Mental Help Seeking Attitudes Scale (MHSAS): Development, reliability, validity, and comparison with the ATSPPH-SF and IASMHS-PO.
Open accessAbstract
Attitudes is a key help-seeking construct that influences treatment seeking behavior via intention to seek help, per the theory of planned behavior (TPB). This article presents the development and psychometric evaluation of the Mental Help Seeking Attitudes Scale (MHSAS), designed to measure respondents' overall evaluation (unfavorable vs. favorable) of their seeking help from a mental health professional. In Study 1 (N = 857 United States adults), exploratory factor analysis (EFA), confirmatory factor analysis (CFA), and item response theory (IRT) analysis were used to identify an optimal set of 9 items that demonstrated initial evidence of internal consistency, unidimensionality, and strong measurement equivalence/invariance (ME/I) across gender, past help-seeking experience, and psychological distress. Initial convergent evidence of validity was demonstrated via theoretically anticipated relationships between the MHSAS and key variables in the help-seeking nomological network (e.g., subjective norms, perceived behavioral control, intention, public stigma, self-stigma, anticipated risks and benefits, gender, previous help seeking). Initial incremental evidence of validity was demonstrated when the MHSAS demonstrated the ability to account for unique variance in help-seeking intention, beyond that accounted for by the Attitudes Toward Seeking Professional Psychological Help-Short Form scale (ATSPPH-SF) and the Psychological Openness subscale of the Inventory of Attitudes Toward Seeking Mental Health Services (IASMHS-PO). Study 2 (N = 207 United States adults at Times 1 and 2) provided initial evidence of test-retest reliability over a 3-week period. The MHSAS offers mental health professionals a new tool for measuring attitudes that may avoid limitations of current help seeking-attitudes measures (e.g., construct-irrelevant variance). (PsycINFO Database Record
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TL;DR
This paper develops and psychometrically evaluates the 9-item Mental Help Seeking Attitudes Scale (MHSAS), a Theory of Planned Behavior–based measure of overall favorable versus unfavorable evaluation of seeking help from a mental health professional. Across two studies, the MHSAS showed unidimensional structure, internal consistency, measurement invariance across key groups, convergent/incremental validity, and 3-week test–retest reliability.
Key findings
- Study 1 (N = 857 U.S. community adults) selected a 9-item MHSAS via EFA, IRT, and CFA; the unidimensional CFA showed good fit: scaled χ²(27) = 54.02, p < .001, RMSEA = .052, CFI = .976, TLI = .969, SRMR = .025, with all item loadings significant (βs > .74).
- The MHSAS demonstrated internal consistency (α = .93 exploratory, α = .94 confirmatory), factor determinacy = .97, H index = .94, and strong measurement equivalence/invariance across gender, past help-seeking experience, and psychological distress.
- The MHSAS added incremental variance in help-seeking intention beyond the ATSPPH-SF and IASMHS-PO: Step 1 explained 48% of intention variance; adding MHSAS explained an additional 9% (ΔR² = .085, p < .001).
- Known-group validity showed more favorable attitudes among those with previous help seeking (M = 5.76, SD = 1.00) than without (M = 5.48, SD = 1.03), t(855) = 3.60, p < .001, d = .28, and among women (M = 5.77, SD = .95) than men (M = 5.51, SD = 1.12), t(847) = 3.23, p < .001, d = .25. Study 2 found 3-week test–retest r = .76, ICC(2,k) = .86, and no significant mean difference, t(207) = .147, p = .88.
Methods
- Study 1 recruited 857 U.S. community adults via ResearchMatch; participants were 18–85 years old (M = 44.30, SD = 26.34), mostly White (67%), and 72% reported previous help seeking. The sample was randomly split into exploratory (n = 490) and confirmatory (n = 367) subsamples.
- Item development began with 46 adjective pairs, expanded to a 49-item evaluative pool plus 16 potency/activity items, yielding a 65-item pool. Analyses included EFA, Rasch/IRT using Winsteps, CFA using Mplus, factor determinacy/H index, internal consistency, multiple-group CFA for measurement invariance, bivariate correlations, hierarchical regression for incremental validity, and t tests for known-group validity.
- Study 2 recruited 285 community adults currently experiencing a mental health concern at Time 1; 207 provided Time 2 data 3 weeks later. Analyses repeated unidimensional CFA, FD, H index, and internal consistency, then examined test–retest reliability via bivariate correlation, ICC(2,k), and paired-samples t test.
Limitations
- The paper states that findings are tied to a U.S. community adult sample; racial/ethnic cell sizes were too small for properly powered measurement invariance analyses, and the sample was generally well-educated, had relatively favorable attitudes, and had high past help-seeking experience, with possible selection bias because the study was advertised as a therapy questionnaire.
- The paper states that future research should test cross-cultural/international and translated versions, examine performance among those with unfavorable attitudes or little exposure to mental health care, and provide test-criterion evidence by predicting future help-seeking behavior.
- The text makes evident that the studies rely on self-report and online volunteer registry recruitment, and the validation evidence is initial rather than definitive.
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Claims the paper makes
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- Findingown data
The bivariate correlation between Time 1 and Time 2 MHSAS scores was .76.
“The bivariate correlation between the Time 1 and Time 2 scores was .76 and the intraclass correlation coefficient (2,k) for the two scores was .86.”
