United States

Abstract Title: A Systematic Review on Women’s Health in Abortion Legalized vs. Abortion Prohibited Nations
Background: On June 24, 2022, the US Supreme Court overturned the landmark 1973 Roe v. Wade decision that affirmed the constitutional right to abortion. This study compares trends in women’s health and unmet contraceptive needs between abortion legalized and prohibited nations, as of July 20, 2022.
Methods: A systematic review of data obtained from literature searches in Cochrane library, EMBASE, Medline, Guttmacher Institute, United Nations Children’s Fund (UNICEF) and World Health Organization (WHO) databases.
Results: Among 195 nations in the world, 16 each were grouped into two categories. Group one included 16 nations where abortion is legalized, and group two included 16 nations where abortion is prohibited, with exceptions only in cases to save the pregnant person’s life. The mean adolescent birth rate per 1000 women aged 15-19 years was 13.7 (range, 3.53- 51.8) in abortion legal group compared to 77.9 (range, 49.5-142.8) in abortion illegal group. Further, while 50% of unintended pregnancies ended in abortion in abortion legalized nations, only 38.5% were terminated in abortion illegal countries. In addition, it was observed that there was a 12% to 74% unmet need for contraceptive and abortive services among abortion prohibited nations. The mean maternal age at first birth was 27 years in abortion legal group compared to 21 years in abortion illegal group. The mean maternal mortality rate per 100,000 live births was 43 among abortion legal group while it was 263.8 among abortion illegal group. Overall, average female literacy rate was 96.8% in abortion legal group compared to 68.8% in abortion illegal group. It was also noted that the average adolescent birth rates were as low as 0.29 in nations having established unrestricted abortion laws that date back to 1960.
Conclusion: The high adolescent birth and maternal mortality rates alongside lower female literacy rates in abortion prohibited nations raises serious concerns about women’s health and restricted opportunities for higher education. Further research is needed to evaluate if liberalizing abortion policies would help improve women’s health and literacy.

AMA Research Challenge 2022

A Systematic Review on Women’s Health in Abortion Legalized vs. Abortion Prohibited Nations

We are inviting nursing administrators, faculty members, instructors, and students to attend this conference, which will feature current directions and priorities for the Uvic and College Partners BSN curriculum, and feature scholarship from throughout our partnership.


The conference will serve as a venue for professional development, scholarship, networking with colleagues.

### Situating Ourselves in Nursing Education: Exploring Emerging Directions
### 

The conference website will open on June 21st, after which time you will receive an email invitation from Underline Science that will allow you to access the website. 

## **Register Here**
Registration is required to attend this event, please use the link below to get your ticket:

https://events.eply.com/2022partnersconference

Registration Is Required

University of Victoria and College Partners BSN Virtual Conference

poster

Welcome to the largest national, multi-specialty research event **featuring research from 750 medical students, residents and fellows, and international medical graduates.**


#### Event Details
The 2022 American Medical Association Research Challenge includes a poster symposium hall and a semifinals hall with the top scored research. Log in at any time throughout the event to:
* **View posters and presentations** on a variety of topics and specialties
* **Score posters in the semifinals** to help decide the top five finalists (AMA member exclusive opportunity)
* **Connect with participants** and provide feedback to help advance their research

At the conclusion of this event, the AMA will announce the top five finalists who will advance to the AMA Research Challenge finals, present their research to an elite panel of judges and compete to win a $10,000 grand prize sponsored by Laurel Road.
 

#### Attend Live Forums
**Oct. 20, 6 — 7 p.m. Central**
 **How to plan a career in academic medicine** 
 Learn how to plan a career in academic medicine and get your questions answered. [Access Here](https://underline.io/events/363/lounge)
 
 **Speakers**
![](https://assets.underline.io/uploads/markdown_image/1/image/d5adb133dfc58eb0a6d469e9cedcd5d4.jpg)
Ricardo Correa, MD, EdD
![](https://assets.underline.io/uploads/markdown_image/1/image/5f9437ab87861538bf02b9ca7c0d926e.jpg)
Stuart M. Greenstein, MD
![](https://assets.underline.io/uploads/markdown_image/1/image/05b1b637c99286d558c371f8e8b185ce.jpg)
Stephanie Strohbeen, MD
 
 **Oct. 22, 11 a.m. — Noon Central**
 **How to get published**
 Learn tips to get your research published and get your questions answered. [Access Here](https://underline.io/events/363/lounge)
 
