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McManus TG, Wolfe BH, Novak HN. Memorable Messages about Pregnancy and Abortion from the Perspective of College-Enrolled Emerging Adults. HEALTH COMMUNICATION 2025; 40:880-893. [PMID: 39014866 DOI: 10.1080/10410236.2024.2378254] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/18/2024]
Abstract
Emerging adults are the age group in the U.S. most likely to become pregnant, have a child, receive abortions, and be most supportive of legal abortion. To gain insight into these seemingly contradictory facts and attitudes, this study examines emerging adults' memorable messages about abortion and pregnancy to understand the beliefs, norms, values, and expectations circulating for younger adults. Ninety-two emerging adult college students provided memorable messages about both abortion and pregnancy. Utilizing thematic co-occurrence analysis, messages about pregnancy and abortion were characterized by three themes: political ideologies of sex, healthcare experience, and life-changing. Emerging adults described the messages as making them feel knowledgeable, empowered, and scared. Two theoretical relationships were identified: (1) pregnancy is connected to the political ideologies of sex with reactions of feeling empowered and scared and (2) abortion is connected to the politics of sex and the reactions of feeling knowledgeable and scared. Theoretical implications for the theory of memorable messages and practical applications for emerging adults are discussed.
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Affiliation(s)
- Tara G McManus
- Department of Communication Studies, University of Nevada, Las Vegas
| | | | - Hannah N Novak
- Department of Communication Studies, University of Nevada, Las Vegas
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Groene N, Nickel A, Rohn AE. Insights on the Side Effects of Female Contraceptive Products From Online Drug Reviews: Natural Language Processing-Based Content Analysis. JMIR AI 2025; 4:e68809. [PMID: 40179373 PMCID: PMC12006776 DOI: 10.2196/68809] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/15/2024] [Revised: 02/25/2025] [Accepted: 03/07/2025] [Indexed: 04/05/2025]
Abstract
BACKGROUND Most online and social media discussions about birth control methods for women center on side effects, highlighting a demand for shared experiences with these products. Online user reviews and ratings of birth control products offer a largely untapped supplementary resource that could assist women and their partners in making informed contraception choices. OBJECTIVE This study sought to analyze women's online ratings and reviews of various birth control methods, focusing on side effects linked to low product ratings. METHODS Using natural language processing (NLP) for topic modeling and descriptive statistics, this study analyzes 19,506 unique reviews of female contraceptive products posted on the website Drugs.com. RESULTS Ratings vary widely across contraception types. Hormonal contraceptives with high systemic absorption, such as progestin-only pills and extended-cycle pills, received more unfavorable reviews than other methods and women frequently described menstrual irregularities, continuous bleeding, and weight gain associated with their administration. Intrauterine devices were generally rated more positively, although about 1 in 10 users reported severe cramps and pain, which were linked to very poor ratings. CONCLUSIONS While exploratory, this study highlights the potential of NLP in analyzing extensive online reviews to reveal insights into women's experiences with contraceptives and the impact of side effects on their overall well-being. In addition to results from clinical studies, NLP-derived insights from online reviews can provide complementary information for women and health care providers, despite possible biases in online reviews. The findings suggest a need for further research to validate links between specific side effects, contraceptive methods, and women's overall well-being.
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Affiliation(s)
- Nicole Groene
- Department for Health and Social Sciences, FOM University of Applied Sciences for Economics and Management, Essen, Germany
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Rubinsky V, Cooke-Jackson A. Interpersonal Abortion Conversations: Communication Characteristics Post- Roe. HEALTH COMMUNICATION 2025; 40:293-304. [PMID: 38629686 DOI: 10.1080/10410236.2024.2344281] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/31/2025]
Abstract
Abortion is a politicized and stigmatized health procedure that has received considerable attention in popular discourse in the past year. The present study investigated how often people (N = 235) talk about abortion throughout their lifespan and within the past 12 months, with whom they have these conversations, and which conversations were most memorable. Key findings from the present study, framed through the Theory of Memorable Messages and the Social Ecological Model, include that most participants had at least one conversation about abortion in the past 12 months. Within the past 12 months, the most common conversation partners for abortion-related communication were friends, followed by mothers and romantic partners. Over the lifespan, but prior to the past 12 months, a majority of participants had at least one conversation about abortion. Similarly, friends were the most frequent source of abortion-related communication over the lifespan, followed by mothers and romantic partners. Many of the conversations within the past 12 months focused heavily on the overturn of Roe v. Wade or navigating a post-Roe world with a body that could become pregnant, or as someone who cared about people who could become pregnant. Prior to the past 12 months, participants characterized abortion communication as tense, religious, pro-choice, descriptive of the women who might have abortions, relating to specific abortion disclosures, or political. Within the past 12 months, memorable conversations about abortion were personal or relational, and were often prompted by discussions surrounding Roe.