Quote in the paperSubstantial claim - Findingown data
In Study 2, all items loaded significantly on the help-seeking attitudes factor (βs > .61, .79 < Bs < 1.26, ps < .001).
“All items loaded significantly on the help-seeking attitudes factor (βs > .61, .79 < Bs < 1.26, ps < .001), further supporting H16.”
Quote in the paperSubstantial claim - Findingown data
In Study 1, the MHSAS score showed internal consistency in the exploratory (α=.93) and confirmatory (α=.94) subsamples.
“The MHSAS score demonstrated internal consistency in both the exploratory (α = .93) and confirmatory (α = .94) subsamples, supporting H14.”
Quote in the paperSubstantial claim - Findingown data
When the regression was rerun without the ATSPPH-SF or without the IASMHS-PO, the hypothesized effect remained.
“When this regression was rerun without including ATSPPH-SF (MHSAS ΔR2 = .085) or IASMHS-PO (MHSAS ΔR2 = .24), the hypothesized effect remained.”
Quote in the paperSubstantial claim - Findingown data
The MHSAS was fully metric invariant across men and women according to the ΔCFI < -.01 and ΔRMSEA < .015 rules.
“Metric invariance results indicated that the MHSAS was fully metric invariant across men and women per the ΔCFI < −.01 and ΔRMSEA < .015 rules.”
Quote in the paperSubstantial claim
- Findingown data
The MHSAS showed initial incremental evidence of validity by accounting for unique variance in help-seeking intention beyond the ATSPPH-SF and IASMHS-PO.
“Initial incremental evidence of validity was demonstrated when the MHSAS demonstrated the ability to account for unique variance in help-seeking intention, beyond that accounted for by the Attitudes Toward Seeking Professional Psychological Help—Short Form scale (ATSPPH-SF) and the Psychological Openness subscale of the Inventory of Attitudes”
Quote in the paperSubstantial claim - Findingown data
None of the nine MHSAS items showed disordered thresholds.
“In addition, none of the nine items displayed disordered thresholds.”
Quote in the paperSubstantial claim - Findingown data
The multiple-group model comparing previous and no previous help seeking samples had an overall acceptable fit to the data.
“The multiple-group model comparing the samples showed an overall acceptable fit to the data (see Table 2).”
Quote in the paperSubstantial claim - Findingown data
Test content evidence of validity was provided by feedback from experts and community adults who rated the MHSAS instructions and items as sufficiently clear, relevant, and representative of the intended construct.
“Test content evidence of validity was also provided via feedback from experts and community adults, who rated the MHSAS instructions and items as sufficiently clear, relevant, and representative of the intended construct.”
Quote in the paperSubstantial claim - Findingown data
The nine MHSAS items discriminate among individuals at different levels of help-seeking attitudes (unfavorable, neutral, or favorable).
“IRT analysis was used to select nine items that discriminate among individuals at different levels (i.e., unfavorable, neutral, or favorable attitudes) of the construct.”
Quote in the paperSubstantial claim - Findingown data
The multiple-group model comparing male and female samples had an overall acceptable fit to the data.
“Furthermore, the multiple-group model comparing the male and female samples showed an overall acceptable fit to the data (Table 2 displays all ME/I comparative model fit results).”
Quote in the paperSubstantial claim - Findingown data
Study 2 provided initial evidence of test-retest reliability over a 3-week period.
“Study 2 (N = 207 United States adults at Times 1 and 2) provided initial evidence of test–retest reliability over a 3-week period.”
Quote in the paperSubstantial claim - Findingown data
The MHSAS was fully metric and scalar invariant across previous and no previous help seeking groups.
“Metric and scalar invariance testing results indicated that the MHSAS was fully metric and scalar invariant across the two groups.”
Quote in the paperSubstantial claim - Findingown data
All item factor loadings were greater than .70 (p<.001) in each psychological distress sample.
“with all item factor loadings > .70 (p < .001) for each sample.”
Quote in the paperSubstantial claim - Findingown data
The paired-samples t test showed no significant mean difference between Time 1 (M=5.68, SD=1.12) and Time 2 (M=5.66, SD=1.07) MHSAS scores, t(207)=.147, p=.88.
“The paired-samples t test suggested the absence of a significant mean difference, t(207) = .147, p = .88, between participants’ Time 1 (M = 5.68, SD = 1.12) and Time 2 (M = 5.66, SD = 1.07) scores.”
Quote in the paperSubstantial claim - Findingown data
Participants who had previously sought mental health services (M=5.76, SD=1.00) reported more positive attitudes than those who had never sought services (M=5.48, SD=1.03), t(855)=3.60, p<.001, d=.28.
“Participants who have previously sought mental health services (M = 5.76, SD = 1.00) reported more positive attitudes than those who had never sought mental health services (M = 5.48, SD = 1.03), t(855) = 3.60, p < .001, d = .28.”
Quote in the paperSubstantial claim - Findingown data
All item factor loadings were greater than .68 (p<.001) in each gender sample.
“with all item factor loadings >.68 (p < .001) for each sample.”
Quote in the paperSubstantial claim - Findingown data
The MHSAS was fully scalar invariant across men and women according to the ΔCFI < -.01 and ΔRMSEA < .015 rules.
