Research Anthology on Medical Informatics in Breast and Cervical Cancer

Research Anthology on Medical Informatics in Breast and Cervical Cancer
Author: Management Association, Information Resources
Publisher: IGI Global
Total Pages: 891
Release: 2022-07-01
Genre: Medical
ISBN: 166847137X

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Cancer research is currently a vital field of study as it affects a wide range of the population either directly or indirectly. Breast and cervical cancer are two prevalent types that pose a threat to women’s health and wellness. Due to this, further research on the importance of medical informatics within this field is necessary to ensure patients receive the best possible attention and care. The Research Anthology on Medical Informatics in Breast and Cervical Cancer provides current research and information on how medical informatics are utilized within the field of breast and cervical cancer and considers the best practices and challenges of its implementation. Covering key topics such as women’s health, wellness, oncology, and patient care, this major reference work is ideal for medical professionals, nurses, oncologists, policymakers, researchers, academicians, scholars, practitioners, instructors, and students.

An Organizational Informatics Analysis of Colorectal, Breast, and Cervical Cancer Screening Clinical Decision Support and Information Systems Within Community Health Centers

An Organizational Informatics Analysis of Colorectal, Breast, and Cervical Cancer Screening Clinical Decision Support and Information Systems Within Community Health Centers
Author: Timothy Jay Carney
Publisher:
Total Pages: 704
Release: 2012
Genre: Breast
ISBN:

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A study design has been developed that employs a dual modeling approach to identify factors associated with facility-level cancer screening improvement and how this is mediated by the use of clinical decision support. This dual modeling approach combines principles of (1) Health Informatics, (2) Cancer Prevention and Control, (3) Health Services Research, and (4) Organizational Change/Theory. The study design builds upon the constructs of a conceptual framework developed by Jane Zapka, namely, (1) organizational and/or practice settings, (2) provider characteristics, and (3) patient population characteristics. These constructs have been operationalized as measures in a 2005 HRSA/NCI Health Disparities Cancer Collaborative inventory of 44 community health centers. The first, statistical models will use: sequential, multivariable regression models to test for the organizational determinants that may account for the presence and intensity-of-use of clinical decision support (CDS) and information systems (IS) within community health centers for use in colorectal, breast, and cervical cancer screening. A subsequent test will assess the impact of CDS/IS on provider reported cancer screening improvement rates. The second, computational models will use a multi-agent model of network evolution called CONSTRUCT® to identify the agents, tasks, knowledge, groups, and beliefs associated with cancer screening practices and CDS/IS use to inform both CDS/IS implementation and cancer screening intervention strategies. This virtual experiment will facilitate hypothesis-generation through computer simulation exercises. The outcome of this research will be to identify barriers and facilitators to improving community health center facility-level cancer screening performance using CDS/IS as an agent of change. Stakeholders for this work include both national and local community health center IT leadership, as well as clinical managers deploying IT strategies to improve cancer screening among vulnerable patient populations.

Cancer Informatics

Cancer Informatics
Author: John S. Silva
Publisher: Springer Science & Business Media
Total Pages: 412
Release: 2012-12-06
Genre: Medical
ISBN: 1461300630

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Cancer Informatics chronicles the development of the National Cancer Institute's new Cancer Informatics Infrastructure (CII) - an information management system infrastructure designed to faciliate clinical trials, provide for reliable, secure information exchange, and improve patient care. The book details the challenges involved in creating and managing such a knowledge base, including technologies, standards, and current, state-of-the-art applications. The ultimate goal of CII is to function as an enabler of clinical trials, expediting the clinical trials lifecycle, faciliating faster and safer drug development and more appropriate treatment choices for cancer patients. Contributors address the role the CII must play in converting the growing knowledge of genes, proteins, and pathways into appropriate preventative, diagnostic, and therapeutic measures. Presented in four sections, the first provides an overview of the processes involved in moving the infrastructure for cancer from theory into practice. Sections two through four offer the latest work done in the areas of technology, cancer-specific and national standards, and applications to faciliate clinical trials.

AI Healthcare Applications and Security, Ethical, and Legal Considerations

AI Healthcare Applications and Security, Ethical, and Legal Considerations
Author: Singla, Babita
Publisher: IGI Global
Total Pages: 351
Release: 2024-08-05
Genre: Medical
ISBN:

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Artificial Intelligence (AI) technology has led to the creation of many opportunities in the field of healthcare. Like other industries, stakeholders in the healthcare sector stand to benefit tremendously from its adoption. The multifaceted benefits associated with AI are something that makes the adoption of technology constructive for the sector. That said, it is equally important to take care of the ethical, security, and safety challenges related to AI applications. AI Healthcare Applications and Security, Ethical, and Legal Considerations discusses in detail the various facets of AI integration in the healthcare sector. This book offers comprehensive information on how to integrate AI into the healthcare sector safely and ethically. Covering topics such as cybersecurity, machine learning models, and public policy, this book is an excellent resource for healthcare professionals and administrators, researchers, ethicists, legal scholars, healthcare policy makers and regulators, medical informatics and IT professionals, educators, bioethics professionals, academicians, and more.

