CH-4 MENTAL HEALTH PREDICTION IN CHILDREN USING THE SOCIAL MEDIA CONTENT

Introduction: Mental health is now a crucial part of leading a fulfilling life. People without proper mental health maintenance cannot live well. It\u27s not just adults who face this issue; nowadays, these cases are also visible in young people, especially those using social media or visiting specific types of online content. There is a high chance that we can identify this behavior early and prevent them from accessing harmful content or help them get the necessary support from adults. Research question: Is it possible to find the early stage of mental health, especially depression or anxiety, in children or young people based on the social media content they are watching or the type of content they are visiting? Methods: Developing a model that helps to flag the type of content they are watching or visiting and flag them of different levels of affect it has on the people or what way it is affecting them and then based on the data, we will train the model for predicting and also protection model Biggest question: The data privacy. No one wants to share the type of content they are visiting or watching, even if we track them How much concern is it that some one is seeing what you are going through? So we have to go through a vigorous process so that data is protected and not used against certain individuals Basically, it’s a kids YouTube how can parents see what type of content the kids are watching? Results: We can identify the people who are facing mental issues beforehand, help them out and also protect children from the dangerous content they are watchin

BS-3 Generative AI in Real Estate: Leveraging Generative AI for Smarter Property Investment

Traditionally, real estate investment strategies relied on approaches such as buy-and-hold, fix-and-flip, and rental income, each with inherent risks related to market fluctuations, interest rate changes, and other limitations. These challenges can make it difficult to identify profitable opportunities in a competitive market, as well as present limitations on an investor\u27s knowledge and ability to analyze large datasets related to an investment area. With the evolving landscape in today’s world with the emergence of more sophisticated Artificial Intelligence (AI), generative AI can revolutionize the world of real estate by revolutionizing market analysis, property valuation, risk assessment, and investment strategies. This research explores the different ways generative AI and real estate investments intersect, and how generative AI can be used as an investment strategy for smarter property investments. Generative AI aids in addressing previous challenges revolving around real estate investments by enabling inventors to make informed decisions based on historical data. AI also has the ability to analyze market trends, property valuations, and analyze neighborhood dynamics to identify undervalued properties with high-return opportunities. Additionally, AI can be used to help those renting out properties by assessing the financial stability and rental history of potential renters, thus reducing turnover rates and evictions. Overall, with predictive models that assess economic indicators and market conditions, coupling current data with historical data, generative AI helps investors reduce bad investment risks and increase the odds of maximizing returns. This research paper aims to discuss the various applications of generative AI in real estate by providing insights into how generative AI can improve decision-making, reduce costs, and increase profitable returns for investors in both residential and commercial markets

Early Motor and Language Development in Infants at Elevated Likelihood for Autism

During the early stages of infant development, various emerging skills set the foundation for more complex abilities. One such connection is the development of motor skills, which play a crucial role in influencing language outcomes later in the infants\u27 first year. Although these developmental cascades are well understood in typically-developing populations, less is known about the cascade in infants at elevated likelihood for autism spectrum disorder (ASD). Many infants who are later diagnosed with ASD have motor delays or language delays, suggesting that the cascade from motor to language may not be typical in this population. Additionally, little is known about how motor abilities may impact later social communication abilities, not just language abilities. This study therefore aims to explore the relationship between motor behaviors during play with a parent and motor abilities at 8 months with social communication at 18 months in infants at elevated likelihood for ASD. Touch behaviors to toys were assessed during a parent-infant toy play session while equipped with head-mounted eye-trackers. Motor abilities were assessed with the Early Motor Questionnaire, and social communication abilities were assessed with the Communication and Social Behavior Scales. We found no relationship between motor behaviors or motor abilities with social communication. Our results suggest that the developmental cascade from motor to language may not be present in infants at an elevated likelihood for ASD or may not extend to social communication abilities

Flux Crystal Growth of a Series of Calcium Rare Earth Silicate Chlorides Calnsio\u3csub\u3e4\u3c/sub\u3eCl (Ln = Pr, Nd, Sm, Eu, Gd, and Tb): Mixed Anion Materials with a Spodiosite-Type Structure

A series of calcium rare earth silicate chlorides, CaLnSiO4Cl (Ln = Pr, Nd, Sm, Eu, Gd, and Tb), was obtained as single crystals from flux crystal growth. The structures were determined by single crystal X-ray diffraction and were found to be related to the spodiosite/Wagnerite mineral structure, Ca2PO4F. The obtained compositions are variations of the spodiosite structure that result from two simultaneous elemental substitutions. Replacing one calcium for one rare earth element and the simultaneous replacement of one VO43− or PO43− with one SiO44−. CaEuSiO4Cl was found to luminesce, and its photoluminescence spectrum is reported

An Analysis of Potential Factors Influencing College Sport Communicators Feels of Being Overworked and Underappreciated

CSCs play pivotal roles, balancing the preservation of student-athlete narratives with the real-time demands of media-driven communication. However, a persistent challenge has emerged: many CSCs experience a pronounced sense of being overworked and undervalued. This study aims to explore predictors contributing to CSCs\u27 feelings of being overworked and underappreciated, investigating factors like years of experience, career motivations, reasons for institutional selection, and tenure plans to understand their impact on CSCs\u27 perceptions before employment. Researchers sent a survey instrument that included Likert scale, closed-ended items related to feelings over being overworked and underappreciated to CSCs. The primary analysis involved an independent samples t-test, additionally, a one-way analysis of variance was conducted to assess years of experience reported by participants and related responses to being overworked and under-appreciated. In terms of the impact of tenure plan on CSC feelings of being overworked and underappreciated, the relationship with coaches and athletes appeared paramount across tenure intention groups. Further, CSCs tended to value coaches and athletes understanding their job as well. However, in terms of reason for entering the industry or taking a specific role, there appeared to be limited patterns within the data