“Likewise, results indicated that the MHSAS was fully scalar invariant across men and women per the ΔCFI < −.01 and ΔRMSEA < .015 rules.”
Quote in the paperSubstantial claim - Findingown data
In Step 2, the MHSAS (β=.39, p<.001) explained an additional 9% of the variance in intention (ΔR2=.085, p<.001).
“In Step 2, the MHSAS (β = .39, p < .001) explained an additional 9% of the variance in intention (ΔR2 = .085, p < .001).”
Quote in the paperSubstantial claim - Findingown data
In Study 2, the unidimensional solution had adequate fit (scaled χ2(27)=59.31, p<.001, RMSEA=.065, 90% CI [.042,.087], CFI=.959, TLI=.945, SRMR=.032).
“The unidimensional solution demonstrated adequate fit (scaled χ2(27) = 59.31, p < .001, RMSEA = .065; 90% CI [.042, .087], CFI = .959, TLI = .945, SRMR = .032).”
Quote in the paperSubstantial claim - Findingown data
The MHSAS score correlated in the anticipated direction and strength with all criterion variables.
“Specifically, the MHSAS score correlated, in both anticipated direction and strength, with all criterion variables.”
Quote in the paperSubstantial claim - Findingown data
In Study 1, all items loaded significantly on the help-seeking attitudes factor (βs > .74, .86 < Bs < 1.15, ps < .001).
“All items loaded significantly on the help seeking attitudes factor (βs > .74, .86 < Bs < 1.15, ps < .001), supporting H16.”
Quote in the paperSubstantial claim - Findingown data
Item difficulties were appropriately dispersed across the nine items, ranging from -1.00 to 0.97.
“Difficulties were appropriately dispersed across the nine items (from −1.00 to 0.97), suggesting that the nine items encompass a wide range of the help-seeking attitudes construct.”
Quote in the paperSubstantial claim - Findingown data
The intraclass correlation coefficient (2,k) between Time 1 and Time 2 MHSAS scores was .86.
“The bivariate correlation between the Time 1 and Time 2 scores was .76 and the intraclass correlation coefficient (2,k) for the two scores was .86.”
Quote in the paperSubstantial claim - Findingown data
In Step 1 of the hierarchical linear regression, ATSPPH-SF (β=.71, p<.001) and IASMHS-PO (β=-.02, p=.69) explained 48% of the variance in intention.
“In Step 1 of the hierarchical linear regression, ATSPPH-SF (β = .71, p < .001) and IASMHS-PO (β = −.02, p = .69) explained 48% of the variance in intention.”
Quote in the paperSubstantial claim - Findingown data
Study 1 used exploratory factor analysis, confirmatory factor analysis, and item response theory to identify an optimal set of 9 MHSAS items.
“In Study 1 (N = 857 United States adults), exploratory factor analysis (EFA), confirmatory factor analysis (CFA), and item response theory (IRT) analysis were used to identify an optimal set of 9 items that demonstrated initial evidence of internal consistency, unidimensionality, and strong measurement equivalence/invariance (ME/I) across gender, past help-seeking experience, and psychological”
Quote in the paperSubstantial claim - Findingown data
In Study 1, the MHSAS score's FD (.97) and H index (.94) were above recommended thresholds.
“The MHSAS score’s FD (.97) and H index (.94) scores were above the recommended thresholds.”
Quote in the paperSubstantial claim - Findingown data
The nine-item MHSAS had infit and outfit statistics that stayed between 0.6 and 1.4.
“The nine-item MHSAS had infit/outfit statistics that remained between 0.6 and 1.4.”
Quote in the paperSubstantial claim - Findingown data
The MHSAS showed initial convergent evidence of validity through theoretically anticipated relationships with key help-seeking variables, including subjective norms, perceived behavioral control, intention, public stigma, self-stigma, anticipated risks and benefits, gender, and previous help seeking.
“Initial convergent evidence of validity was demonstrated via theoretically anticipated relationships between the MHSAS and key variables in the help-seeking nomological network (e.g., subjective norms, perceived behavioral control, intention, public stigma, self-stigma, anticipated risks and benefits, gender, previous help seeking).”
Quote in the paperSubstantial claim - Findingown data
In Study 1, the unidimensional solution had good fit (scaled χ2(27)=54.02, p<.001, RMSEA=.052, 90% CI [.032,.072], CFI=.976, TLI=.969, SRMR=.025).
“The unidimensional solution demonstrated good fit (scaled χ2(27) = 54.02, p < .001, RMSEA = .052; 90% CI [.032, .072], CFI = .976, TLI = .969, SRMR = .025).”
Quote in the paperSubstantial claim - Findingown data
Women (M=5.77, SD=.95) reported more positive attitudes than men (M=5.51, SD=1.12), t(847)=3.23, p<.001, d=.25.
“Likewise, women (M = 5.77, SD = .95) reported more positive attitudes than men (M = 5.51, SD = 1.12), t(847) = 3.23, p < .001, d = .25.”
Quote in the paperSubstantial claim - Findingown data
Fit continued to drop for the 15-item and 18-item MHSAS versions.
“fit continued to drop for the 15- and 18-item versions.”
Quote in the paperSubstantial claim - Findingown data
All item factor loadings were greater than .70 (p<.001) in each previous help seeking sample.
“with all item factor loadings >.70 (p < .001) for each sample.”