 **Speakers**
![](https://assets.underline.io/uploads/markdown_image/1/image/8ce6235e957d31cb5e6f9097cc6f6972.jpg)
Jessica Li, MD/PhD Candidate
![](https://assets.underline.io/uploads/markdown_image/1/image/9950ef2e0237f54cb3d8280334d42491.jpg)
Charles Lopresto, DO

### Sponsor
AMA would like to thank Laurel Road for sponsoring a $10,000 grand prize for the winner of the AMA Research Challenge. Laurel Road is not involved in the judging or scoring process to select the winner. The winner will be announced on Dec. 7 during the AMA Research Challenge finals. Payment of the grand prize will be directly from Laurel Road. See the AMA Research Challenge Official Rules for terms and conditions.

![](https://assets.underline.io/uploads/markdown_image/1/image/611e331d4a0eba0920f240cfc04b4d77.png)

**There is no registration fee for this event! **

Register to explore research in a variety of topics. AMA members get exclusive access to score posters in the semifinals.

**Please use the link below to register for free if you have not already done so:**

https://www.ama-assn.org/about/events/ama-research-challenge

Welcome to the largest national, multi-specialty research event featuring research from 750 medical students, residents and fellows, and international medical graduates.


Title: Analysis of Blood Pressure Readings Among the Unsheltered Population of Miami-Dade County
Background: Hypertension (HTN) can lead to adverse cardiovascular sequelae without appropriate management. People experiencing homelessness (PEH) are at increased risk of acute and chronic diseases, yet have poor access to HTN monitoring. Little is known about prevalence of HTN among unsheltered PEH. Our objective is to assess baseline HTN characteristics in the unsheltered PEH population of Miami-Dade County. 
Methods: Blood Pressure (BP) measurements were obtained by in-person clinic “street runs” where medical providers meet with unsheltered PEH in non-clinical environments such as overpasses and encampments. Vitals were recorded in RedCap electronic medical record system. Centers for Disease Control National Health and Nutrition Examination Survey (NHANES) 2017 – 2020 pre-pandemic data set represented the general population. Descriptive statistics and independent sample t-test comparisons were performed using SPSS v26. 
Results: BP was reported in 145 interactions – participant mean age 56.2 years (SD 10.5), 79.8% Male. The total average systolic BP (SBP) 140.14 (SD 22.28), diastolic BP (DBP) 87.99 (SD 12.74). Average visit 1 (N = 94) SBP 141.10 (SD 22.82), DBP 88.46 (SD 13.24). Average visit 2 (N= 22) SBP 145.45 (SD 21.69), DBP 89.82 (SD 12.45). No significant difference was found between visits 1 and 2. Elevated BP at two visits established formal HTN diagnosis, as defined by American College of Cardiology criteria. NHANES average SBP 119.81 (SD 19.38), DBP 71.61 (SD 12.02). NHANES data compared to average Visit 1 BP showed PEH to have significantly higher SBP (p<0.0001), DBP (p<0.0001). Age and gender stratification furthered internal validation. The average BP measurements of unsheltered PEH at clinic was in American Heart Association’s HTN Stage 2 category. 
Conclusion: BP of the PEH surveyed were higher than in the general population and within pathological staging criteria for HTN. Steady results from multiple visits suggest compounding factors beyond access to care: polysubstance use disorder, smoking, poor and unbalanced nutrition, chronic stress of being unsheltered. Future studies comparing unsheltered vs sheltered PEH could elucidate more information on risks and management of this deadly and preventable disease.

Analysis of Blood Pressure Readings Among the Unsheltered Population of Miami-Dade County

Background: Moderators of now-banned r/nonewnormal described its aims as the “free exchange of ideas and debate”, but it often hosted topics such as vaccine misinformation and questioning COVID-19 death report legitimacy. Previous studies on Reddit vaccine sentiment found that conglomerates of COVID-19 related subreddits had overall positive sentiment. However, no study analyzed specific characteristics of individual misinformation and information subreddits, such as r/nonewnormal and r/Coronavirus, respectively.

Methods: This study analyzed Reddit comments from 7/2020-6/2021 that are publicly available at http://files.pushshift.io/reddit/comments/ for similarity and topic analyses using Rstudio. For subreddit similarity, we counted distinct users commenting on a subreddit 10 or more times, to ensure consistent engagement. Subreddits were ranked by overlapping users with r/nonewnormal and r/Coronavirus to determine similarity. The 50 most popular subreddits overall were excluded because they target broad topics (e.g. r/news) that users engage, regardless of interests. Topic popularity in both subreddits was determined by incidence of the words “vaccine”, “lockdown”, “mask”, and “quarantine”. Word aliases were also counted (e.g. Vax for vaccine).

