Группа авторов

Using Predictive Analytics to Improve Healthcare Outcomes


Скачать книгу

have revolutionized healthcare at least twice. Florence Nightingale's reformation of care delivery is the most well‐known example. Prior to Nightingale, care delivery was provided by monks and nuns of religious traditions (Goodnow, 1929). Nightingale's method of care delivery in 1854 espoused the need for a clean environment and individualized care of the patient (Nightingale, 1959). By insisting on a clean environment, she ensured that germs were not spread as rampantly from patient to patient. In effect, her adoption and enforcement of the paradigm “environments of care must be clean” improved patient safety. Germs and how disease spread were not clearly understood in the mid‐1800s, but scientific advancement is often discovered by accident (Kuhns, 1962). Nightingale's ability to document a decrease in mortality rate from 42.7% to 2.2% for soldiers in the Crimean war gained worldwide attention which resulted in her woman‐only model of nursing becoming the standard of care across the globe (McDonald, 2001; Neuhauser, 2003).

      It is the intent of the many authors of this book to find the best theory or combination of theories to demonstrate not only that caring contributes to healing, but that the frameworks of care, through which caring behaviors are supported within systems of care, have inestimable value. We are at the point in this work where Benjamin Franklin was, just prior to his discovery of electricity. Prior to his famous encounter with the lightning bolt, there were several other theorists working on understanding electricity (Kuhn, 1962). It was not until Franklin considered the similarities of all the theories, and conducted a fascinating experiment with liquid electricity in a jar called a Layden jar, that Franklin's work resulted in what we now know as electricity as well as a profession for electricians to practice (Kuhn, 1962). Will one or more of the case studies in this book be the lightning bolt that shifts healthcare into a more complete and irrevocable understanding that caring contributes to healing?

       Will one or more of the case studies in this book be the lightning bolt that shifts healthcare into a more complete and irrevocable understanding that caring contributes to healing?

      Nursing works closely with medicine and other healthcare professions, but nurses are unique in that they are with the patient 24 hours a day and have the most consistent contact with the patient during care. This requires nurses to work within the systems of the organization and thus it is important to not only study nursing's many theories of caring, but how that caring is enabled or hindered by the social and technical aspects of the work environment.

      Caring Theory

      Sociotechnical Systems Theory

      When studying the experience of the work of nurses, or any employee who works directly with patients, it is important to consider the ease or difficulty of operations for enacting care. The study of operations includes theories to help guide the development of research, methods to measure success, and interpretation and application of findings to achieve operational improvements. Sociotechnical systems (STS) theory proposes that both social and technical aspects of operations contribute to the experience of work (Trist & Bamforth, 1951; Trist & Emory, 2005). It has been established that while good equipment and resources are essential to carry out the technical aspects of the work, relationships contribute at least as much as the technical aspects of work to a productive and enjoyable work experience (Trist & Bamforth, 1951; Trist & Emory, 2005).

      Misaligned, stressed, or missing relationships can impede productivity just as surely as poor equipment or resources can, which is consistent with concepts of pause and flow proposed in constructal theory (Bejan, 2019; Bejan & Zane, 2012). Bejan and Zane (2012) quote Michelangelo as saying, “Design is the root of all sciences” (p. 827). This ancient principle applies to the science of care delivery, both in how care is delivered by teams and how it is supported within systems. Constructal theory provides a theoretical framework with which to study the design of care, including the flow of work that results in enjoyment and productivity.

      Relationship‐Based Care (RBC) is a framework of care with eight dimensions:

      1 Patient and Family (in the center of everything)

      2 Healing Cultures

      3 Leadership

      4 Teamwork

      5 Interprofessional