Uncovering the most robust predictors of problematic pornography use: A large-scale machine learning study across 16 countries.

Problematic pornography use (PPU) is the most common manifestation of the newly introduced compulsive sexual behavior disorder diagnosis in the 11th revision of the International Classification of Diseases. Research related to PPU has proliferated in the past two decades, but most prior studies were characterized by several shortcomings (e.g., using homogenous, small samples), resulting in crucial knowledge gaps and a limited understanding concerning empirically based risk factors for PPU. This study aimed to identify the most robust risk factors for PPU using a preregistered study design. Independent laboratories' 74 preexisting self-report data sets (Nparticipants = 112,397; Ncountries = 16) were combined to identify which factors can best predict PPU using an artificial intelligence-based method (i.e., machine learning). We conducted random forest models on each data set to examine how different sociodemographic, psychological, and other characteristics predict PPU, and combined the results of all data sets using random-effects meta-analysis with meta-analytic moderators (e.g., community vs. treatment-seeking samples). Predictors explained 45.84% of the variance in PPU scores. Out of the 700+ potential predictors, 17 variables emerged as significant predictors across data sets, with the top five being (a) pornography use frequency, (b) emotional avoidance pornography use motivation, (c) stress reduction pornography use motivation, (d) moral incongruence toward pornography use, and (e) sexual shame. This study is the largest and most integrative data analytic effort in the field to date. Findings contribute to a better understanding of PPU's etiology and may provide deeper insights for developing more efficient, cost-effective, empirically based directions for future research as well as prevention and intervention programs targeting PPU. (PsycInfo Database Record (c) 2024 APA, all rights reserved).

Why Do People Watch Pornography? Cross-Cultural Validation of the Pornography Use Motivations Scale (PUMS) and Its Short Form (PUMS-8).

Motivations for pornography use may vary across gender identities, sexual orientations, and geographical regions, warranting examination to promote individual and public health. The aims of this study were to validate the Pornography Use Motivations Scale (PUMS) in a diverse, multicultural sample, and develop a short form (PUMS-8) that can assess a wide range of pornography use motivations. Using data from 42 countries (N = 75,117; Mage = 32.07; SDage = 12.37), enabled us to thoroughly evaluate the dimensionality, validity, and reliability of the Pornography Use Motivations Scale (PUMS), leading to the development of the more concise PUMS-8 short scale. Additionally, language-, nationality-, gender-, and sexual-orientation-based measurement invariance tests were conducted to test the comparability across groups. Both the PUMS and the PUMS-8 assess eight pornography use motivations, and both demonstrated excellent psychometric properties. Sexual Pleasure emerged as the most frequent motivation for pornography use across countries, genders, and sexual orientations, while differences were observed concerning other motivations (e.g. self-exploration was more prevalent among gender-diverse individuals than men or women). The motivational background of pornography use showed high similarity in the examined countries. Both the PUMS and the PUMS-8 are reliable and valid measurement tools to assess different types of motivations for pornography use across countries, genders, and sexual orientations. Both scales are recommended for use in research and clinical settings.

The short version of the Sexual Distress Scale (SDS-3): Measurement invariance across countries, gender identities, and sexual orientations.

Background: The three-item Sexual Distress Scale (SDS-3) has been frequently used to assess distress related to sexuality in public health surveys and research on sexual wellbeing. However, its psychometric properties and measurement invariance across cultural, gender and sexual subgroups have not yet been examined. This multinational study aimed to validate the SDS-3 and test its psychometric properties, including measurement invariance across language, country, gender identity, and sexual orientation groups. Methods: We used global survey data from 82,243 individuals (Mean age=32.39 years; 40.3 % men, 57.0 % women, 2.8 % non-binary, and 0.6 % other genders) participating in the International Sexual Survey (ISS; https://internationalsexsurvey.org/) across 42 countries and 26 languages. Participants completed the SDS-3, as well as questions regarding sociodemographic characteristics, including gender identity and sexual orientation. Results: Confirmatory factor analysis (CFA) supported a unidimensional factor structure for the SDS-3, and multi-group CFA (MGCFA) suggested that this factor structure was invariant across countries, languages, gender identities, and sexual orientations. Cronbach's α for the unidimensional score was 0.83 (range between 0.76 and 0.89), and McDonald's ω was 0.84 (range between 0.76 and 0.90). Participants who did not experience sexual problems had significantly lower SDS-3 total scores (M = 2.99; SD=2.54) compared to those who reported sexual problems (M = 5.60; SD=3.00), with a large effect size (Cohen's d = 1.01 [95 % CI=-1.03, -0.98]; p < 0.001). Conclusion: The SDS-3 has a unidimensional factor structure and appears to be valid and reliable for measuring sexual distress among individuals from different countries, gender identities, and sexual orientations.

