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

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          Abstract

          Introduction

          Twitter is a social network based on “tweets,” short messages of up to 280 characters. Social media has been investigated in health care research to ascertain positive or negative feelings associated with several conditions but never in sexual medicine.

          Aim

          To assess perceptions related to erectile dysfunction (ED) and premature ejaculation (PE) among Twitter users.

          Methods

          Data collection was performed on a daily basis between May 24–October 9, 2018 (138 days) via an automated script. Data collection was then performed after data cleaning. The statistical software R and the rtweet packages were used in both phases.

          Results

          We collected 11,000 unique tweets for PE and 30,546 unique tweets for ED. After data cleaning, we analyzed 7,020 tweets on PE and 22,648 tweets on ED by analyzing the most recurring words and the clusters describing word associations. The most popular words for ED were “Treatment,” “Health,” and “Viagra,” whereas “Sex,” “Sexual,” and “Cure” were the top 3 for PE. Word clusters suggest the presence of some recurring themes, such as medical terms being grouped together. Additionally, tweets reflect the general feelings triggered by specific events, such as pieces of news pertaining to sexual dysfunctions.

          Clinical Implications

          Tweets on sexual dysfunctions are posted every day, with more tweets on ED than on PE. Treatment is among the chief topics discussed for both conditions, although health concerns differ between PE and DE tweets.

          Strength and Limitations

          This is the first analysis conducted on Tweets in the field of andrology and sexual medicine. A significant number of tweets were collected and analyzed. However, quantitative assessment of the sentiment was not feasible.

          Conclusion

          Sexual dysfunctions are openly discussed on social media, and Twitter analysis could help understand the needs and interests of the general population on these themes.

          Sansone A, Cignarelli A, Ciocca G, et al. The Sentiment Analysis of Tweets as a New Tool to Measure Public Perception of Male Erectile and Ejaculatory Dysfunctions. Sex Med 2019;7:464–471.

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          Most cited references32

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          Impotence and its medical and psychosocial correlates: results of the Massachusetts Male Aging Study.

          We provide current, normative data on the prevalence of impotence, and its physiological and psychosocial correlates in a general population using results from the Massachusetts Male Aging Study. The Massachusetts Male Aging Study was a community based, random sample observational survey of noninstitutionalized men 40 to 70 years old conducted from 1987 to 1989 in cities and towns near Boston, Massachusetts. Blood samples, physiological measures, socio-demographic variables, psychological indexes, and information on health status, medications, smoking and lifestyle were collected by trained interviewers in the subject's home. A self-administered sexual activity questionnaire was used to characterize erectile potency. The combined prevalence of minimal, moderate and complete impotence was 52%. The prevalence of complete impotence tripled from 5 to 15% between subject ages 40 and 70 years. Subject age was the variable most strongly associated with impotence. After adjustment for age, a higher probability of impotence was directly correlated with heart disease, hypertension, diabetes, associated medications, and indexes of anger and depression, and inversely correlated with serum dehydroepiandrosterone, high density lipoprotein cholesterol and an index of dominant personality. Cigarette smoking was associated with a greater probability of complete impotence in men with heart disease and hypertension. We conclude that impotence is a major health concern in light of the high prevalence, is strongly associated with age, has multiple determinants, including some risk factors for vascular disease, and may be due partly to modifiable para-aging phenomena.
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            tidytext: Text Mining and Analysis Using Tidy Data Principles in R

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              The Premature Ejaculation Prevalence and Attitudes (PEPA) survey: prevalence, comorbidities, and professional help-seeking.

              This study evaluated the associated comorbidities and patient satisfaction with treatment options for premature ejaculation (PE), a common sexual dysfunction. A comprehensive, Internet-based survey (the PE Prevalence and Attitudes [PEPA] survey) was conducted among men ages 18-70 in the United States, Germany, and Italy (n=12,133). Men were classified as having PE based on self-report of low or absent control over ejaculation, resulting in distress for them or their sexual partner or both. The prevalence of PE was 22.7% (24.0% in the United States, 20.3% in Germany, and 20.0% in Italy) and did not vary significantly with age among men over age 24 yr. Men with PE were more likely to self-report other sexual dysfunctions (e.g., anorgasmia, low libido, erectile dysfunction) and psychological disturbances (e.g., depression, anxiety, excessive stress) than men without PE (p 70%) and most likely to have used (>50%) special positions during sex, interrupted stimulation, masturbation, and having intercourse more often than usual to manage their PE. Only 9.0% of men with PE reported having consulted a physician for the condition; 81.9% had to initiate the conversation about PE and 91.5% reported little or no improvement as a result of seeking treatment. PE is a highly prevalent sexual problem, with significant sexual and psychological comorbidities. Most men with PE do not seek assistance from their physician, and most of those who do are not satisfied with the results.
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                Author and article information

                Contributors
                Journal
                Sex Med
                Sex Med
                Sexual Medicine
                Elsevier
                2050-1161
                05 August 2019
                December 2019
                05 August 2019
                : 7
                : 4
                : 464-471
                Affiliations
                [1 ]Department of Experimental Medicine, Section of Medical Pathophysiology, Food Science and Endocrinology, Sapienza University of Rome, Rome, Italy
                [2 ]Department of Emergency and Organ Transplantation, Section of Internal Medicine, Endocrinology, Andrology, and Metabolic Diseases, University of Bari Aldo Moro, Bari, Italy
                [3 ]Endocrinology and Sexual Medicine (ENDOSEX), Department of Systems Medicine, University of Rome Tor Vergata, Rome, Italy
                Author notes
                [] Corresponding Author: Prof. Emmanuele A. Jannini, MD, PhD, Chair of Endocrinology and Sexual Medicine (ENDOSEX), Department of Systems Medicine, University of Rome Tor Vergata, Rome, Italy. Tel: 390672596613 eajannini@ 123456gmail.com
                [∗]

                These authors contributed equally to this work.

                Article
                S2050-1161(19)30085-6
                10.1016/j.esxm.2019.07.001
                6963121
                31395527
                0c01894e-5a3f-47f2-842e-6ba935570946
                © 2019 The Authors

                This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).

                History
                : 9 May 2019
                : 8 July 2019
                Categories
                Men's Sexual Health

                twitter,sentiment analysis,premature ejaculation,erectile dysfunction,sexual dysfunction,public perception

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