The digital health space refers to the integration of technology and health care services to improve the overall quality of health care delivery. It encompasses a wide range of innovative and emerging technologies such as wearables, telehealth, artificial intelligence, mobile health, and electronic health records (EHRs). The digital health space offers numerous benefits such as improved patient outcomes, increased access to health care, reduced costs, and improved communication and collaboration between patients and health care providers. For example, patients can now monitor their vital signs such as blood pressure and glucose levels from home using wearable devices and share the data with their doctors in real-time. Telehealth technology allows patients to consult with their health care providers remotely without having to travel to the hospital, making health care more accessible, particularly in remote or rural areas. Artificial intelligence can be used to analyze vast amounts of patient data to identify patterns, predict outcomes, and provide personalized treatment recommendations. Overall, the digital health space is rapidly evolving, and the integration of technology in health

Saturday, June 15, 2013

BIG DATA META-DATA DATA-ANALYTICS DATA SCIENCE

 

Health care and health care informatics have an annual ‘buzz-word’. Physicians in clinical practice are bombarded with may medical terms which are fairly well mastered during the course of a career. Their has been many advances in science, biology, medicine and healthcare.

During the pre-clinical years students and physicians use some statitical means to measure probabilities, media, means, averages, standard deviations to determine risks and benefits of treatments. Statistics were taught as a separate free standing course, however unless one was going to be a researcher it was rarely used in every day practice.

In the current environment it has become vital to understand what informaticists learn and teach. Future practice patterns and evidence based medicine will be based on these studies.

In the past clinical situations have been measured fairly subjectively. Now with electronic data storage the data is much more objective, measured and quantified to be recorded.  Whether what we are measuring and recording are accurate is another story.  However it is the best we have for now.

The tools we use now are far more advanced and capable of storing almost an infinite numbe of data points.  Complex algorithms can be derived for calculating multi-factoral variables and to extract hidden relationships in a blizzard of seemingly unintelligible data.

Physicians and patients are just beginning to benefit from these new tools.  The evolution of ‘preferred practice patterns’, the cochrane studies, present more objective evidence based studies for clinicians. Meta-studies aggregate multiple related studies to build a greater and/or more diverse cohort.

Medical students and trainees are learning these techniques during their formal education.  However the current generation of clinicians have been left behind, as the current knowledge base explodes in size and in  methodology.

The growth is fueled by connectivity and also studies done in the late 20th century indicating the exponential growth of information and the technology to run it.

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