The Sentiment Analysis of Tweets as a New Tool to Measure Public Perception of Male Erectile and Ejaculatory Dysfunctions

The Italian Society of Andrology and Sexual Medicine (SIAMS), along with ten other Italian Scientific Societies, guidelines on the diagnosis and management of erectile dysfunction

PURPOSE

Erectile dysfunction (ED) is one of the most prevalent male sexual dysfunctions. ED has been in the past mistakenly considered a purely psycho-sexological symptom by patients and doctors. However, an ever-growing body of evidence supporting the role of several organic factors in the pathophysiological mechanisms underlying ED has been recognized.

METHODS

The Italian Society of Andrology and Sexual Medicine (SIAMS) commissioned an expert task force involving several other National Societies to provide an updated guideline on the diagnosis and management of ED. Derived recommendations were based on the Grading of Recommendations, Assessment, Development, and Evaluation (GRADE) system.

RESULTS

Several evidence-based statements were released providing the necessary up-to-date guidance in the context of ED with organic and psychosexual comorbidities. Many of them were related to incorrect lifestyle habits suggesting how to associate pharmacotherapies and counseling, in a couple-centered approach. Having the oral therapy with phosphodiesterase type 5 inhibitors as the gold standard along with several other medical and surgical therapies, new therapeutic or controversial options were also discussed.

CONCLUSIONS

These are the first guidelines based on a multidisciplinary approach that involves the most important Societies related to the field of sexual medicine. This fruitful discussion allowed for a general agreement on several recommendations and suggestions to be reached, which can support all stakeholders in improving couple sexual satisfaction and overall general health.

Web based research in sexual medicine: a position statement of the European Society for Sexual Medicine

Background

Although the use of the Web has brought major advances in every step of the research process, this also comes with several methodological challenges.

Aim

The article presents the European Society for Sexual Medicine's position statements on key methodological concerns relative to Web-based research in sexual medicine.

Methods

The authors conducted a systematic scoping review of articles using Web-based research methods in sexual medicine. For the creation of the statements, the authors processed the data from the methodology of the studies and formulated the final statements reaching 100% agreement in the group.

Outcomes

European Society for Sexual Medicine statements were provided on the following domains: definition of the population of interest, selection of the population of interest, data collection quality, response rate, self-reported questionnaire, consent, and legal obligations.

Results

Researchers should justify the relevance of the Internet population to the population of interest; should clearly describe how they identified study participants; should select and employ specific measures to avoid hoax; should explicitly describe the process of calculation of response and completion rates as well as the relative implications; should validate traditional sexual health questionnaires for online and, if possible, multilingual use; should not ignore consent in Web-based research; and need to be knowledgeable of the technical measures and legal obligations to protect anonymity.

Implications

Researchers are advised to include trained computer scientists in their group, have a good understanding of their legal obligations as to collecting, storing and disseminating personal data, and design their studies by taking into account the challenges of Web-based research.

Strengths and limitations

The heterogeneity of the included studies and methodological low quality of most of them was a limitation, which also shows the importance of this study and the need for guidelines regarding Web-based research.

Conclusion

Large uncontrolled samples could be a threat to the quality of the studies and increase bias if researchers are not mindful of the methodological challenges they would need to account for.

A Comprehensive Survey on Sentiment Analysis in Twitter Data

The literature scrutinizes on diverse techniques that are associated with sentiment analysis in twitter data. It reviews several research papers and states the significant analysis. Initially, the analysis depicts various schemes that are contributed in different papers. Subsequently, the analysis also focuses on various features and it also analyses the sentiment analysis in twitter data that is exploited in each paper. Furthermore, this paper provides the detailed study regarding the performance measures and maximum performance achievements in each contribution. Finally, it extends the various research issues which can be useful for the researchers to accomplish further research on sentiment analysis in twitter data.

Facing Counterfeit Medications in Sexual Medicine. A Systematic Scoping Review on Social Strategies and Technological Solutions

Introduction

The counterfeit phenomenon is a largely under-reported issue, with potentially large burden for healthcare. The market for counterfeit drugs used in sexual medicine, most notably type 5 phosphodiesterase inhibitors (PDE5i), is rapidly growing.

Aims

To report the health risks associated with the use of counterfeit medications, the reasons driving their use, and the strategies enacted to contain this phenomenon.

Methods

A systematic scoping review of the literature regarding counterfeit PDE5i was carried between January and June 2021, then updated in August 2021.

Main Outcome Measure

We primarily aimed to clarify the main drivers for counterfeit PDE5i use, the health risks associated, and the currently available strategies to fight counterfeiters.