Hybrid Information Systems

Hybrid Information Systems
Author: Ramakant Bhardwaj
Publisher: Walter de Gruyter GmbH & Co KG
Total Pages: 617
Release: 2024-07-22
Genre: Computers
ISBN: 3111331180

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The book provides comprehensive and cognitive approach to building and deploying sophisticated information systems. The book utilizes non-linear optimization techniques, fuzzy logic, and rough sets to model various real-world use cases for the digital era. The hybrid information system modeling handles both qualitative and quantitative data and can effectively handle uncertainty and imprecision in the data. The combination of non-linear optimization mechanisms, fuzzy logic, and rough sets provides a robust foundation for next-generation information systems that can fulfill the demands of adaptive, aware, and adroit software applications for the knowledge era. The book emphasizes the importance of the hybrid approach, which combines the strengths of both mathematical and AI techniques, to achieve a more comprehensive and effective modeling process. Hybrid information system modeling techniques combine different approaches, such as fuzzy logic, rough sets, and neural networks, to create models that can handle the complexity and uncertainty of real-world problems. These techniques provide a powerful tool for modeling and analyzing complex systems, and the applications of hybrid information system modeling demonstrate their potential for solving real-world problems in various fields.

Algorithms

Algorithms
Author: Sushil C. Dimri
Publisher: Walter de Gruyter GmbH & Co KG
Total Pages: 192
Release: 2024-06-17
Genre: Computers
ISBN: 3111229157

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Algorithms are ubiquitous in the contemporary technological world, and they ultimately consist of finite sequences of instructions used to accomplish tasks with necessary input values. This book analyses the top performing algorithms in areas as diverse as Big Data, Artificial Intelligence, Optimization Techniques and Cloud & Cyber Security Systems in order to explore their power and limitations.

Resource Compendium Available for Cervical and Breast Cancer Control and Prevention in the Majority World

Resource Compendium Available for Cervical and Breast Cancer Control and Prevention in the Majority World
Author: Laurie Elit
Publisher: Nova Publishers
Total Pages: 100
Release: 2008
Genre: Breast
ISBN: 9781600218446

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Cervix Cancer is the second leading cause of death for women world wide. The rates of breast cancer are quickly rising through out the world. In part these dismal statistics are related to the fact that disease in low resource countries is identified in advanced stages when cure is improbable. Cervix and breast cancer are preventable or at least curable when identified earlier. This can happen when screening programs are in place. This compendium provide references to the international agencies and societies involved in dealing with this problem, research conducted on breast and cervical cancer prevention and control in the low resource countries of the Western hemisphere and educational resources available for cancer control planner through to the public.

The Impact of Medicaid Expansion on Breast and Cervical Cancer Screening Rates

The Impact of Medicaid Expansion on Breast and Cervical Cancer Screening Rates
Author: Madelyn Jane Sather
Publisher:
Total Pages: 40
Release: 2021
Genre:
ISBN:

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Screenings are an important public health intervention to prevent breast and cervical cancer. Previous studies have indicated a relationship between Medicaid expansion under the Affordable Care Act (ACA) and breast and cervical cancer screenings, but the results have been mixed and inconclusive. We examined the relationship between Medicaid expansion and breast and cervical cancer screenings among low-income women. In our secondary analyses, we assessed if this association was modified by race/ethnicity or rural residence status. We used data from the Behavioral Risk Factor Surveillance System from 2012-2019, excluding 2017. States that expanded Medicaid before the ACA were excluded. A total of 27 states were considered Medicaid expansion states and 17 were considered non-expansion states. Participants included women with incomes up to 138% of the Federal Poverty Level (FPL) without a previous cancer diagnosis, excluding Medicare-eligible ages. Using a difference-in-difference time series event design, this study compared the odds ratio of breast and cervical cancer screenings for a total of 8 years pre- and post-Medicaid expansion controlling for age, race/ethnicity, education, income, employment, having a regular healthcare provider, rurality, and year and state fixed effects. Dummy variables on years from expansion were created from 7 years before expansion up to 5 years after expansion, including a dummy variable indicating the expansion year. The expansion year dummy variable was coded as 1 if the year of observation was equivalent to the year when the state expanded Medicaid and 0 otherwise. Stratified analyses were used to test if there was an interaction at the multiplicative level by race/ethnicity or rurality. Among 27,290 women aged 40-64, 76.4% of the women residing in expansion states reported having an up-to-date breast cancer screening compared to 70.8% of women residing in non-expansion states. Among 30,808 women aged 18-64, 82.3% of the women residing in expansion states reported having an up-to-date cervical cancer screening compared to 79.9% of women residing in non-expansion states. Medicaid expansion was associated with 2.89-fold higher rate of up-to-date breast cancer screenings 1 year post-expansion (aOR 2.89; 95% CI: 1.34, 6.23). The odds ratios relating Medicaid expansion and up-to-date cervical cancer screenings during the expansion year and 4 years post-expansion were 1.35 (95% CI: 1.14, 1.61) and 1.37 (95% CI: 1.01, 1.85), respectively. The associations were stronger among White non-Hispanic, Black non-Hispanic women, and urban women for both breast and cervical cancer screenings. Medicaid expansion led to higher rates of up-to-date breast and cervical cancer screenings during some years pre- and post-expansion. These associations were modified by race/ethnicity and rurality. Future research should control for baseline rates of up-to-date breast and cervical cancer screening rates. A longitudinal study should be conducted to further control for time-varying confounders. Findings support adoption of Medicaid expansion should be adopted by all states to improve breast and cervical cancer screening rates for low-income women.