Exploring the Differences in Positive Play among Various Sports Wagering Behaviors.

Recent technological advances and legislative changes have led to an increase of sports wagering across the United States, raising concerns about possible increases in problem gambling behaviors. This, in turn, points to an increased need to understand responsible gambling and how it relates to sports gambling behaviors. The present work utilizes the Positive Play Scale (PPS), a recent scale designed to measure the increasingly popular responsible gambling concept of Positive Play, to assess how various aspects of sports gambling relate to responsible gambling. Participants were recruited by YouGov Opinion polling and taken from two U.S. samples, and the present analyses look only at those who self-identified as sports gamblers (n = 561, Mage = 50.7). Gamblers' location of gambling, types of bets wagered on, timing of gambling, and website used to gamble were assessed. Those who bet online in any capacity, as well as participating in in-game wagering, were found to be significantly less positive in their gambling behaviors. In addition, certain types of sports wagers such as moneylines appeared to be associated with higher positive play, while other types such as parlays were associated with less positive play. Finally, certain websites, particularly offshore websites, were associated with lower positive play behavior. Collectively, these results suggest that there are various aspects of sports wagering behaviors that are associated with positive play variations in gambling.

Binge Drinking Among Sports Gamblers.

This survey study examines whether or not individuals who wager on sports are at greater risk of binge use of alcohol.

Gambling in a U.S. Census Matched Sample: Examining Interactions between Means and Motives in Predicting Problematic Outcomes.

The influence of socioeconomic status (SES) on risk of Problem Gambling (PG) is complex, particularly given recent evidence that SES should be understood in both objective and subjective terms. Likewise, financial gambling motives have been found to be predictive of PG; however, financial motives are less understood in comparison to other gambling motives. Preliminary findings on SES and gambling points towards a pattern of social inequality in which those with the least financial resources (e.g., income) or that feel financially deprived relative to others (e.g., perceived deprivation) experience greater harm and problems. In a weighted, census matched sample of adults in the U.S. (N = 1,348), the present study examined the interaction between financial gambling motives and income and financial gambling motives and perceived deprivation in predicting PG. Findings provided support for both financial gambling motives and perceived deprivation as robust predictors of PG. Further, results provided unique insights into the role subjective economic standing may play in the relationship between financial motives for gambling and risk of PG.

Problematic pornography use and suicidal thoughts: Results from cross-sectional and longitudinal analyses.

OBJECTIVE: There is a growing consensus that problematic pornography use (PPU), one of the most commonly reported compulsive sexual behaviors, is related to a number of internalizing psychiatric symptoms (e.g., anxiety, depression). However, little is known about the potential comorbidity of PPU and suicidal thoughts. Given known links between PPU and higher levels of guilt, shame, and moral disapproval, it may be that PPU may be related to suicidal thoughts. METHOD: Using two independent samples, we cross-sectionally (Sample 1: undergraduates, n = 422) and longitudinally (Sample 2: nationally representative sample of U.S. adults, n = 1,455) tested for associations between PPU and past-month suicidal ideation and perceived likelihood of suicidal behaviors, while controlling for frequency of pornography use, moral disapproval, moral incongruence, and religiousness. RESULTS: Cross-sectionally, PPU was related to higher levels of self-perceived likelihood of suicidal behaviors, but not past-month suicidal thoughts. Longitudinally, PPU was related to higher initial levels (i.e., intercept) of past-month suicidal thoughts and self-perceived likelihood of suicidal behaviors, but not changes in either (i.e., slope). The frequency of pornography use was statistically unrelated to each outcome for both samples, while moral beliefs about pornography use showed mixed relationships. CONCLUSIONS: Clinicians working with patients reporting PPU may consider ways it may contribute to suicidal thinking. (PsycInfo Database Record (c) 2024 APA, all rights reserved).