Quote in the paperSubstantial claim - Findingown data
The MHSAS demonstrated initial evidence of measurement equivalence/invariance across key groups.
“(d) demonstrated initial evidence of ME/I across key groups”
Quote in the paperSubstantial claim - Findingown data
The MHSAS achieved stronger internal consistency in initial testing than the ATSPPH-SF and IASMHS-PO.
“(c) achieved stronger internal consistency in initial testing”
Quote in the paperSubstantial claim - Findingown data
The MHSAS demonstrated a cleaner and more stable unidimensional structure in initial testing than the ATSPPH-SF and IASMHS-PO.
“(b) demonstrated a cleaner and more stable unidimensional structure in initial testing”
Quote in the paperSubstantial claim - Premisecitation
The IASMHS was designed as a multifactorial, theoretically based attitude inventory grounded in the theory of planned behavior.
“The IASMHS was designed to be a “multifactorial, theoretically based attitude inventory” (Mackenzie et al., 2004, p. 2414) grounded in the TPB.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Mackenzie et al., 2004
Not checked in the free run.
- Premisecitation
Factor analysis of the IASMHS identified 24 items measuring three factors: Psychological Openness, Help-Seeking Propensity, and Indifference to Stigma.
“Factor analysis was used to identify 24 items measuring three factors: Psychological Openness (PO), Help-Seeking Propensity (HSP), and Indifference to Stigma (ITS).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Mackenzie et al., 2004
Not checked in the free run.
- Premisecitation
Meta-analytic evidence indicates that attitudes is the strongest predictor of help-seeking intention.
“Help-seeking attitudes is important to study because meta-analytic evidence suggests that attitudes is the strongest predictor of help-seeking intention (Li, Dorstyn, & Denson, 2014).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Li, Dorstyn, & Denson, 2014
Not checked in the free run.
- Premisecitation
Evidence regarding the unidimensionality of the ATSPPH-SF is mixed, including across cultural groups.
“However, evidence is mixed regarding the unidimensionality of the ATSPPH-SF (e.g., Elhai, Schweinle, & Anderson, 2008), including across cultural groups (e.g., Singapore residents; Picco et al., 2016; Taiwanese college students; Chang, 2007).”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Elhai, Schweinle, & Anderson, 2008
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- cites Picco et al., 2016
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- cites Chang, 2007
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- Interpretationreasoning
Using the ATSPPH-SF may invite tautological conclusions because its score partially measures intention.
“Therefore, use of the ATSPPH-SF may invite tautological conclusions (e.g., correlating a thing with itself).”
Quote in the paperSubstantial claim - Interpretationreasoning
Each IASMHS factor appears to measure multiple constructs.
“However, each factor appears to measure multiple constructs.”
Quote in the paperSubstantial claim - Interpretationreasoning
Some ATSPPH-SF items appear to measure help-seeking intention or mental health literacy rather than attitudes.
“Certain ATSPPH-SF items appear to measure help-seeking intention (e.g., “I would want to get psychological help if I were worried or upset for a long period of time”) or mental health literacy (e.g., “Psychological problems, like many things, tend to work out by themselves”), instead of attitudes.”
Quote in the paperSubstantial claim - Premisecitation
ATSPPH-SF internal consistency estimates sometimes fall below optimal levels.
“Relatedly, the ATSPPH-SF score’s internal consistency estimates sometimes fall below optimal levels (e.g., α = .35; Leach, Jana-Masri, & Priester, 2009).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Leach, Jana-Masri, & Priester, 2009
Not checked in the free run.
- Premisecitation
In studies that did not measure intention, attitudes directly accounted for variance in actual future help-seeking behavior.
“Furthermore, in studies where intention was not measured, attitudes directly accounted for variance in actual future help-seeking behavior (e.g., Andrykowski & Burris, 2010).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Andrykowski & Burris, 2010
Not checked in the free run.
- Premisecitation
Measuring construct-irrelevant variance reduces the validity of an instrument's score.
“Measuring construct-irrelevant variance reduces the validity of the instrument score (historically referred to as “content validity”; DeVellis, 2016).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites DeVellis, 2016
Not checked in the free run.
- Interpretationreasoning
The IASMHS does not operationalize help-seeking attitudes in line with the requirements of the theory of planned behavior.
“It seems problematic that the IASMHS does not operationalize help-seeking attitudes in line with the requirements of TPB, as the TPB is well-suited to helping social scientists understanding help-seeking behaviors.”
Quote in the paperSubstantial claim - Interpretationown data
For key help-seeking groups, relations between the MHSAS and external variables could validly be compared.
“This suggests that, for these key help-seeking groups, the MHSAS had a similar theoretical structure and meaning, relations between the MHSAS and external variables could validly be compared, and mean differences in the MHSAS score could validly be compared.”
Quote in the paperSubstantial claim - Interpretationown data
Configural invariance was supported across men and women.
“Thus, configural invariance was supported.”
Quote in the paperSubstantial claim - Interpretationown data
The MHSAS demonstrated strong measurement equivalence/invariance across those with low versus moderate to high psychological distress.
“Thus, the MHSAS demonstrated strong ME/I across those with low versus moderate to high psychological distress, supporting H13.”
Quote in the paperSubstantial claim - Interpretationown data
A unidimensional measurement model accurately reproduced the observed covariation among the nine MHSAS items in both Study 1 and Study 2.