Results: The most similar subreddits to r/nonewnormal serially were r/LockdownSkepticism, r/Coronavirus, r/conspiracy, r/Conservative, and r/PoliticalCompassMemes. For r/Coronavirus the most similar serially were r/nottheonion, r/insanepeoplefacebook, r/PoliticalHumor, r/technology, and r/trashy. The topic analysis showed that in r/nonewnormal the difference in incidence of “vaccine” (+19,175) and “mask” (+7346) increased from 7/2020-6/2021 while “quarantine” (+263) and “lockdown” (+1608) stayed similar. In r/Coronavirus, “vaccine” (+16,907) increased from 7/2020-3/2021 then decreased through 7/2021 (-14,083) while “quarantine” (-2792), “mask” (-33,894), and “lockdown” (-4573) decreased from 7/2020-6/2021.

Conclusion: Similarity analysis showed that users of r/nonewnormal were likely to engage with other subreddits related to COVID-19, COVID-19 misinformation, and conspiracies. r/conservative’s presence contrasted with r/Coronavirus’s liberal-leaning similar subreddits r/nottheonion and r/PoliticalHumor. Pew Research surveys reflect this as liberal Americans believed the pandemic was serious more than conservatives. “Vaccine” became more popular over time, likely, because of 12/2020 vaccine rollouts sparking discussions. “Quarantine” and “lockdown” likely decreased overtime as CDC guidelines decreased quarantine times and statewide lockdowns lessened overall. The incongruent “mask” incidence causation is unclear. This study shows, as activity mirrors previous survey results, online activity can reflect interests, sentiment, and overall activity of specific corresponding populations.

Analysis of COVID-19 Information and Misinformation Subreddits

BACKGROUND: School safety is of growing interest with weapon carrying at the center. Weapon carrying in school causes physical injury and death among students and staff, and psychological trauma among those who witness the display or use of such weapons. Factors such as age, gender, mental and psychological status, bully victimization, family characteristics, poverty, and neighborhood crime have been associated with weapon carrying into schools. My main objective is to determine the prevalence of weapon carrying among US high school students and examine the association between bully victimization and weapon carrying in school.

METHODS: A nationally representative sample of high school students from the 2019 YRBSS data was utilized for this cross-sectional study (n= 13,677). Logistic regression was used to assess if bully victimization predicts the odds of weapon carrying, adjusting for age, sex, grade, and sexual identity. A stratified analysis using age groups was also carried out to determine the odds of weapon carrying among younger adolescents (15 years and younger) and older adolescents (older than 15 years).

RESULTS: In the final sample of 11,921 students, the prevalence of weapon carrying was 2.4%. 19.5% of the adolescents in the sample reported being bullied in school. Those who were bullied had 3.06 times greater odds of weapon carrying to school than those who were not bullied (aOR= 3.06; 95% CI 2.38,3.91]. These odds were lower among those aged
15 years and below (aOR= 2.05, 95% CI 1.33, 3.1) and higher among those greater than 15 years (OR= 3.45,95% CI 2.58, 4.6).

CONCLUSION: With about 16 million students in US high schools, the prevalence of weapon carrying suggests that about 368,000 students carry weapons to school. The results suggest that victims of bullying are more likely to carry weapons to school. Interventions to improve school safety should also focus on reducing bullying in schools. Particular attention should be paid to older adolescents who are victims of bullying.

Bully Victimization as a Predictor of Weapon Carrying in US High Schools: Is Age a Factor?

Background:
Bluelining is an outgrowth of redlining that is defined as overly aggressive policing while under-serving marginalized communities that results in space, place, and race consolidation. This zoning impacts health in various ways, such as higher levels of exposure to environmental toxins, inhabitation of food deserts resulting in malnutrition, higher rates of cancer incidence and death, and exposure to and transmission of infectious diseases for incarcerated individuals. Bluelining may contribute to toxic stress outcomes such as heart disease, substance use disorders, anxiety/depression, and auto-immune diseases. 

Bluelining research is scarce; thus this series fosters opportunities to educate providers, encourage advocacy, and support community healing. We hypothesize that participating in an advocacy workshop would increase awareness of bluelining as well as impart a base of knowledge on how to apply trauma-informed care (TIC) and Alternative Policing Response Models (APRM) to bluelining interventions. ​The objective was for students, physicians, educators, and community members to advocate for improvements to policy that perpetuate bluelining by investing in Alternative Police Response Models for Louisville, KY. 