Results

One hundred thirty-one records were considered for the present scoping review. Production of fake PDE5i is highly lucrative and the lacking awareness of the potential health risks makes it a largely exploitable market by counterfeiters. Adulteration with other drugs, microbial contamination and unreliable dosages make counterfeit medications a cause of worry also outside of the sexual medicine scope. Several laboratory techniques have been devised to identify and quantify the presence of other compounds in counterfeit medications. Strategies aimed at improving awareness, providing antitampering packaging and producing non-falsifiable products, such as the orodispersible formulations, are also described.

Clinical implications

Improving our understanding of the PDE5i counterfeit phenomenon can be helpful to promote awareness of this issue and to improve patient care.

Strengths & Limitations

Despite the systematic approach, few clinical studies were retrieved, and data concerning the prevalence of counterfeit PDE5i use is not available on a global scale.

Conclusion

The counterfeit phenomenon is a steadily growing issue, with PDE5i being the most counterfeited medication with potentially large harmful effects on unaware consumers.

Sansone A, Cuzin B, and Jannini EA. Facing Counterfeit Medications in Sexual Medicine. A Systematic Scoping Review on Social Strategies and Technological Solutions. Sex Med 2021;9:100437.

Frequency of Pornography Use and Sexual Health Outcomes in Sweden: Analysis of a National Probability Survey

BACKGROUND

Little is known about pornography use and its relationship with sexual health outcomes in the general population.

AIM

To assess frequency of pornography use and the association of sexual health outcomes with frequent pornography use in Sweden.

METHODS

Cross-sectional analysis of 14,135 participants (6,169 men and 7,966 women) aged 16-84 years in a Swedish nationally representative survey from 2017. We used logistic regression to assess the association of sexual health outcomes with use of pornography ≥3 times/wk.

OUTCOMES

Frequency of pornography use (never; less than once/mo to 3 times/mo; 1-2 times/wk; 3-5 times/wk; and daily or almost daily) and sexual health outcomes (eg, sexual satisfaction and sexual health problems).

RESULTS

In total, 68.7% of men and 27.0% of women used pornography. Among men aged 16-24 years, 17.2% used pornography daily or almost daily, 24.7% used pornography 3-5 d/wk and 23.7% used pornography 1-2 d/wk. Among women aged 16-24 years, the proportions were 1.2% for daily or almost daily, 3.1% for 3-5 times/wk, and 8.6% for 1-2 times/wk. Frequency of pornography use decreased with age among both men and women. While 22.6% of all men and 15.4% of all women reported that their or a sex partner's pornography use predominantly had positive effects on their sex life, 4.7% of men and 4.0% of women reported that the effects were predominantly negative. Variables indicating sexual dissatisfaction and sexual health problems were associated with use of pornography ≥3 times/wk: for example, dissatisfaction with sex life (age-adjusted odds ratio [aOR]: men 2.90 [95% CI 2.40-3.51]; women 1.85 [95% CI 1.09-3.16]), not having sex in the preferred way (aOR: men 2.48 [95% CI 1.92-3.20]; women 3.59 [95% CI 2.00-6.42]) and erection problems (aOR: men 2.18 [95% CI 1.73-2.76]).

CLINICAL IMPLICATIONS

While frequent pornography use is common, potential effects on sexual health outcomes are likely to differ between individuals.

STRENGTH & LIMITATIONS

We used a large and recent nationally representative survey with detailed information regarding frequency of pornography use. The temporality of associations of sexual health variables with frequency of pornography use could not be assessed.

CONCLUSION

In this analysis of a nationally representative survey in Sweden, we found that frequent pornography use was common among young men; that reporting predominantly positive effects of pornography use on the sex life was more common than reporting predominantly negative effects; and that sexual dissatisfaction and sexual health problems were associated with using pornography ≥3 times/wk. Malki K, Rahm C, Öberg KG, et al. Frequency of Pornography Use and Sexual Health Outcomes in Sweden: Analysis of a National Probability Survey. J Sex Med 2021;18:1735-1751.