“A unidimensional measurement model accurately reproduced the observed covariation among the nine MHSAS items in both Study 1 and Study 2, providing initial support for the structural generalizability of the MHSAS.”
Quote in the paperSubstantial claim - Interpretationown data
The MHSAS items demonstrated temporal stability over 3 weeks.
“Regarding reliability, the MHSAS items demonstrated internal consistency across both studies, and temporal stability over 3 weeks.”
Quote in the paperSubstantial claim - Interpretationown data
The MHSAS demonstrated strong measurement equivalence/invariance across those who had and had not sought previous help.
“Thus, the MHSAS demonstrated strong ME/I across those who have (not) sought previous help, supporting H12.”
Quote in the paperSubstantial claim - Interpretationown data
The MHSAS offers mental health professionals a new tool for measuring attitudes that may avoid limitations of current help-seeking attitudes measures.
“The MHSAS offers mental health professionals a new tool for measuring attitudes that may avoid limitations of current help seeking-attitudes measures (e.g., construct-irrelevant variance).”
Quote in the paperSubstantial claim - Interpretationown data
For key help-seeking groups, mean differences in the MHSAS score could validly be compared.
“This suggests that, for these key help-seeking groups, the MHSAS had a similar theoretical structure and meaning, relations between the MHSAS and external variables could validly be compared, and mean differences in the MHSAS score could validly be compared.”
Quote in the paperSubstantial claim - Interpretationown data
The MHSAS items demonstrated internal consistency across both studies.
“Regarding reliability, the MHSAS items demonstrated internal consistency across both studies, and temporal stability over 3 weeks.”
Quote in the paperSubstantial claim - Interpretationown data
The MHSAS accounted for incremental variance in intention beyond the ATSPPH-SF and IASMHS-PO.
“Therefore, H17 was supported by the data.”
Quote in the paperSubstantial claim - Study design and conductown data
Each final MHSAS item achieved a mean meaningfulness and relevance rating of at least 2.9 from 113 community adults.
“Each item selected for the final version of the instrument achieved a mean score of at least 2.9.”
Quote in the paperSubstantial claim - Interpretationown data
Convergent evidence of validity was demonstrated by the MHSAS score showing hypothesized relationships with subjective norms, perceived behavioral control, intention, public stigma, self-stigma, anticipated risks and benefits, and the ATSPPH-SF and IASMHS-PO scores.
“Convergent evidence of validity was demonstrated when the MHSAS score demonstrated the hypothesized relationships with the following variables: subjective norms, perceived behavioral control, intention, public stigma, self-stigma, anticipated risks and benefits, and the ATSPPH-SF and IASMHS-PO scores.”
Quote in the paperSubstantial claim - Interpretationown data
For key help-seeking groups, the MHSAS had a similar theoretical structure and meaning.
“This suggests that, for these key help-seeking groups, the MHSAS had a similar theoretical structure and meaning, relations between the MHSAS and external variables could validly be compared, and mean differences in the MHSAS score could validly be compared.”
Quote in the paperSubstantial claim - Interpretationreasoning
Some IASMHS items may not clearly measure help-seeking attitudes, indicating construct underrepresentation.
“In addition to measuring unintended constructs, some IASMHS items may not clearly measure help-seeking attitudes (i.e., construct underrepresentation).”
Quote in the paperSubstantial claim - Premisecitation
The IASMHS has received mixed support for its cross-cultural utility.
“Furthermore, the IASMHS has received mixed support for its cross-cultural utility (e.g., bereaved United States adults, Drapeau, Cerel, & Moore, 2016; international and African American college students, Mesidor & Sly, 2014; Japanese undergraduates, Mojaverian, Hashimoto, & Kim, 2013).”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Drapeau, Cerel, & Moore, 2016
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- cites Mesidor & Sly, 2014
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- cites Mojaverian, Hashimoto, & Kim, 2013
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- Interpretationown data
The MHSAS demonstrated strong measurement equivalence/invariance across men and women.
“In summary, we can conclude that the MHSAS demonstrated strong ME/I across men and women, supporting H11.”
Quote in the paperSubstantial claim - Interpretationown data
The nine MHSAS items cover a wide range of the help-seeking attitudes construct.
“Difficulties were appropriately dispersed across the nine items (from −1.00 to 0.97), suggesting that the nine items encompass a wide range of the help-seeking attitudes construct.”
Quote in the paperSubstantial claim - Interpretationown data
Known-group evidence of validity was provided by women and previous help seekers reporting more favorable attitudes than their demographic counterparts.
“Finally, known-group evidence of validity was provided when women and those who had previously sought mental health services were shown to report more favorable attitudes than did their demographic counterparts.”
Quote in the paperSubstantial claim - Interpretationown data
The findings are tied to the nature of the sample of community adults living in the United States.
“First, our findings are tied to the nature of our sample of community adults living in the United States.”
Quote in the paperSubstantial claim - Interpretationown data
Incremental evidence of validity was demonstrated by the MHSAS accounting for unique variance in intention beyond the ATSPPH-SF and IASMHS-PO.
“Incremental evidence of validity was demonstrated when the MHSAS demonstrated the ability to account for unique variance, beyond that accounted for by the ATSPPH-SF and IASMHS-PO, in intention to seek help.”
