TABLE 1.
Construct | FL | ITC | AID | SE | LS | ST | LNL | DIS | # Criteria |
PERMA (55) | |||||||||
PE1. In general, how often do you feel joyful?+ | 0.896 | 0.829 | 0.856 | 0.431* | 0.578* | −0.442* | −0.536* | −0.225* | 7+ |
PE2. In general, how often do you feel positive? | 0.882 | 0.820 | 0.864 | 0.496* | 0.554* | −0.481* | −0.499* | −0.223* | 6 |
PE3. In general, to what extent do you feel contented? | 0.851 | 0.799 | 0.883 | 0.420* | 0.624* | −0.526* | −0.551* | −0.186* | 3 |
EN1. How often do you become absorbed in what you are doing? | 0.600 | 0.407 | 0.447 | 0.445* | 0.252* | −0.290* | −0.236* | −0.131 | 7 |
EN2. In general, to what extent do you feel excited and interested in things?+ | 0.693 | 0.428 | 0.378 | 0.462* | 0.585* | −0.449* | −0.581* | −0.259* | 8+ |
EN3. How often do you lose track of time while doing something you enjoy? | 0.417 | 0.322 | 0.576 | 0.229* | 0.169* | −0.149* | −0.169* | −0.021 | 0 |
REL1. To what extent do you receive help and support from others when you need it? | 0.667 | 0.628 | 0.886 | 0.332* | 0.512* | −0.391* | −0.430* | −0.165* | 1 |
REL2. To what extent do you feel loved?+ | 0.939 | 0.804 | 0.721 | 0.433* | 0.564* | −0.483* | −0.505* | −0.135 | 7++ |
REL3. How satisfied are you with your personal relationships? | 0.847 | 0.751 | 0.770 | 0.428* | 0.624* | −0.542* | −0.563* | −0.127 | 7 |
ME1. In general, to what extent do you lead a purposeful and meaningful life?+ | 0.875 | 0.824 | 0.882 | 0.522* | 0.586* | −0.456* | −0.458* | −0.218* | 8+ |
ME2. In general, to what extent do you feel that what you do in your life is valuable and worthwhile? | 0.949 | 0.872 | 0.842 | 0.469* | 0.510* | −0.435* | −0.449* | −0.205* | 6 |
ME3. To what extent do you generally feel you have a sense of direction in your life? | 0.832 | 0.794 | 0.906 | 0.543* | 0.492* | −0.475* | −0.429* | −0.162* | 2 |
ACC1. How much of the time do you feel you are making progress toward accomplishing your goals? | 0.785 | 0.684 | 0.712 | 0.537* | 0.451* | −0.447* | −0.323* | −0.147* | 6 |
ACC2. How often do you achieve the important goals you have set for yourself?+ | 0.874 | 0.727 | 0.665 | 0.613* | 0.483* | −0.472* | −0.392* | −0.182* | 8+ |
ACC3. How often are you able to handle your responsibilities? | 0.647 | 0.585 | 0.814 | 0.521* | 0.417* | −0.540* | −0.287* | −0.181* | 2 |
Resilience (56) | |||||||||
RES1. I tend to bounce back quickly after hard times.+ | 0.748 | 0.679 | 0.811 | 0.317* | 0.449* | −0.438* | −0.286* | −0.111 | 7+ |
RES2. I have a hard time making it through stressful events. | 0.631 | 0.570 | 0.831 | 0.113 | 0.257* | −0.367* | −0.178* | −0.081 | 0 |
RES3. It does not take me long to recover from a stressful event. | 0.651 | 0.585 | 0.827 | 0.237* | 0.350* | −0.361* | −0.205* | −0.191* | 2 |
RES4. It is hard for me to snap back when something bad happens.+ | 0.755 | 0.684 | 0.808 | 0.267* | 0.432* | −0.420* | −0.271* | −0.081 | 6+ |