Male Sexual Health and Sexual Behaviors during the First National COVID-19 Lockdown in a Western Country: A Real-Life, Web-Based Study

Restriction measures enacted during the COVID-19 pandemic had severe effects on male sexual and reproductive health. We aimed to investigate the real-life impact and perception of sexual function in 2020 in Italy, as the first Western country experiencing a national lockdown by measuring relative search volume for keywords pertaining to sexual health and behaviors provided by Google Trends and sales data for pro-erectile treatments. No significant change was observed for erectile dysfunction and premature ejaculation. Interest towards most phosphodiesterase type 5 inhibitors decreased significantly during lockdown (e.g., sildenafil, p = 0.0002; tadalafil p = 0.0016), then reverted to pre-lockdown levels (e.g., sildenafil, p < 0.0001; tadalafil p < 0.0001), mirroring a concomitant sales decrement (p = 0.0292). A subsequent recovery to previous levels at the end of the social confinement was also found (e.g., after vs. before lockdown, sildenafil, p = 0.8459; tadalafil p = 0.1166). During lockdown, interest towards pornography significantly increased during restrictions (p = 0.0053) and remained high (after vs. before lockdown, p = 0.0004), whereas interest towards paid and casual sex declined (p = 0.0015 and p = 0.049, respectively), then reverted to previous levels (after vs. before lockdown, p = 0.3969 and 0.8373, respectively). During the first Italian lockdown, we observed a transient but measurable decrease of sexual health-seeking behaviors and changes in sexual behaviors, with unknown impact for sexual medicine and public health.

COVID-19 and Male Sexual Functioning: A report of 3 Recovered Cases and Literature Review

COVID-19 is a new global pandemic. It can affect multiple body systems and functions. However, the relationship between COVID-19 and male sexual activity did not yet get much consideration. Herein, we report the impact of COVID-19 on sexual function in 3 men who recovered from the disease. Compared with their condition before catching the infection, the men showed, in different degrees, a decline in all aspects of sexual function as assessed by the international index of erectile function. They started to develop premature ejaculation or exacerbate an already existing condition according to the premature ejaculation diagnostic tool scoring. Beck’s depression inventory revealed deterioration of the men’s moods up to severe depression. The sex-related hormones (testosterone-total and free, luteinizing hormone, follicle-stimulating hormone, prolactin, and estradiol) of these men were within normal levels. To the best of our knowledge, this is the first case report documenting deleterious changes in mood and several aspects of sexual functioning in males after recovery from the COVID-19 using validated measurement tools. Follow-up and psychological support of the recovered men may help mend their moods and consequently upgrade their sexual functioning.

Management of premature ejaculation: a clinical guideline from the Italian Society of Andrology and Sexual Medicine (SIAMS)

Premature ejaculation (PE) is the most prevalent male sexual dysfunction, and the most recently defined. PE is often mistakenly considered a purely psychosexological symptom by patients: the lacking awareness in regards to the pathophysiology and treatments often lead to resignation from the patients' side, making PE the most underdiagnosed sexual complaint. However, an ever-growing body of evidence supporting several organic factors has been developed in the last decades and several definitions have been suggested to encompass all defining features of PE. In the present document by the Italian Society of Andrology and Sexual Medicine (SIAMS), we propose 33 recommendations concerning the definition, pathophysiology, treatment and management of PE aimed to improve patient care. These evidence-based clinical guidelines provide the necessary up-to-date guidance in the context of PE secondary to organic and psychosexological conditions, such as prostate inflammation, endocrine disorders, and other sexual dysfunctions, and suggest how to associate pharmacotherapies and cognitive-behavioral therapy in a couple-centered approach. New therapeutic options, as well as combination and off-label treatments, are also described.

Analysis of Twitter Activity and Engagement From Annual Meetings of the Society for Vascular Surgery and the Society of Interventional Radiology

BACKGROUND

Medical societies such as the Society for Vascular Surgery (SVS) and the Society of Interventional Radiology (SIR) have been encouraging the use of social media at annual meetings by establishing unique meeting hashtags (eg. #VAM19, #SIR19ATX). These two specialties have similar number of active physicians and share procedural interests. We set forth to understand differences in Twitter activity and engagement by analyzing Twitter outputs from the vascular annual meeting (VAM) and the interventional radiology annual meeting (IRAM) in 2019.

METHODS

Tweets with "#VAM19" and "#SIR19ATX" from 30 days before and 30 days after respective meetings were collected. Proportion of distinct Twitter users relative to total number of meeting attendees, number of posts per user, number of hashtags per post, and number of engagement metrics (likes, replies, and retweets) were collected for comparison. As for the top 100 most liked tweets, specialty-related hashtags were categorized into identity, diversity, education, procedure, and medical care, and the authors of these tweets were also identified for comparison. Student's t-test* and Fisher's Exact^⁎⁎ were utilized for analysis.