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Affiliation(s)
- Valerie Rubinsky
- Communication, Social Science Program, University of Maine at Augusta
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McManus TG, Rilinger C. The Influence of Attributions, Emotions, and Sexual Health Knowledge on Support Provision to Friends with Sexual Health Uncertainties. HEALTH COMMUNICATION 2025:1-21. [PMID: 39757470 DOI: 10.1080/10410236.2024.2447099] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/07/2025]
Abstract
When experiencing sexual health uncertainties, emerging adults often rely on friends for support; however, the support provided is not always helpful. This study situates support in response to uncertainty within appraisal and attribution theories to explain nurturant, informational, and tangible support provision. Study 1 coded 441 participants' responses to open-ended questions about a recent conversation about a friend's sexual health uncertainty. It revealed that stability and responsibility attributions were made, and fear was the most common emotion described. Desire to provide support and knowledge also were prominent themes. Study 2's online survey of 248 emerging adults indicated that the more support providers assigned blame for the sexual health uncertainty to the friend, the more fear support providers experienced, yet the more fear experienced, the more nurturant, informational, and tangible support they provided. Perceived sexual health knowledge diminished the association between blame attributions and support provision.
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Affiliation(s)
- Tara G McManus
- Department of Communication Studies, University of Nevada
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Hassan MM, Ameeq M, Tahir MH, Naz S, Fatima L, Kargbo A. Investigating socioeconomic disparities of Kangaroo mother care on preterm infant health outcomes. J Psychosom Obstet Gynaecol 2024; 45:2299982. [PMID: 38189314 DOI: 10.1080/0167482x.2023.2299982] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/31/2023] [Accepted: 12/22/2023] [Indexed: 01/09/2024] Open
Abstract
Several studies have been conducted to examine the complicated relationships between various factors that influence Kangaroo mother care (KMC) for preterm infants. However, the extended socio-economic model has not been seen in any of the previous studies that looked into the factors related to KMC and how it affects the health outcomes of babies born before in our study population. This study examines the various dimensions of KMC implementation and its influence on the health outcomes of premature infants. The current cross-sectional study was carried out in South Punjab, Pakistan, covering both private and public KMC units in obstetrics and gynecology departments. The study included a sample size of 719 patients and was conducted during a period covering 21 September 2022 to 14 October 2023. Multinomial logistic regression analysis is employed to ascertain the factors by using SPSS-26 (SPSS Inc., Chicago, IL). The use of folic acid (OR: 1.44; 95% CI: 0.87-3.11) and factor anemia (OR: 8.82; 95% CI: 1.69-14.59) no significantly correlated with better health outcomes, while environmental toxin exposure had a negative impact (OR: 0.90). The findings underscore the need for comprehensive interventions and policies to bridge socioeconomic gaps, ensuring all preterm infants benefit from KMC.
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Affiliation(s)
| | - Muhammad Ameeq
- Department of Statistics, The Islamia University, Bahawalpur, Pakistan
| | - M H Tahir
- Department of Statistics, The Islamia University, Bahawalpur, Pakistan
| | - Sidra Naz
- Department of Statistics, The Islamia University, Bahawalpur, Pakistan
| | - Laraib Fatima
- National College of Business Administration and Economics, Lahore, Pakistan
| | - Alpha Kargbo
- Department of Physical and Natural Sciences, University of The Gambia, Serrekunda, The Gambia
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Romeo BG, Bevan JL. Using the Disclosure Decision-Making Model to Examine Patient Confusion Disclosure. HEALTH COMMUNICATION 2024; 39:2290-2297. [PMID: 37798842 DOI: 10.1080/10410236.2023.2265121] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/07/2023]
Abstract
The disclosure decision-making model (DD-MM) has been heavily explored within its initially proposed scope. Fewer known studies have tested the DD-MM's boundaries by assessing the model's application beyond close personal relationships, and none have explored it in a context outside of long-term health conditions. The current study investigates the disclosure decision-making process of patients to their healthcare providers when they experience situational confusion. A primarily quantitative online survey analyzed data from 251 U.S. adults who felt confusion during a recent appointment with their healthcare provider. Findings indicate that, although stigma and perceived disclosure efficacy impacted patient confusion disclosure as anticipated, anticipated response and relational quality (i.e., receiver assessments) did not play a significant role in disclosure. Stigma, anticipated response, and perceived disclosure efficacy were all related to remaining patient confusion as expected. This study contributes to our understanding of the scope of disclosure decision-making model as well as the to-date overlooked nuances of situational patient confusion: what impacts confusion disclosure and its likelihood to remain beyond the appointment's end. Limitations, implications, and future directions are discussed.