RES5. I usually come through difficult times with little trouble. | 0.623 | 0.567 | 0.830 | 0.249* | 0.264* | −0.425* | −0.272* | −0.173* | 4 |
RES6. I tend to take a long time to get over set-backs in my life. | 0.752 | 0.681 | 0.808 | 0.209* | 0.315* | −0.411* | −0.350* | −0.149* | 5 |
Optimism (57) | |||||||||
OPT1. In uncertain times, I usually expect the best. | 0.615 | 0.565 | 0.851 | 0.319 | 0.343* | −0.325* | −0.317* | −0.019 | 0 |
OPT2. If something can go wrong for me, it will. | 0.718 | 0.656 | 0.834 | 0.262* | 0.427* | −0.414* | −0.305* | −0.032 | 1 |
OPT3. I’m always optimistic about my future.+ | 0.726 | 0.669 | 0.832 | 0.472* | 0.592* | −0.499* | −0.434* | −0.129 | 7+ |
OPT4. I hardly ever expect things to go my way. | 0.709 | 0.646 | 0.836 | 0.204* | 0.410* | −0.433* | −0.406* | 0.057 | 1 |
OPT5. I rarely count on good things happening to me. | 0.747 | 0.681 | 0.830 | 0.360* | 0.515* | −0.448* | −0.344* | −0.067 | 6 |
OPT6. Overall, I expect more good things to happen to me than bad.+ | 0.748 | 0.680 | 0.830 | 0.417* | 0.509* | −0.495* | −0.328* | −0.101 | 6++ |
College problems (13) | |||||||||
AP1. Academic problems? | 0.631 | 0.542 | 0.751 | −0.494* | −0.398* | 0.428* | 0.342* | 0.125 | 2 |
AP2. Difficulty caring about or concentrating on studies?+ | 0.744 | 0.645 | 0.698 | −0.416* | −0.422* | 0.421* | 0.354* | 0.214* | 6+ |
AP3. Indecision or concern about choice of career or major? | 0.505 | 0.450 | 0.795 | −0.273* | −0.277* | 0.319* | 0.247* | 0.123 | 0 |
AP4. Feeling like I’m not doing as well at school as I should?+ | 0.880 | 0.726 | 0.649 | −0.512* | −0.425* | 0.491* | 0.429* | 0.121 | 7+ |
IP1. Problems with romantic or sexual relationships?+ | 0.709 | 0.611 | 0.724 | −0.304* | −0.410* | 0.482* | 0.419* | 0.200* | 5+ |
IP2. Family problems? | 0.653 | 0.563 | 0.747 | −0.245* | −0.404* | 0.466* | 0.363* | 0.196* | 5 |
IP3. Difficulty getting along with others? | 0.690 | 0.591 | 0.735 | −0.350* | −0.353* | 0.486* | 0.501* | 0.155* | 3 |
IP4. Feeling lonely or isolated?+ | 0.719 | 0.611 | 0.724 | −0.362* | −0.485* | 0.501* | 0.630* | 0.223* | 8+ |
PP1. Physical health problems?+ | 0.839 | 0.723 | 0.749 | −0.298* | −0.462* | 0.458* | 0.322* | 0.367* | 5+ |
PP2. Headaches, faintness, or dizziness? | 0.676 | 0.601 | 0.800 | −0.398* | −0.396* | 0.420* | 0.348* | 0.284* | 0 |
PP3. Trouble sleeping?+ | 0.727 | 0.653 | 0.784 | −0.367* | −0.462* | 0.475* | 0.389* | 0.416* | 7+ |
PP4. Eating, appetite, or weight problems? | 0.722 | 0.644 | 0.781 | −0.358* | −0.510* | 0.470* | 0.384* | 0.244* | 3 |
SP1. My use of alcohol?+ | 0.310 | 0.273 | 0.623 | −0.174* | −0.199* | 0.265* | 0.266* | 0.158* | 5+ |
SP2. My use of marijuana? | 0.573 | 0.401 | 0.435 | −0.085 | −0.079 | 0.166* | 0.120 | 0.017 | 3 |
SP3. How many psychoactive drugs I use? | 0.573 | 0.477 | 0.453 | −0.066 | −0.128 | 0.250* | 0.107 | 0.085 | 0 |