Anticipated Motives for Gambling Treatment in Adults from the U.S.

Prior works note that identifying problematic play is a leading barrier to treatment seeking, contributing to low treatment rates in those with gambling problems (e.g., Bijker et al., 2022; Suurvali et al., 2012a). While research has looked at treatment seekers' motives for treatment (Gainsbury et al., 2014; Suurvali et al., 2012b), the situations or signs (anticipated motives) individuals look for that suggest they would need treatment in the future remains unknown. Participants were gamblers (N = 1,791) from a census-matched U.S. sample of adults who reported no concerns about their gambling. Participants completed questions assessing how much money they would have to lose while gambling to think they might have a problem and what factors might motivate them to pursue treatment for gambling problems in the future. Participants reported a wide range of financial loss that would suggest they had a problem, and higher income men who gambled more frequently reported higher necessary losses. There was little variation in endorsement (40-60%) of 14 situations that may lead them to seek treatment in the future (e.g., felt guilty). However, income, gender identity, and problem gambling behavior were linked to the endorsement of some of these anticipated motives, with some differences in endorsement between those engaging in high- and low-level problem gambling. Collectively, results are consistent with the inference that many individuals may not be aware of what problematic gambling would look like for them, though income, gender identity, and problem gambling behavior may impact their consideration of anticipated motives.

Cross-cultural validation and measurement invariance of anxiety and depression symptoms: A study of the Brief Symptom Inventory (BSI) in 42 countries.

BACKGROUND: Depression and anxiety are among the most prevalent mental health issues experienced worldwide. However, whereas cross-cultural studies utilize psychometrically valid and reliable scales, fewer can meaningfully compare these conditions across different groups. To address this gap, the current study aimed to psychometrically assess the Brief Symptomatology Index (BSI) in 42 countries. METHODS: Using data from the International Sex Survey (N = 82,243; Mage = 32.39; SDage = 12.52; women: n = 46,874; 57 %), we examined the reliability of depression and anxiety symptom scores of the BSI-18, as well as evaluated evidence of construct, invariance, and criterion-related validity in predicting clinically relevant variables across countries, languages, genders, and sexual orientations. RESULTS: Results corroborated an invariant, two-factor structure across all groups tested, exhibiting excellent reliability estimates for both subscales. The 'caseness' criterion effectively discriminated among those at low and high risk of depression and anxiety, yielding differential effects on the clinical criteria examined. LIMITATIONS: The predictive validation was not made against a clinical diagnosis, and the full BSI-18 scale was not examined (excluding the somatization sub-dimension), limiting the validation scope of the BSI-18. Finally, the study was conducted online, mainly by advertisements through social media, ultimately skewing our sample towards women, younger, and highly educated populations. CONCLUSIONS: The results support that the BSI-12 is a valid and reliable assessment tool for assessing depression and anxiety symptoms across countries, languages, genders, and sexual orientations. Further, its caseness criterion can discriminate well between participants at high and low risk of depression and anxiety.

Cross-Cultural Adult ADHD Assessment in 42 Countries Using the Adult ADHD Self-Report Scale Screener.

OBJECTIVE: We analyzed adult ADHD symptoms in a cross-cultural context, including investigating the occurrence and potential correlates of adult ADHD and psychometric examination of the Adult ADHD Self-Report Scale (ASRS) Screener. METHOD: Our analysis is based on a large-scale research project involving 42 countries (International Sex Survey, N=72,627, 57% women, Mage=32.84; SDage=12.57). RESULTS: The ASRS Screener demonstrated good reliability and validity, along with partial invariance across different languages, countries, and genders. The occurrence of being at risk for adult ADHD was relatively high (21.4% for women, 18.1% for men). The highest scores were obtained in the US, Canada, and other English-speaking Western countries, with significantly lower scores among East Asian and non-English-speaking European countries. Moreover, ADHD symptom severity and occurrence were especially high among gender-diverse individuals. Significant associations between adult ADHD symptoms and age, mental and sexual health, and socioeconomic status were observed. CONCLUSIONS: Present results show significant cross-cultural variability in adult ADHD occurrence as well as highlight important factors related to adult ADHD. Moreover, the importance of further research on adult ADHD in previously understudied populations (non-Western countries) and minority groups (gender-diverse individuals) is stressed. Lastly, the present analysis is consistent with previous evidence showing low specificity of adult ADHD screening instruments and contributes to the current discussion on accurate adult ADHD screening and diagnosis.