Methods:
Recruitment ULSOM AMA/KMA listserv, University of Louisville-wide listservs, community flyers, social media, eventbrite, and email campaigns. Total attendees= 37 attendees. Sample size= 20.
Event structure
· Zoom and Facebook Live​
· Panelists – (6 Louisville Metro Councilmembers, Kentucky State Representative, Police Officer, and Law Professor). ​
· Overview of bluelining, how to advocate, open discussion and polling, and break out groups to contribute to a policy memo outline
Metrics De-identified pre/post surveys and demographics via QR code linked to QualtricsXM. IRB 22.089
Analysis: 2-tailed Fischer’s Exact Test and Wilcoxon Signed Rank. Statistical significance set at p<0.05. SPSS version 27.0 or SAS 9.4.

Results: Participants showed prior knowledge of bluelining, advocacy, and social determinants of health definitions.​ Statistically significant increase in ability for participants to advocate for legislative change and discuss bluelining as a social determinant of health. ​Statistically significant improvement in participants' confidence discussing and advocating for bluelining as a social determinant of health.​ The event encouraged confidence in advocating for public health policy. 
Conclusion:
This data demonstrates need and applicability for additional education and advocacy involving bluelining through the lens of TIC and APRMs.​

Caged Bird: Bluelining and Medicine Advocacy Workshop

Background

China has the largest population of older people and the largest number of Parkinson’s disease (PD) cases in a single country, but little is known about the determinants of PD in the Chinese population. Previous studies have reported different incidence rates of PD in Asian compared with Western populations, but few studies have assessed the determinants of PD in Asian populations. Prospective studies, conducted in Western populations, have also reported discrepant results for the associations of cardiovascular disease (CVD) risk factors with PD, with inverse associations with smoking, but positive associations with other CVD risk factors. Thus, the objectives of this study were to compare the risks of Parkinson's disease among those with versus those without prior stroke or heart disease at baseline in a prospective study of 0.5 million adults in China, and to examine associations of cardiovascular disease risk factors (cigarette smoking, hypertension, diabetes, obesity) with risk of PD.

Methods

During an average of 11.5 years of follow-up of 503,497 middle-aged participants in the China Kadoorie Biobank study, 603 incident cases were hospitalized with a diagnosis of PD. Cox proportional hazards models were used to assess associations of history of heart disease or stroke with PD in all participants, and of cardiovascular disease risk factors with PD in a subset without prior cardiovascular disease.

Results

In this population, the incidence rate of PD (mean [SD] age of cases, 61 [10] years) was 13.3 (95% confidence interval: 12.3–14.4) per 100,000 person-years. Incidence increased with age, and was higher in men than in women, and in urban than in rural residents. Prior stroke was associated with about twofold higher risk of PD (hazard ratio 1.94; 1.39–2.69). After adjustment for confounders in those without prior cardiovascular disease, a 5 kg/m2 higher body mass index was associated with 17% (1.17; 1.03–1.34: P = 0.019) higher risk of PD, but neither hypertension, diabetes, nor current cigarette smoking was significantly associated with PD.

Conclusion

Prior stroke and adiposity were each associated with higher risks of PD, but none of the other cardiovascular disease risk factors were significantly associated with PD in this population.

Cardiovascular risk factors and Parkinson's disease in 500,000 Chinese adults

Background
Through the American Medical Association-Medical Student Section (AMA MSS), medical students have advocated for policies related to a variety of challenges we face in healthcare. These policies are reviewed by the AMA MSS to decide the organization's level of support which then has an impact on the direction of healthcare in the country. This project is a novel analysis of both policy proposed and the resulting decisions from the AMA MSS which reflects the opinion and sociopolitical stance of medical student members in the organization.

Methods
Two authors reviewed 2208 AMA MSS policy proposals submitted between 1999-2021 and categorized them based on keywords within the title and resolved clauses. A third author settled any disputes. Policies were categorized as related to race, gender inequality, LGBTQIA+, reproductive health, immigration, socioeconomic status, medical education, pediatrics, AMA infrastructure, or Other. We categorized potential decisions as either positive, neutral or negative outcomes. Statistical analysis was performed using IBM SPSS Statistics Version 28.

