHQ (Somatoform)

49

 

   Unusual muscle pains

SHQ

37

3 (41), 7 (44)

Factor 3 (flu-like symptoms)

   

   Fever

SHQ

85

 

   Sore throat

SHQ

82

 

   Cough

SHQ

80

 

   Diarrhea

SHQ

57

9 (52)

   Earlobe pain

SHQ

41

 

   Unusual muscle pains

SHQ

41

2 (37), 7 (44)

   Night sweats

SHQ

38

 

   Severe headache

SHQ

38

14 (65)

   Shortness of breath

SHQ

38

2 (70)

   Rash/skin ulcer

SHQ

36

 

   Chest pain

SHQ

36

2 (68)

Factor 4 (disordered eating)

   

   Laxatives

PHQ (Disordered Eating)

75

 

   Made yourself vomit

PHQ (Disordered Eating)

70

 

   Exercised to avoid weight gain

PHQ (Disordered Eating)

70

 

   Can't control what/how much eat

PHQ (Disordered Eating)

68

 

   Fasted

PHQ (Disordered Eating)

64

 

   Bothered by weight/how you look

PHQ (Miscellaneous)

61

 

   Eat unusually large amount in 2 hours

PHQ (Disordered Eating)

53

 

   Poor appetite/overeating

PHQ (Depression)

40

1 (43)

Factor 5 (vitality)

   

   Lot of energy

SF-36V (Vitality/Mental Health)

-83

 

   Full of pep

SF-36V (Vitality/Mental Health)

-73

 

   Happy person

SF-36V (Vitality/Mental Health)

-68

 

   Calm and peaceful

SF-36V (Vitality/Mental Health)

-66

 

Factor 6 (problem drinking)

   

   Drank while working

PHQ (Problem Drinking)

85

 

   Missed work

PHQ (Problem Drinking)

83

 

   Drove after drinking

PHQ (Problem Drinking)

79

 

   Problem getting along with others while drinking

PHQ (Problem Drinking)

70

 

   Drank despite doctor's warning

PHQ (Problem Drinking)

48

 

Factor 7 (aches and pains)

   

   Amount of bodily pain

SF-36V (Bodily Pain)

75

 

   Pain in arms, legs, or joints

PHQ (Somatoform)

69

 

   Back pain

PHQ (Somatoform)

59

 

   Unusual muscle pains

SHQ

44

2 (37), 3 (41)

Factor 8 (relationships and responsibilities)

   

   Difficulties with spouse/partner

PHQ (Miscellaneous)

58

1 (41)

   Stress taking care of family

PHQ (Miscellaneous)

52

1 (38)

   No one to turn to

PHQ (Miscellaneous)

46

1 (55)

   Little/no sexual desire/pleasure

PHQ (Miscellaneous)

44

 

   Financial problems

PHQ (Miscellaneous)

43

1 (40)

Factor 9 (gastrointestinal problems)

   

   Constipation, diarrhea

PHQ (Somatoform)

79

 

   Nausea, indigestion

PHQ (Somatoform)

62

 

   Stomach pain

PHQ (Somatoform)

57

 

   Diarrhea

SHQ

52

3 (57)

Factor 10 (fatigue)

   

   Tired

SF-36V (Vitality/Mental Health)

72

 

   Worn out

SF-36V (Vitality/Mental Health)

66

1 (38)

   Tired/little energy

PHQ (Depression)

45

1 (38)

   Sleepy all the time

SHQ

44

 

   Unusual fatigue

SHQ

39

 

Factor 11 (sleeping problems)

   

   Trouble sleeping

SHQ

63

1 (37)

   Trouble sleeping/sleeping too much

PHQ (Depression)

63

1 (45)

   Trouble sleeping

PCL-C

58

1 (52)

Factor 12 (depressed mood)

   

   Down, depressed

PHQ (Depression)

45

1 (60)

   Thoughts you would be better off dead

PHQ (Depression)

41

1 (61)

   Feel bad about yourself

PHQ (Depression)

40

1 (60)

   Down in the dumps

SF-36V (Vitality/Mental Health)

38

1 (66)

   Downhearted/blue

SF-36V (Vitality/Mental Health)

37

1 (63)

   Little interest/pleasure

PHQ (Depression)

37

1 (52)

Factor 13 (cognitive problems)

   

   Forgetfulness

SHQ

52

 

   Confusion

SHQ

49

1 (47)

Factor 14 (headache)

   

   Headaches

PHQ (Somatoform)

66

 

   Severe headache

SHQ

65

3 (38)

  1. Abbreviations: PCL-C, items from the Posttraumatic Stress Disorder Checklist-Civilian Version; PHQ, items from the PRIME-MD Patient Health Questionnaire; SF-36V, items from the Short Form 36-Item Health Survey for Veterans; SHQ, items from the Seabee Health Questionnaire.
  2. a Original wording has been abbreviated and paraphrased.
  3. b Modules from the PHQ are specified as: somatoform, depression, panic, anxiety, disordered eating, miscellaneous, and problem drinking. Modules from the SF-36V are specified as: bodily pain and vitality/mental health.
  4. c Items and loadings shown for items with loading (× 100) > 35 in magnitude.
  5. d Factor number for factors with loading (× 100) > 35 in magnitude. Loading (× 100) in parentheses.