The landscape of open science in behavioral addiction research: Current practices and future directions.

Open science refers to a set of practices that aim to make scientific research more transparent, accessible, and reproducible, including pre-registration of study protocols, sharing of data and materials, the use of transparent research methods, and open access publishing. In this commentary, we describe and evaluate the current state of open science practices in behavioral addiction research. We highlight the specific value of open science practices for the field; discuss recent field-specific meta-scientific reviews that show the adoption of such practices remains in its infancy; address the challenges to engaging with open science; and make recommendations for how researchers, journals, and scientific institutions can work to overcome these challenges and promote high-quality, transparently reported behavioral addiction research. By collaboratively promoting open science practices, the field can create a more sustainable and productive research environment that benefits both the scientific community and society as a whole.

Psychometric properties of the Alcohol Use Disorders Identification Test (AUDIT) across cross-cultural subgroups, genders, and sexual orientations: Findings from the International Sex Survey (ISS).

INTRODUCTION: Despite being a widely used screening questionnaire, there is no consensus on the most appropriate measurement model for the Alcohol Use Disorders Identification Test (AUDIT). Furthermore, there have been limited studies on its measurement invariance across cross-cultural subgroups, genders, and sexual orientations. AIMS: The present study aimed to examine the fit of different measurement models for the AUDIT and its measurement invariance across a wide range of subgroups by country, language, gender, and sexual orientation. METHODS: Responses concerning past-year alcohol use from the participants of the cross-sectional International Sex Survey were considered (N = 62,943; Mage: 32.73; SD = 12.59). Confirmatory factor analysis, as well as measurement invariance tests were performed for 21 countries, 14 languages, three genders, and four sexual-orientation subgroups that met the minimum sample size requirement for inclusion in these analyses. RESULTS: A two-factor model with factors describing 'alcohol use' (items 1-3) and 'alcohol problems' (items 4-10) showed the best model fit across countries, languages, genders, and sexual orientations. For the former two, scalar and latent mean levels of invariance were reached considering different criteria. For gender and sexual orientation, a latent mean level of invariance was reached. CONCLUSIONS: In line with the two-factor model, the calculation of separate alcohol-use and alcohol-problem scores is recommended when using the AUDIT. The high levels of measurement invariance achieved for the AUDIT support its use in cross-cultural research, capable also of meaningful comparisons among genders and sexual orientations.

The relative risks of different forms of sports betting in a U.S. sample: A brief report.

BACKGROUND: The 21st century has brought substantial changes to the manners in which people gamble and the types of things on which people gamble. These changes are particularly stark in the United States, where, over the past five years, sports betting has gone from being legal in only one location to being legal throughout the majority of the country, often via mobile applications and online betting websites. METHOD: In March of 2022, a sample of the U.S. population (n = 2806, Mage[SD] = 48.9[17.2]; 1365[48.6%] men; response rate = 87.6%) and an oversample of sports-wagering adults in the U.S. (n = 1557, Mage[SD] = 41.7[15.3]; 1043[67%] men; response rate = 78.7%) were recruited via YouGov. Participants completed measures of gambling activities, including various forms of sports betting, as well as measures of problem gambling activities. RESULTS: In general, people who gamble on sports, when compared to people who do not bet on sports, reported greater frequency of gambling engagement (averaging between monthly and weekly play),a wider variety of gambling activities (with the majority reporting past year engagement in four or more gambling activities), and higher rates of problem gambling. Multinomial logistics regression revealed no distinct associations between any specific form of sports gambling and higher risk, instead demonstrating that breadth and depth of gambling engagement were the best predictors of high-risk gambling behaviors. CONCLUSIONS: In general, sports gambling is broadly associated with greater engagement in both breadth of gambling activities and frequency of gambling play. Additionally, people who gamble on sports seem to be at higher risk of problem gambling than people who do not bet on sports. However, in analyses controlling for breadth and depth of gambling activities, these links are attenuated, suggesting that the risks associated with sports gambling behaviors are related to the greater degree of gambling engagement.

