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. 2022 Oct 26;13:1020232. doi: 10.3389/fpsyt.2022.1020232

TABLE 1.

Item pool and initial item characteristics.

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.