Self-Determined Strategies for Physical Activity Motivation Among Women with Polycystic Ovary Syndrome

BACKGROUND: According to clinical practice guidelines for polycystic ovary syndrome, first-line treatment includes performing 150 min of moderate-to-vigorous physical activity on most days of the week plus at least 2 days of resistance training. However, \u3c 40% of women with polycystic ovary syndrome engage in regular physical activity, and about 60% are sedentary. Research evidence supports theory-informed physical activity interventions to improve motivation for physical activity. This study examined the fit of a behavioral change theory for women with polycystic ovary syndrome. OBJECTIVES: The purposes of this qualitative study were to analyze physical activity barriers through the lens of self-determination theory and identify motivational strategies that may promote initiation and maintenance of physical activity among women with polycystic ovary syndrome. DESIGN: The study involved a qualitative, descriptive design using theory-driven thematic analysis. METHODS: After emailing a demographic questionnaire and Personal Health Questionnaire-8 to screen for depressive symptoms, participants (n = 7) met three times via Zoom during the summer of 2021. Meetings were audio-recorded, transcribed, and analyzed. RESULTS: Participants were aged 33.9 (±8.1) years, premenopausal, mostly White (71%), educated (100% with at least some college), employed full-time (86%), and married (86%) with a mean depressive symptoms score of 6.4 (±3.4) indicating mild depression. Strategies such as a buddy system, physician support, technology, and behavioral change techniques are necessary to meet the psychological needs of autonomy, competence, and relatedness among women with polycystic ovary syndrome to help increase exercise motivation. CONCLUSION: Findings supported the use of self-determination theory by emphasizing that the social context of polycystic ovary syndrome can undermine physical activity behavior. Thus, physical activity interventions should consider the social context, peer support system, and mental health status of women with polycystic ovary syndrome, and include tailored programs and motivational strategies to help meet the psychological needs of autonomy, competence, and relatedness

Neighborhood Disinvestment and Racial and Ethnic Disparities in Peripartum Cardiomyopathy in California, from 2004 to 2019

BACKGROUND: Peripartum cardiomyopathy (PPCM) is a rare medical condition presenting as idiopathic heart failure. The aim of this study was to (1) examine the contribution of neighborhood disinvestment to PPCM risk and to racial and ethnic disparities in PPCM; (2) examine the extent to which sociodemographic factors and chronic hypertension explain these outcomes; and (3) describe severe maternal morbidity cases and the timing of PPCM. METHODS: We conducted an observational cohort study using vital records longitudinally linked with hospital discharge records for mothers and infants up to 9 months postpartum for births in California from 1997 to 2019. Using the Neighborhood Deprivation Index as a proxy measure for neighborhood disinvestment, we sequentially adjusted multivariable logistic regression models to estimate the association of Neighborhood Deprivation Index and race and ethnicity with PPCM. RESULTS: Our study included 7 354 662 births and 918 (0.012%) PPCM cases. Those residing in neighborhoods with higher disinvestment had an increased odds of PPCM (OR [95% CI] Quartile 2: 1.2 [1.0–1.5]; Quartile 3: 1.7 [1.4–2.1]; Quartile 4: 1.5 [1.2–1.9]). When considering the contribution of Neighborhood Deprivation Index to racial and ethnic disparities in PPCM, the odds ratio slightly decreased for Non-Hispanic Black births from 3.8 (3.1–4.6) to 3.4 (2.8–4.1). For chronic hypertension in Non-Hispanic Black births there was a slight decrease in odds from 3.4 (2.8–4.1) to 3.1 (2.6–3.8). The severe maternal morbidity indicator with the highest frequency was pulmonary edema/acute heart failure. CONCLUSIONS: Our results show that neighborhood deprivation and pre-pregnancy hypertension partially explain PPCM risk but does not explain the racial or ethnic disparity. Future research should examine the impact of specific measures of neighborhood deprivation on the racial and ethnic disparity in outcomes such as PPCM

Genetic Counseling as an Emerging Global Profession: Exploring Commonalities and Collaborations Among 15 Countries

Since 1969, the genetic counseling profession has expanded to almost 50 countries and is now considered a global profession. This paper’s goal was to explore the evolution of genetic counseling over time and among varied countries and to identify common themes in the establishment of the profession internationally. Each country known to have practicing genetic counselors was sorted into one of five categories: the first four were by the first training program’s establishment year, and the fifth included countries with genetic counselors but no domestic training program. Three countries from each category were selected to be highlighted based on factors such as geographic location, history of the profession, influential cultural factors, and additional available information. Literature review was the primary source of details, supplemented by website exploration and personal communication with representatives of some countries. Predominant themes included (a) collaborations between countries facilitated the establishment of some training programs and professional organizations representing genetic counselors; (b) laws that recognize the profession were beneficial to the development of the profession, and laws that restrict practice were deterrents; and (c) cultural and social nuances within countries influence the execution of genetic counseling services. Overall, each country is unique in its history of the profession, establishment of training programs, and employment of genetic counselors. This is an early exploration comparing the development of genetic counseling between countries using published data. It is evident that continued collaborations may promote further development of the profession and increase accessibility to appropriately trained genetic counselors globally

Scramble

Scramble is an exploration of resilience and the human experience, this essay centers around one powerful word, intertwining memories of family, struggle, and personal growth. It reflects on the choices we make and the messiness of life, capturing the enduring spirit that drives us to keep moving forward. Through storytelling, this piece invites readers to ponder the complexities of existence, revealing how a single word can encapsulate our deepest struggles and triumphs