Comorbid psychiatric diagnoses and gaming preferences in US armed forces veterans receiving inpatient treatment for gambling disorder.

Armed Forces Veterans are uniquely vulnerable to problem gambling and gambling disorder. Even so, research regarding the full clinical profile of veterans with gambling problems lags. Gambling activities vary widely from each other, but most gambling activities can be understood as either strategic (i.e., involving some measure of skill and decision-making as a part of the gambling practice) or non-strategic (i.e., gambling activities that are entirely based on chance). Prior works have found that gamblers that prefer strategic gambling activities and those that prefer nonstrategic gambling activities often differ from each other in key ways, with the two preferences being linked to varying motivations for gambling, varying cognitions about gambling, and the course of gambling disorder. The present work sought to examine how preferences for strategic vs. nonstrategic gambling might be related to psychiatric comorbidities among U.S. Armed Forces Veterans receiving inpatient treatment for Gambling Disorder. Data from U.S. Armed Forces Veterans (N = 401) receiving residential treatment for GD between the years of 2010-2016 were analyzed. Results demonstrated that gamblers that preferred strategic gambling, as opposed to non-strategic gambling, were more likely to be younger, more likely to be men, less likely to have a nicotine use disorder, and less likely to have PTSD. Such findings suggest that gamblers with PTSD are likely to prefer nonstrategic games and may imply a unique vulnerability to gambling problems related to non-strategic gambling among armed forces veterans.

The eleven-item Alcohol, Smoking and Substance Involvement Screening Test (ASSIST-11): Cross-cultural psychometric evaluation across 42 countries.

The Alcohol, Smoking and Substance Involvement Screening Test (ASSIST) is an instrument to screen substance-use-related health risks. However, little is known whether the ASSIST could be further shortened while remaining psychometrically sound across different countries, languages, gender identities, and sexual-orientation-based groups. The study aimed to validate a shortened 11-item ASSIST (ASSIST-11). Using the International Sex Survey data, 82,243 participants (M age = 32.39 years) across 42 countries and 26 languages completed questions from the ASSIST-11 regarding gender identity, sexual orientation, and other information. Confirmatory factor analysis (CFA) and multigroup CFA (MGCFA) evaluated the ASSIST-11's structure and tested measurement invariance across groups. Cronbach's α and McDonald's ω were used to examine the internal consistency. Cohen's d and independent t-tests were used to examine known-group validity. The ASSIST-11 was unidimensional across countries, languages, age groups, gender identities (i.e., men, women, and gender-diverse individuals), and sexual orientations (i.e., heterosexual and sexual minority individuals). Cronbach's α was 0.63 and McDonald's ω was 0.68 for the ASSIST-11. Known-group validity was supported by Cohen's d (range between 0.23 and 0.40) with significant differences (p-values<0.001). The ASSIST-11 is a modified instrument with a unidimensional factor structure across different languages, age groups, countries, gender identities, and sexual orientations. The low internal consistency of the ASSIST-11 might be acceptable as it assesses a broad concept (i.e., use of several different substances). Healthcare providers and researchers may use the ASSIST-11 to quickly assess substance-use information from general populations and evaluate the need to follow up with more detailed questions about substance use.

How Much Pornography Use Do Americans Think Is "Average" for a Man and Woman? Findings from a National Survey.

Though research has examined pornography viewing frequency and its correlates in national samples, researchers have yet to assess how much pornography use the general population thinks is "average" for men and women. Drawing on data from a nationally representative sample of American adults (Men: N = 1,127; Women = 1,382; total mean age = 50.0, SD = 17.4), it was hypothesized that Americans' estimations of how much pornography use is average for men and women would be shaped by perceptual mechanisms as well as the influence of religious subculture. Results show that age, personal pornography use, self-reported addiction to pornography, and religiosity (for men), were associated with Americans' perceptions of what is average for others. The association with personal pornography use was amplified for same-gender estimations, and Americans estimated the average man views pornography more frequently than the average woman. Americans rarely reported viewing pornography at higher rates than what they estimated for others. This study provides initial steps toward understanding gendered impressions of average pornography use and provides recommendations for how future research could explore differing mechanisms of same-gender and cross-gender perceptions.