Quote in the paperSubstantial claim - Interpretationnone given
The MHSAS uses items less likely to measure construct-irrelevant variance or underrepresent the construct of interest than the ATSPPH-SF and IASMHS-PO.
“The MHSAS differs from the ATSPPH-SF and IASMHS-PO in that it (a) uses items less likely to measure construct-irrelevant variance or underrepresent the construct of interest”
Quote in the paperSubstantial claim - Study design and conductown data
The racial/ethnic group cell sizes were not large enough to allow properly powered measurement equivalence/invariance analyses.
“While one third of the participants in our sample identified as people of color, our cell sizes for each racial/ethnic group were not large enough to allow properly powered ME/I analyses.”
Quote in the paperSubstantial claim
- The quote only partly states this claim. 4
- May combine two claims. 15
- Classified as probably not a substantial claim. 6
The quote only partly states this claim.
Findingown dataThe multiple-group model comparing low and moderate-to-high psychological distress samples had an overall acceptable fit to the data.
“The multiple-group model comparing the samples showed an overall acceptable fit to the data (see Table 2).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataFor men and women separately, the model fit the data (men: scaled χ2(27, n=257)=40.24, p<.001; RMSEA=.044; 90% CI [.004,.070]; CFI=.988; TLI=.984; SRMR=.022; women: scaled χ2(27, n=592)=66.22, p<.001; RMSEA=.050; 90% CI [.035,.065]; CFI=.977; TLI=.969; SRMR=.026).
“Each gender’s model fit the data (men: scaled χ2(27, n = 257) = 40.24, p < .001; RMSEA = .044; 90% CI [.004, .070]; CFI = .988; TLI = .984; SRMR = .022; women = scaled χ2(27, n = 592) = 66.22, p < .001; RMSEA = .050; 90% CI [.035, .065]; CFI = .977; TLI = .969; SRMR = .026), with all item factor loadings >.68 (p < .001) for each sample.”
Quote in the paperSubstantial claimThe quote only partly states this claim.
Findingown dataThe MHSAS was fully metric and scalar invariant across low and moderate-to-high psychological distress groups.
“Metric and scalar invariance testing results indicated that the MHSAS was fully metric and scalar invariant across the two groups.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe 12-item MHSAS version had an approximate test information function of 12.5, but its fit began to weaken.
“The 12-item version had an approximate test information function of 12.5, but fit began to weaken; fit continued to drop for the 15- and 18-item versions.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe nine-item MHSAS version showed good fit and had an approximate test information function of 8.5.
“The nine-item version of the MHSAS had good fit and an approximate test information function of 8.5.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataIn Study 2, the MHSAS score's FD (.96), H index (.93), and internal consistency (α=.92) were above recommended thresholds.
“The MHSAS score’s FD (.96), H index (.93), and internal consistency (α = .92) estimates were above the recommended thresholds, further supporting H14.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe 9-item MHSAS demonstrated initial evidence of internal consistency, unidimensionality, and strong measurement equivalence/invariance across gender, past help-seeking experience, and psychological distress.
“that demonstrated initial evidence of internal consistency, unidimensionality, and strong measurement equivalence/invariance (ME/I) across gender, past help-seeking experience, and psychological distress.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe six-item MHSAS version showed good fit, but its test information function was below 5.
“The six-item version had good fit but less than desirable test information function of less than 5.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataFor previous help seekers and non-previous help seekers separately, the model fit the data (previous: scaled χ2(27, n=623)=87.60, p<.001; RMSEA=.060; 90% CI [.046,.074]; CFI=.971; TLI=.961; SRMR=.024; no previous: scaled χ2(27, n=234)=38.82, p<.001; RMSEA=.043; 90% CI [.000,.072]; CFI=.985; TLI=.980; SRMR=.027).
“Each group’s model fit the data (previous help seeking: scaled χ2(27, n = 623) = 87.60, p < .001; RMSEA = .060; 90% CI [.046, .074]; CFI = .971; TLI = .961; SRMR = .024; no previous help seeking = scaled χ2(27, n = 234) = 38.82, p < .001; RMSEA = .043; 90% CI [.000, .072]; CFI = .985; TLI = .980; SRMR = .027), with all item factor loadings >.70 (p < .001) for each sample.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataFor low and moderate-to-high psychological distress groups separately, the model fit the data (below K6 cutoff: scaled χ2(27, n=387)=48.79, p<.001; RMSEA=.046; 90% CI [.024,.066]; CFI=.982; TLI=.975; SRMR=.024; above K6 cutoff: scaled χ2(27, n=470)=75.82, p<.001; RMSEA=.062; 90% CI [.046,.079]; CFI=.972; TLI=.962; SRMR=.025).
“Each group’s model fit the data (below K6 cutoff: scaled χ2(27, n = 387) = 48.79, p < .001; RMSEA = .046; 90% CI [.024, .066]; CFI = .982; TLI = .975; SRMR = .024; above K6 cutoff = scaled χ2(27, n = 470) = 75.82, p < .001; RMSEA = .062; 90% CI [.046, .079]; CFI = .972; TLI = .962; SRMR = .025), with all item factor loadings > .70 (p < .001) for each sample.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
PremisecitationThe theory of planned behavior treats attitudes as a single construct measured with a unidimensional instrument that produces a single overall evaluation score.