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Pleasants E, Whitfield B, Pleasure ZH, Larsen C, Johnson D, Steiner RJ, Lindberg LD. Adolescents and Young Adults' Sources of Contraceptive Information. JAMA Netw Open 2024; 7:e2433310. [PMID: 39269706 PMCID: PMC11400216 DOI: 10.1001/jamanetworkopen.2024.33310] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 09/15/2024] Open
Abstract
This cross-sectional study examines whether there is an association between adolescents and young adults’ preferred and actual sources of contraceptive information and reporting sufficient contraceptive information.
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Affiliation(s)
| | | | - Zoe H Pleasure
- University of Washington School of Public Health, Seattle
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Basinger ED, Quinlan MM, Rawlings M. Memorable Messages About Fat Bodies Before, During, and After Pregnancy. HEALTH COMMUNICATION 2023; 38:3069-3079. [PMID: 36199193 DOI: 10.1080/10410236.2022.2131982] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/16/2023]
Abstract
Weight bias is prevalent for people in large bodies who are trying to conceive, pregnant, or postpartum. Using the theory of memorable messages as a framework, we explored the sources, valence, and content of messages that fat individuals (N = 237) recalled about their bodies before pregnancy through the postpartum stage. The most common source of memorable messages was healthcare providers, and most (77.2%) messages were negatively valenced. Thematic analysis revealed four overarching themes (fat mothers are bad mothers, denial of competent treatment, weight-normative commentary on fat bodies, and weight-inclusive counter-narratives). Our findings illuminate the significance of patient-practitioner communication across the pregnancy trajectory and highlight how counter-narratives can disrupt negative messages about fat pregnancy.
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Affiliation(s)
- Erin D Basinger
- Department of Communication Studies, University of North Carolina at Charlotte
| | - Margaret M Quinlan
- Department of Communication Studies, University of North Carolina at Charlotte
| | - Margaret Rawlings
- Department of Communication Studies, University of North Carolina at Charlotte
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Pleasants E, Ryan JH, Ren C, Prata N, Gomez AM, Marshall C. Exploring Language Used in Posts on r/birthcontrol: Case Study Using Data From Reddit Posts and Natural Language Processing to Advance Contraception Research. J Med Internet Res 2023; 25:e46342. [PMID: 37389907 PMCID: PMC10365572 DOI: 10.2196/46342] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2023] [Revised: 05/12/2023] [Accepted: 06/02/2023] [Indexed: 07/01/2023] Open
Abstract
BACKGROUND Contraceptive choice is central to reproductive autonomy. The internet, including social networking sites like Reddit, is an important resource for people seeking contraceptive information and support. A subreddit dedicated to contraception, r/birthcontrol, provides a platform for people to post about contraception. OBJECTIVE This study explored the use of r/birthcontrol, from the inception of the subreddit through the end of 2020. We describe the web-based community, identify distinctive interests and themes based upon the textual content of posts, and explore the content of posts with the most user engagement (ie, "popular" posts). METHODS Data were obtained from the PushShift Reddit application programming interface from the establishment of r/birthcontrol to the start date of analysis (July 21, 2011, to December 31, 2020). User interactions within the subreddit were analyzed to describe community use over time, specifically the commonality of use based on the volume of posts, the length of posts (character count), and the proportion of posts with any and each flair applied. "Popular" posts on r/birthcontrol were determined based on the number of comments and "scores," or upvotes minus downvotes; popular posts had 9 comments and a score of ≥3. Term Frequency-Inverse Document Frequency (TF-IDF) analyses were run on all posts with flairs applied, posts within each flair group, and popular posts within each flair group to characterize and compare the distinctive language used in each group. RESULTS There were 105,485 posts to r/birthcontrol during the study period, with the volume of posts increasing over time. Within the time frame for which flairs were available on r/birthcontrol (after February 4, 2016), users applied flairs to 78% (n=73,426) of posts. Most posts contained exclusively textual content (n=66,071, 96%), had comments (n=59,189, 86%), and had a score (n=66,071, 96%). Posts averaged 731 characters in length (median 555). "SideEffects!?" was the most frequently used flair overall (n=27,530, 40%), while "Experience" (n=719, 31%) and "SideEffects!?" (n=672, 29%) were most common among popular posts. TF-IDF analyses of all posts showed interest in contraceptive methods, menstrual experiences, timing, feelings, and unprotected sex. While TF-IDF results for posts with each flair varied, the contraceptive pill, menstrual experiences, and timing were discussed across flair groups. Among popular posts, intrauterine devices and contraceptive use experiences were often discussed. CONCLUSIONS People commonly wrote about contraceptive side effects and experiences using methods, highlighting the value of r/birthcontrol as a space to post about aspects of contraceptive use that are not well addressed by clinical contraceptive counseling. The value of real-time, open-access data on contraceptive users' interests is especially high given the shifting landscape of and increasing constraints on reproductive health care in the United States.