Compulsive sexual behavior disorder in 42 countries: Insights from the International Sex Survey and introduction of standardized assessment tools.

Background and aims: Despite its inclusion in the 11th revision of the International Classification of Diseases, there is a virtual paucity of high-quality scientific evidence about compulsive sexual behavior disorder (CSBD), especially in underrepresented and underserved populations. Therefore, we comprehensively examined CSBD across 42 countries, genders, and sexual orientations, and validated the original (CSBD-19) and short (CSBD-7) versions of the Compulsive Sexual Behavior Disorder Scale to provide standardized, state-of-the-art screening tools for research and clinical practice. Method: Using data from the International Sex Survey (N = 82,243; Mage = 32.39 years, SD = 12.52), we evaluated the psychometric properties of the CSBD-19 and CSBD-7 and compared CSBD across 42 countries, three genders, eight sexual orientations, and individuals with low vs. high risk of experiencing CSBD. Results: A total of 4.8% of the participants were at high risk of experiencing CSBD. Country- and gender-based differences were observed, while no sexual-orientation-based differences were present in CSBD levels. Only 14% of individuals with CSBD have ever sought treatment for this disorder, with an additional 33% not having sought treatment because of various reasons. Both versions of the scale demonstrated excellent validity and reliability. Discussion and conclusions: This study contributes to a better understanding of CSBD in underrepresented and underserved populations and facilitates its identification in diverse populations by providing freely accessible ICD-11-based screening tools in 26 languages. The findings may also serve as a crucial building block to stimulate research into evidence-based, culturally sensitive prevention and intervention strategies for CSBD that are currently missing from the literature.

Mating in Captivity: The Influence of Social Location on Sexual Satisfaction through Phases of the COVID-19 Pandemic.

The recent global pandemic provides a natural experiment "intervention" to examine how differing baseline social dynamics such as gender, education, and politics shaped diverging patterns of well-being during rapidly shifting societal conditions. Using married adults from a nationally representative panel study in the United States from August 2019 to August 2021, discontinuous growth curves reveal a large drop in average married sexual satisfaction in both quality and frequency directly following the pandemic onset. Moreover, sexual satisfaction remained largely suppressed for the subsequent 18 months, apart from a brief "optimism blip" in the fall of 2020. Race, age, income, employment, parenthood, education, and political affiliation all appear as meaningful predictors, but these differ across various phases of the pandemic and by gender. These results reveal evidence of lingering changes in subjective sexual well-being as well as patterns of catastrophe risk and resilience moderated by social location factors.

Problem gambling within sexual and gender minorities: A systematic review.

A body of literature now suggests that sexual and gender minorities (SGMs) experience a distinct set of stressors in the form of minority stress, which may function as a risk factor for the development of negative psychological and behavioral health outcomes. A systematic review of the literature was conducted through June 1st, 2022. Inclusion was limited to peer-reviewed publications in academic journals, with prospective and retrospective studies of a quantitative nature included for synthesis. Articles were required to contain an empirical measure of gambling cognitions, behaviors, motives, or outcomes. Studies that did not include sexual minorities within the sample or did not provide quantitative results which shed light on gambling in sexual minorities were excluded from the present review.In total, 12 eligible studies were identified for the current review. In general, this review highlighted methodological weaknesses within the literature and suggested that little is known about gambling in this population. Given conflicting findings across studies, further research is necessary to understand gambling in sexual and gender minorities. From a methodological standpoint, there is a need for clearer conceptualization and standardized measurement of gambling-related variables in vulnerable populations. Further, longitudinal research would be beneficial to understand the nuances of gambling disorder across sexual orientations and gender identities, as well as aid in the development of holistic intervention options that meet the needs of these more vulnerable groups.