SP4. How many prescribed drugs I use?+ | 0.783 | 0.378 | 0.441 | −0.124 | −0.213* | 0.327* | 0.201* | 0.277* | 7+ |
ANX1. Feeling nervous, anxious or on edge. | 0.881 | 0.777 | – | −0.352* | −0.474* | 0.558* | 0.438* | 0.244* | 3 |
ANX2. Not being able to stop or control worrying.+ | 0.881 | 0.777 | – | −0.375* | −0.497* | 0.563* | 0.379* | 0.220* | 4+ |
DEP1. Feeling down, depressed, or hopeless.+ | 0.897 | 0.806 | – | −0.474* | −0.558* | 0.603* | 0.531* | 0.265* | 5+ |
DEP2. Little interest or pleasure in doing things. | 0.897 | 0.806 | – | −0.443* | −0.499* | 0.528* | 0.544* | 0.226* | |
Self-stigma of help seeking (59) | |||||||||
ST1. I would feel inadequate if I went to a therapist for psychological help. | 0.817 | 0.762 | 0.884 | −0.122 | −0.013 | 0.045 | 0.057 | −0.023 | 3 |
ST2. My self-confidence would NOT be threatened if I sought professional help. | 0.691 | 0.661 | 0.891 | −0.104 | −0.048 | 0.102 | 0.101 | 0.033 | 0 |
ST3. Seeking psychological help would make me feel less intelligent.+ | 0.803 | 0.746 | 0.886 | −0.142* | −0.035 | 0.111 | 0.097 | −0.074 | 4+ |
ST4. My self-esteem would increase if I talked to a therapist. | 0.393 | 0.376 | 0.907 | 0.001 | −0.035 | −0.099 | −0.017 | −0.037 | 0 |
ST5. My view of myself would not change just because I made the choice to see a therapist. | 0.511 | 0.495 | 0.902 | −0.136 | −0.270* | 0.197* | 0.138* | 0.044 | 3 |
ST6. It would make me feel inferior to ask a therapist for help.+ | 0.901 | 0.838 | 0.879 | −0.157* | −0.056 | 0.080 | 0.169* | −0.037 | 5+ |
ST7. I would feel okay about myself if I made the choice to seek professional help | 0.795 | 0.763 | 0.885 | −0.116 | −0.099 | 0.097 | 0.123 | −0.018 | 0 |
ST8. If I went to a therapist, I would be less satisfied with myself.+ | 0.826 | 0.785 | 0.884 | −0.083 | −0.093 | 0.049 | 0.156* | −0.015 | 4+ |
ST9. My self-confidence would remain the same if I sought professional help for a problem I could not solve. | 0.595 | 0.571 | 0.896 | −0.235* | −0.224 | 0.217* | 0.172* | −0.012 | 2 |
ST10. I would feel worse about myself if I could not solve my own problems. | 0.593 | 0.560 | 0.898 | −0.109 | −0.100 | 0.108 | 0.200* | −0.005 | 1 |
+Indicates selected item based on highest number of criteria met. + +Indicates selected higher factor loading item if two items have same number of criteria met. FL, factor loadings; ITC, item-total correlation; AID, Alpha if item deleted; SE, self-efficacy; LS, life satisfaction; ST, stress; LNL, loneliness; DIS, disability; PE, positive emotion; EN, engagement; REL, relationships; ME, meaning; ACC, accomplishment; RES, resilience; OPT3, optimism; AC, academic problems; IP, interpersonal relationships problems; PP, physical health problems; SP, substance use problems; ANX, psychological health problems; ST, self-stigma of seeking help. Bold items are the ones that have good internal and external item qualities.