Results
Linear regression revealed a positive correlation between policies proposed per year and time (R²= 0.63). A qualitative assessment demonstrated that past 2015 there was an increase in positive outcomes for proposals related to race, reproductive health, and AMA infrastructure. The average positive outcome rate of policies related to race, reproductive health, LGBTQIA+, and AMA infrastructure was significantly higher than the average positive outcome rate of all the proposals based on students t-test (p<0.05). Past 2015 there has been a qualitative increase in neutral outcomes over all topics. 

Conclusion
The results showed a consistent increase in policies proposed per year over the past two decades, suggesting greater student involvement. The greater amount of neutral outcomes since 2015 could indicate more indecision in the AMA possibly due to the increased complexity of issues the AMA now wants to address. This increase in neutral decisions may warrant expert consultation. Policies on race, reproductive health, LGBTQIA+ and AMA infrastructure showed a greater percentage of positive outcomes indicating a correlation between the topic and its approval rate but further analysis would need to determine a cause for this.

Changes in Approval Rate of AMA Policies by Topic

Background
Home rapid antigen tests (RATs) are widely available, partially due to government distribution programs. Time-sensitive clinical decisions about provision of ambulatory COVID-19 care can depend on the results of these studies, which are often more readily accessible than clinician-performed tests. It is assumed that the two are similarly accurate. However, few studies of self-test RAT accuracy exist. Here, we compare the accuracy of patient-performed and clinician-performed BinaxNOW RATs using PCR as a gold standard.

Methods
All adult patients between February 12, 2022 and May 18, 2022 at a free state testing site in Baltimore, USA, were offered enrollment. Demographic and symptom status were recorded. 3 samples were obtained from each participant: clinicians sampled bilateral nares for PCR and RAT, after which participants self-tested using identical RATs. Sensitivity and specificity were compared using Chi-square. 

Results
625 patients participated. 60.6% were female, 58.6% were white, 98.2% were English speaking, and median age was 34 (IQR: 28, 48.5). 34.1% were symptomatic and 14.9% were PCR positive by PCR. Clinician and self-performed RATs had similar sensitivity (88.2% [95% CI: 80.1%, 93.2%] vs 83.9% [95% CI: 75.1%, 90.0%] P= 0.40) and specificity (99.6% [95% CI: 98.5%, 99.9%] vs 99.8% [95% CI: 98.8%, 100%] P= 0.57). In symptomatic patients, self-test had a sensitivity of 94.5% (95% CI: 86.6-98.5) and specificity of 62.5% (95% CI: 24.5-91.5). For asymptomatic patients, self-test had a sensitivity of 66.7% (95% CI: 29.9-92.5) and specificity of 100% (95% CI: 29.2-100.0). These were similar to clinical PCR as well. 

Conclusion
Clinician-performed and self-performed RATs had similarly high accuracy. The high observed sensitivity of home RATs supports their continued usage in ambulatory decision-making to identify eligible candidates for COVID-19 therapeutics. Their accessibility is key, since federal policy now states that patients are treatment eligible for a maximum of 7 days. Self-performed RATs reduce barriers including time needed to search for and then attend clinician appointments, and allow patients to play a larger role in their own care. Low false positive rates mitigate concerns about poor technique or contamination, and ensure that treatment is appropriate. Our study supports continued use of home RATs for clinical decision making.

Comparison of Accuracy of Self-Test and Clinical Rapid Antigen Testing for Coronavirus-19 (COVID-19)

Background
Non-urgent use of the emergency department (ED) is costly for patients. It can lead to increased healthcare spending and ED overcrowding and negatively affect primary care physician (PCP)-patient relationships. We aim to evaluate the association between perceived medical urgency, PCP coverage (whether a patient has a PCP), and patient descriptive characteristics with utilization of the ED for non-urgent clinical care.

Methods
Adult ED patients were stratified to preventable and non-preventable ED visits according to their emergency severity index (ESI) at the UC Irvine ED. A REDCap questionnaire was used to assess descriptive information, self-perceived medical urgency, and PCP Coverage. Chi-Square tests at a 5% significance level were performed to examine differences between race, native language, self-perceived medical urgency, and PCP coverage between preventable and non-preventable ED visits. 

Results
Study participants included 348 adult patients (52% female), of which 160 (46%) were preventable visits (ESI 4-5). There were more preventable visits among Black patients compared to non-Black patients (69.6% vs 30.4%, p=0.028) and the preventable group had less native English speakers than the non-preventable group (38.8% vs 61.2%, p=0.035). Compared to patients in the non-preventable ED visit group, patients in the preventable group are more likely to agree that they could have been seen and treated effectively by a PCP (p=0.003). Fewer patients in the preventable group have a PCP that they can see regularly and make an appointment with compared to the non-preventable group (40.3% vs 59.7%, p=0.004). 