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Affiliation(s)
- Elizabeth Pleasants
- School of Public Health, University of California, Berkeley, CA, United States
| | - Julia Holmes Ryan
- School of Public Health, University of California, Berkeley, CA, United States
| | - Cheng Ren
- School of Social Welfare, University of California, Berkeley, CA, United States
| | - Ndola Prata
- School of Public Health, University of California, Berkeley, CA, United States
| | | | - Cassondra Marshall
- School of Public Health, University of California, Berkeley, CA, United States
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Gray LJ, Durand H. Experiences of dysmenorrhea and its treatment among allistic and autistic menstruators: a thematic analysis. BMC Womens Health 2023; 23:288. [PMID: 37231369 DOI: 10.1186/s12905-023-02370-8] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2022] [Accepted: 04/17/2023] [Indexed: 05/27/2023] Open
Abstract
BACKGROUND Dysmenorrhea (i.e., period pain) is common and debilitating. Autistic people are known to experience pain differently, yet little is known about the menstrual pain experiences of autistic menstruators relative to non-autistic peers. This study aimed to explore the experience of period pain and treatment uptake for period pain among allistic and autistic populations. METHODS This study used a qualitative design and opportunity sampling approach. Thirty-seven participants (of whom 17 were autistic) were interviewed via video-conferencing software using a semi-structured topic guide. Transcriptions of interviews were analysed using Braun and Clarke's Reflexive Thematic Analysis. Data were initially analysed together for common themes. Autistic menstruators' data was subsequently analysed separately to elucidate the unique experiences of this group. RESULTS A total of six themes were constructed from the data. Initial analysis determined three themes related to experiences of period pain and treatment uptake in both allistic and autistic menstruators. Social perception of menstruation was discussed, highlighting the normalisation of pain, the taboo nature, and gendered experience of menstruation, contributing to untreated menstrual pain. Issues within menstrual healthcare were also shared, including experiences of ineffective treatment, dismissive interactions, and insufficient menstrual education. Impaired functionality was repeatedly highlighted, with menstruators detailing significant limitations to their usual functioning due to menstrual pain and ineffective treatment. Three further themes were constructed from separate analysis of data from autistic menstruators. Autistic menstruators discussed the impact of menstruation on their sensory experiences and needs, with many identifying overstimulation during menstruation. Social exclusion was discussed as a factor contributing to the experience of menstrual pain and poor treatment uptake. The final theme identified pain communication differences between autistic and allistic menstruators resulting in reports of ineffective treatment and challenges in healthcare interactions. CONCLUSIONS Communication differences, sensory aspects, and social factors contributed to the experience of period pain and treatment uptake for autistic menstruators. The perception of menstruation within society was highlighted by allistic and autistic menstruators as influential to their pain experience and engagement with treatment. Functionality was significantly impacted by pain for this sample. The study highlights societal and healthcare factors that could be improved to ensure accessibility of support and treatment for menstrual issues.
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Affiliation(s)
- Lauren J Gray
- Division of Psychology, Faculty of Natural Sciences, University of Stirling, Stirling, Scotland
- Department of Psychology, School of Health and Life Sciences, Glasgow Caledonian University, Glasgow, Scotland
| | - Hannah Durand
- Division of Psychology, Faculty of Natural Sciences, University of Stirling, Stirling, Scotland.
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