RESULTS

A total of 362 and 1944 tweets were collected from the VAM and IRAM in 2019. There was no difference in proportion of active Twitter users relative to total number of meeting attendees between the VAM (7.5%) and IRAM (7.7%). Average number of posts per user from the VAM and IRAM showed no significant difference. However, tweets related to IRAM had significantly higher number of hashtags per post (2.67±1.96) than ones related to VAM (1.78±1.26) (P < 0.0001*). Additionally, these tweets on average received significantly higher number of likes (P < 0.0001*), retweets (P < 0.0001*), and replies (P < 0.0001*) than ones related to the VAM. Specialty-related hashtags from the 100 most liked tweets showed significantly greater proportion of hashtags associated with specialty identity (4% vs 28.6%, P < 0.0001**), diversity (2.9% vs 8.0%, p=0.0268**), and education (1.1% vs 9.1%, p=0.0004**) in tweets related to the IRAM whereas the proportion of hashtags associated with procedure and medical care was similar between the two meetings. Lastly, the 100 most liked tweets were authored by trainees (p=0.005*) and official societies (p=0.003*) in significantly greater proportion in IRAM whereas academic institutions/training hospitals authored in significantly greater proportion (p=0.004*) from the VAM. Contributions from attending physician users to the 100 most liked tweets were similar between the two meetings.

CONCLUSION

Analysis of Twitter activity centered around #VAM19 and #SIR19ATX indicates that there was no significant difference in proportion of Twitter users relative to meeting attendees and average number of posts per user. However, tweets with #SIR19ATX had significantly higher number of hashtags per post and had greater level of engagement than ones with #VAM19. The top 100 most liked tweets from the two meetings differed in proportion of hashtags related to specialty identity, diversity, and education, as well as proportion of contributing authors identified as trainees, official societies, and academic institutions/training hospitals. These data should help the SVS and its members to establish a more directed social media effort to facilitate its use during national gatherings.

Exploring the public's perception of gambling addiction on Twitter during the COVID-19 pandemic: Topic modelling and sentiment analysis

The present study explored the topics and sentiment associated with gambling addiction during the COVID-19 pandemic, using topic modeling and sentiment analysis on tweets in English posted between 17-24^th April 2020. The study was exploratory in nature, with its main objective consisting of inductively identifying topics embedded in user-generated content. We found that a five-topic model was the best in representing the data corpus, including: (i) the public's perception of gambling addiction amid the COVID-19 outbreak, (ii) risks and support available for those who stay at home, (iii) the users' interpretation of gambling addiction, (iv) forms of gambling during the pandemic, and (v) gambling advertising and impact on families. Sentiment analysis showed a prevalence of underlying fear, trust, sadness, and anger, across the corpus. Users viewed the pandemic as a driver of problematic gambling behaviors, possibly exposing unprepared individuals and communities to forms of online gambling, with potential long-term consequences and a significant impact on health systems. Despite the limitations of the study, we hypothesize that enhancing the presence of mental health operators and practitioners treating problem gambling on social media might positively impact public mental health and help prevent health services from being overwhelmed, in times when healthcare resources are limited.

YouTube and Men's Health: A Review of the Current Literature

INTRODUCTION

YouTube is the most used social media website, and there is a growing body of literature examining the reliability of healthcare information on this platform. Patients seeking men's health information may be more likely to use YouTube owing to the sensitivity of these issues.

OBJECTIVES

The objective of this study is to review the literature for studies related to the reliability of YouTube videos about men's health topics.

METHODS

A literature review was conducted using PubMed and Google Scholar for publications related to the reliability of YouTube videos about men's health as of July 1, 2020.

RESULTS

There were 17 studies related to YouTube and Men's Health. Most videos were found to be unreliable, and videos uploaded by physicians or healthcare organizations were usually more reliable. However, there were no studies in which more reliable videos had higher metrics of user engagement (views, likes, comments) than unreliable videos and there were several studies where unreliable videos had higher metrics of user engagement. In addition, the methods used to evaluate YouTube videos are not uniform across studies including the way that terms are searched (filtering by relevance vs view count) and the way in which reliability is assessed. For example, some studies create custom evaluation forms based on clinical guidelines, whereas others use validated questionnaires. The only validated questionnaire used across multiple studies was the DISCERN score criterion.

CONCLUSIONS

Most information on YouTube about men's health is unreliable. Videos created by physicians and healthcare organizations are more reliable, and videos that are advertisements are less reliable. Physicians and healthcare systems should continue to upload educational YouTube videos but work to increase their views and user engagement. It may benefit patients if physician organizations could work with YouTube to create verified videos disseminating healthcare information that are favored in the search algorithm. Warren CJ, Sawhney R, Shah T, et al. YouTube and Men's Health: A Review of the Current Literature. Sex Med Rev 2021;9:280-288.