“while the TPB treats attitudes as a single construct to be measured with a unidimensional instrument that produces a single overall evaluation score (Ajzen, 2006)”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Ajzen, 2006
Not checked in the free run.
May combine two claims.
InterpretationreasoningFrom the perspective of the theory of planned behavior, IASMHS subscale scores contain construct-irrelevant variance and are invalid measures of attitudes, subjective norms, and perceived behavioral control.
“However, from the perspective of the TPB, these subscale scores contain construct-irrelevant variance and are invalid measures of these three constructs.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S2 (checkable).
PremisecitationAn instrument should measure only what it is intended to measure and not more, i.e., it should avoid construct-irrelevant variance.
“The Standards for Educational and Psychological Testing (Standards; American Education Research Association [AERA], American Psychological Association, & National Council on Measurement in Education, 2014) state that an instrument should only measure what the instrument is intended to measure, not more (i.e., construct-irrelevant variance).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites AERA et al., 2014
Not checked in the free run.
Classified as probably not a substantial claim.
PremisecitationAccording to the theory of planned behavior, help-seeking attitudes, subjective norms, and perceived behavioral control together predict behavioral intention to seek help.
“When applied to the help-seeking context, the TPB (Ajzen, 1985), an extension of the theory of reasoned action (Ajzen & Fishbein, 1980), states that help-seeking attitudes, in combination with subjective norms (i.e., perceived social pressure from important others to seek or not seek help) and perceived behavior control (i.e., perceived efficacy and control regarding seeking help), predict people’”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Ajzen, 1985
Not checked in the free run.
Probably not a substantial claim: may not pass S2 (checkable). May combine two claims.
PremisecitationInstruments should consistently demonstrate their intended factor structure and adequate reliability to be considered psychometrically sound.
“This is problematic, as instruments should consistently demonstrate the intended factor structure and adequate reliability to be considered psychometrically sound (DeVellis, 2016).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites DeVellis, 2016
Not checked in the free run.
Classified as probably not a substantial claim.
PremisecitationInaccurate measurement of psychological constructs such as help-seeking attitudes can lead to incorrect inferences and misleading conclusions.
“Inaccurate measurement of psychological constructs such as help-seeking attitudes can lead to incorrect inferences and misleading conclusions (Carmines & Zeller, 1979).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Carmines & Zeller, 1979
Not checked in the free run.
May combine two claims.
PremisecitationThe theory of planned behavior is parsimonious, has strong empirical support within and outside help-seeking contexts, and demonstrates cross-cultural utility.
“Specifically, the TPB is parsimonious, enjoys strong empirical support both within (Vogel & Heath, 2015) and outside (Armitage & Conner, 2001) of help seeking contexts, and demonstrates cross-cultural utility (e.g., Kaiser & Gutscher, 2003; Mo & Mak, 2009; Nigg, Lippke, & Maddock, 2009).”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Vogel & Heath, 2015
Not checked in the free run.
- cites Armitage & Conner, 2001
Not checked in the free run.
- cites Kaiser & Gutscher, 2003
Not checked in the free run.
May combine two claims.
InterpretationreasoningExisting help-seeking attitudes instruments have serious limitations that necessitate developing a new instrument meeting modern psychometric standards.
“We argue that existing help-seeking attitudes instruments have serious limitations that necessitate the development of a new instrument that meets modern psychometric standards: the MHSAS.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S2 (checkable). May combine two claims.
InterpretationreasoningThe MHSAS can help researchers advance scholarship on help seeking and help clinicians more accurately understand clients' perceptions of seeking help.
“The MHSAS can help researchers advance scholarship on what helps and stops people from seeking mental health care, and could help clinicians more accurately understand their clients’ perceptions of seeking help.”
Quote in the paperNot a substantial claimThe quote only partly states this claim.
Study design and conductown dataEach final MHSAS item was rated as clear by at least 94% of 126 community adults.
“Each item selected for the final version of the instrument (see below) was rated as clear by at least 94% of the respondents (i.e., binary response of “clear” vs. “unclear”).”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductown dataFive experts rated each final MHSAS item's fit to the construct; all selected items except unsatisfying/satisfying achieved a mean test content validity score of at least 4.0.
“With the exception of unsatisfying/satisfying (M = 2.8), each item selected for the final version of the instrument achieved a mean test content evidence of validity score of at least 4.0.”
Quote in the paperSubstantial claimMay combine two claims.
Interpretationown dataThe MHSAS demonstrated strong measurement equivalence/invariance across gender, past help-seeking experience, and psychological distress.
“Furthermore, results from the ME/I analyses indicated that the MHSAS demonstrated strong ME/I (i.e., invariance of all factor loadings and intercepts) across gender, past help-seeking experience, and psychological distress.”
Quote in the paperSubstantial claimThe quote only partly states this claim.
Interpretationown dataThe MHSAS score demonstrated 3-week test-retest reliability.
“Thus, all three test–retest reliability analyses supported H15.”
Quote in the paperSubstantial claim
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The third psychometric paper developed and tested the Mental Help-Seeking Attitudes Scale (MHSAS) [76].
“The third paper developed and tested the Mental Help-Seeking Attitudes Scale (MHSAS) [76].”