Conclusion
Our results indicate that Black patients and non-native English speakers were overrepresented in preventable ED visits compared to their counterparts, suggesting these patients may be more vulnerable to the plethora of negative consequences associated with utilizing the ED for non-emergent medical services. In addition, our study also revealed that patients in the preventable ED visit group were less likely to have a PCP, even though they were more likely to agree that a PCP could manage their symptoms. Future interventions are needed to address this lack of PCP coverage among preventable ED patients to reduce patient financial burden, ED overcrowding, and overall healthcare spending.

Comparison of Patient Characteristics and Perceived Medical Urgency between Preventable and Non-Preventable Emergency Department Visits

Background
For almost 2 years COVID-19 pandemic has put a myriad of stressors on Health Care Workers (HCW). HCWs were at high risk of exposure to COVID-19. Understanding the factors associated with getting COVID-19 in the hospital setting among the employees are critical to advancing better interventions in the future. 
Methods
Hospital employees who were infected with COVID-19 were assessed in a descriptive study by using IDEA data base and occupational health records in a Large Upper Midwest integrated health system, from March 2019 through June 2020. Categorical variables were analyzed using Chi-squared test (χ2). Logistic regression analysis was performed to explore the risk factors for acquiring the disease. A two-sided P < 0.05 was considered statistically significant. Also, odds ratios (OR) and 95% confidence intervals (95% CI) were carried out for the statistical analysis.
Results
During the period of analysis there were 33175 valid test results among that 2981 (9%) were positive for COVID-19. Majority of employees were Registered Nurses (31.4%). 69.2% employees who reported positive test results had community related exposures while 30.6% had work related exposures. 830 employees who had a positive test result and reported work related exposure had cared for a COVID-19 patient (91.9%). 49 employees had breech to a COVID-19 patient (5.5%) while 99 had a known exposure to a HCW who had COVID-19 (11.1%). Body aches were the primary reported symptom (61.9%, OR=2.703). Some of the other reported symptoms include Loss of smell and taste (59.6%, OR=7.52); Cough (31.2%, OR=2.51); Headache (25%, OR=1.8) and Shortness of Breath (25.4%, OR=1.33). Caring for COVID-19 patients was associated with acquiring COVID-19 (P=0.001, CI=0.058-0.142). Reported breeches from employees were not found to be risk factors for COVID-19 (P=0.25, CI=-0.05-0.00) 
Conclusion
Although work related exposure to COVID-19 was low during the early months of the pandemic, caring for COVID-19 patients identified as a risk factor.

COVID-19 Exposures And Risk for Transmission Among Allina Health Hospital Employees

Background:
The advent of artificial intelligence/machine learning (AI/ML) in medicine has opened opportunities for harnessing the power of ML to predict patient outcomes based on diverse data contained in the electronic medical records (EMR). Taken by themselves singular features represented by such diverse data are often not clearly predictive, but combined in an ML modeling framework such so-called weak learners have the power to yield highly predictive models of health outcomes. 
 
Methods:
We hypothesized that sociodemographic and basic, easily obtainable health characteristics of pregnant mothers strongly predict the risk of rehospitalization.
Using the nuMoM2b dataset from NICHD and reproducible, open access AI/ML techniques we tested and validated this hypothesis. 
 
Results:
Among a large (n=10,038) and geographically diverse cohort of nulliparous women with singleton gestations, the present findings show that while some of these characteristics highlight the known disparities in health outcomes (race/ethnicity), most of them are modifiable through social policies and health counseling. These include access to and support during education, comprehensive health insurance, alleviating coming out of poverty, smoking, and unhealthy lifestyle habits.
 
Conclusion:
Across the four ML models deployed, the results are mutually reinforcing yielding a clear cohesive picture. This solution can be used to develop a prospective risk prediction for this important health outcome in pregnant mothers. The strengths of the presented solution are its focus on preventable maternal morbidities and risk factors, demonstration of the impact on adversely affected populations, and reproducible step-by-step executable, documented open-access code with relatively low computational requirements. This enables easy adoption and further development on this and other similar datasets to study the contributions and predictive power of various factors to maternal morbidities.

Next from AMA Research Challenge 2022

Analysis of Blood Pressure Readings Among the Unsheltered Population of Miami-Dade County

Similar lecture

Virtual HealthcareNursing Practice and Care in a Virtual Health Modality: A simulation-based praxis seminar