Redefining a sexual medicine paradigm: subclinical premature ejaculation as a new taxonomic entity

Premature ejaculation (PE) and poor ejaculatory control are multidimensional sexual symptoms estimated to affect almost one-third of men, severely impairing the overall quality of life of patients and their partners. However, patients who do not completely fulfil the definition criteria for PE rarely receive a diagnosis or adequate treatment, with the risk of subsequent progression from initial, subclinical symptoms to clinically overt PE, frequently with other sexual comorbidities. Thus, the current definitions of PE warrant review, in order to consider and propose a new taxonomy encompassing other unaddressed, crucial clinical aspects of PE. These newly proposed criteria include the recommendation for a primary screening for erectile dysfunction (ED), as PE and ED can be comorbid in up to 50% of patients but have never before been considered as a unified clinical entity. In order to facilitate clinical practice and improve clinical management of men with PE and comorbid conditions, we propose and define the new taxonomic clinical entities of subclinical PE (SPE) and loss of control of erection and ejaculation (LCEE). Application of these diagnoses to men who meet the criteria for SPE and/or LCEE, but not the overt conditions, could improve access to treatment for these patients and reduce progression to the more serious clinical disorder.

The Social Aspects of Sexual Health: A Twitter-Based Analysis of Valentine’s Day Perception

Sentiment analysis (SA) is a technique aimed at extracting opinions and sentiments through the analysis of text, often used in healthcare research to understand patients’ needs and interests. Data from social networks, such as Twitter, can provide useful insights on sexual behavior. We aimed to assess the perception of Valentine’s Day by performing SA on tweets we collected between 28 January and 13 February 2019. Analysis was done using ad hoc software. A total of 883,615 unique tweets containing the word “valentine” in their text were collected. Geo-localization was available for 48,918 tweets; most the tweets came from the US (36,889, 75.41%), the UK (2605, 5.33%) and Canada (1661, 3.4%). The number of tweets increased approaching February 14. “Love” was the most recurring word, appearing in 111,981 tweets, followed by “gift” (55,136), “special” (34,518) and “happy” (33,913). Overall, 7318 tweets mentioned “sex”: among these tweets, the most recurring words were “sexy” (2317 tweets), “love” (1394) and “gift” (679); words pertaining to intimacy and sexual activity, such as “lingerie”, “porn”, and “date” were less common. In conclusion, tweets about Valentine’s Day mostly focus on the emotions, or on the material aspect of the celebration, and the sexual aspect of Valentine’s Day is rarely mentioned.

Is It All in My Head? Self-reported Psychogenic Erectile Dysfunction and Depression Are Common Among Young Men Seeking Advice on Social Media

OBJECTIVE

To characterize themes of discussion and specific concerns expressed by users of an internet erectile dysfunction (ED) community using a mixed-methodology approach involving quantitative natural language processing (NLP) and qualitative annotation of content.

METHODS

We extracted posts and responses from the Reddit community r/ErectileDysfunction (3100 members) during June 2018 to May 2019. We applied an NLP technique called the meaning extraction method with principal component analysis to computationally identify themes of discussion. We manually annotated a subset (30%) of posts based on NLP-derived themes to evaluate specific content.

RESULTS

We analyzed 329 posts and 1702 responses. Meaning extraction method with principal component analysis identified key themes: hypogonadism symptoms, masturbation/sex, evaluation/treatment, alternative therapies, and partner factors (posts); and performance anxiety, hypogonadism evaluation, pornography, and pharmacotherapy (responses). Subset annotation of 100 posts revealed a median author age of 24 years (Interquartile Range (IQR): 20-31). 48% of discussants believed their ED was psychogenic, 38% reported depressive symptoms, and 2% mentioned self-harm/suicidality either attributed to or associated with their ED. 28% of discussants reported seeing a health care professional for ED, and 20% attempted abstinence from pornography/masturbation as a self-prescribed intervention.

CONCLUSION

Social media platforms like Reddit empower young men to discuss ED concerns. Fewer than one-third reported seeing a doctor for ED, suggesting that men turn to peers on the internet first, despite risk of misinformation. A majority attributed symptoms to psychological etiologies and excess pornography/masturbation. Depression, self-harm, and suicide emerged as potent concerns. These data underscore the importance of engaging proactively with young men, both in the consultation room and online.