From Explaining adults’ mental health help-seeking through the lens of the theory of planned behavior: A scoping review (2022) · cites this paper as [76]
The IASMHS was designed to improve upon the ATSPPHS by including items that directly target TPB predictor variables, but its three subscales only loosely reflect the TPB and contain other constructs such as mental health literacy, self-disclosure, avoidance coping, or self-concept clarity.
“The IASMHS was designed to improve upon this measure by including items, which directly target the TPB predictor variables; however, the three subscales of the IASMHS only loosely reflect the TPB and contain other constructs such as mental health literacy, self-disclosure, avoidance coping, or self-concept clarity [49, 76].”
From Explaining adults’ mental health help-seeking through the lens of the theory of planned behavior: A scoping review (2022) · cites this paper as [76]
The ATSPPHS has been widely used as a measure of help-seeking attitudes, but it precedes the TPB and its development was not guided by any explicit theoretical framework.
“For example, the ATSPPHS has been widely used as a measure of help-seeking attitudes; however, this tool precedes the TPB and its development was not guided by any explicit theoretical framework [49, 76].”
From Explaining adults’ mental health help-seeking through the lens of the theory of planned behavior: A scoping review (2022) · cites this paper as [76]
Statistics that don’t add up
Each reported p-value recomputed from its test statistic and degrees of freedom.
p-value fits an unstated one-tailed test: t(847) = 3.23, p < .001
MinorThe paper reports p < .001 here; recomputing from the test statistic and its degrees of freedom gives p = .001 (two-tailed). The reported value is what a one-tailed test gives, but the paper does not say near this result that a one-tailed test was used.
Reported p < .001 · recomputed p = .001
“t(847) = 3.23, p < .001”
Inconsistent p-value: χ2(27) = 54.02, p < .001
MinorThe paper reports p < .001 here; recomputing from the test statistic and its degrees of freedom gives p = .002. The check cannot tell whether the statistic or the p-value is the misprint.
Reported p < .001 · recomputed p = .002
“χ2(27) = 54.02, p < .001”
Statistics recomputed
Every reported test result, recomputed from its test statistic and degrees of freedom. A result shows as not adding up only once an independent check has confirmed it.
- Doesn’t add upχ²(27) = 54.02reported p < .001 · recomputed p = .002
“χ2(27) = 54.02, p < .001”
- Doesn’t add upt(847) = 3.23reported p < .001 · recomputed p = .001
“t(847) = 3.23, p < .001”
- Consistentt(855) = 3.6reported p < .001 · recomputed p < .001
“t(855) = 3.60, p < .001”
- Consistentχ²(27) = 59.31reported p < .001 · recomputed p < .001
“χ2(27) = 59.31, p < .001”
- Consistentt(207) = 0.147reported p = .88 · recomputed p = .883
“t(207) = .147, p = .88”
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
Paired-test degrees of freedom exceed the number of Time 2 respondents
MinorThe paper reports 207 Time 2 respondents. A paired-samples t test on at most 207 complete pairs would have at most 206 degrees of freedom, not 207.
“Seventy-three percent of Time 1 participants (n = 207) provided data at Time 2.”
“The paired-samples t test suggested the absence of a significant mean difference, t(207) = .147, p = .88”
Perceived behavioral control scale assigns opposite answers the same value
MinorThe stated response scale assigns both "definitely false" and "definitely true" a value of 1, so the two endpoints cannot distinguish opposite responses.
“1 = definitely false”
“1 = definitely true”
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Self-citation
Flagged first, then by citations
Research works printed but not linked: 6
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- Authors
- Hammer, J. H., Parent, M. C., & Spiker, D. A.
- Affiliations
- University of Kentucky (US)
- The University of Texas at Austin (US)
- Venue
- Journal of Counseling Psychology
- Published
- 2018-01
- Volume
- 65
- Issue
- 1
- Pages
- 74-85
- ISSN
- 0022-0167 (ISSN-L)
- 1939-2168
- PMC
- PMC10460514
- OpenAlex
- W2784669474
- Semantic Scholar
- c41b90603d328fefdc0bc826ff1db99ea06d514a
- Cited by
- 207
- References
- 72
- Citations by year
- 2026: 29 · 2025: 37 · 2024: 29 · 2023: 27 · 2022: 23 · 2021: 21 · 2020: 21 · 2019: 10 · 2018: 10
- FWCI
- 21.03
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Journal of Counseling Psychology (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- Eunice Kennedy Shriver National Institute of Child Health and Human Development (P2CHD042849)
- Topics
- Social Sciences › Psychology › Social Psychology › Mental Health Treatment and Access
- Social Sciences › Decision Sciences › Management Science and Operations Research › Psychometric Methodologies and Testing
- Social Sciences › Gender Studies › Gender Roles and Identity Studies
- Keywords
- help-seeking attitudes, mental health help-seeking, scale development, psychometric properties, theory of planned behavior, help-seeking intentions, subjective norms, perceived behavioral control, public stigma, self-stigma, measurement invariance, test-retest reliability, open-mindedness, mental health professionals
- MeSH terms
- Adolescent, Adult, Aged, Mental Disorders, Female, Humans, Health Knowledge, Attitudes, Practice, Male, Mental Health, Mental Health Services, Middle Aged, Patient Acceptance of Health Care, Psychological Tests, Psychometrics, United States, Reproducibility of Results, Intention, Young Adult, Social Stigma
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-09.
Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-09.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
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