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atozofsoftwareengineering · 1 year

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25 Ways Healthcare Data is Revolutionizing the Healthcare Industry

An exhaustive list for healthcare and healthcareIT colleagues and friends. Happy Reading!

Healthcare data refers to the information collected from various sources in the healthcare system, including medical records, laboratory results, and insurance claims. This data can be used in numerous ways to advance healthcare and improve patient outcomes. From improving patient safety to developing personalized treatment plans, healthcare data is a valuable tool that can help healthcare…

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cbirt · 5 months

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As computing power has exponentially grown, machine learning (ML) techniques have gained immense popularity in healthcare – including predicting outcomes for patients with devastating illnesses like cancer. By estimating survival rates and life expectancy, statistical models help patients and doctors make difficult treatment decisions, weighing benefits against risks. Now, researchers at The University of Texas at Arlington have developed a pioneering new ML approach that significantly improves prognostic accuracy for cancer patients. Published recently, their work demonstrates how artificial intelligence (AI) continues advancing precision oncology to avoid under or over-treatment.

The Drive to Perfect Patient Survival Predictions

For patients battling cancer, determining their odds of surviving with or without intense interventions can dictate the quality of life versus longevity tradeoffs. However, traditional statistical models have faced limitations.

As lead author Dr. Suvra Pal explains, “Previous techniques don’t fully capture complex relationships between survival and factors like patient age or treatment details. They also offer limited interpretability into why certain predictions are made.”

By amalgamating sophisticated machine learning with traditional parametric cure models, his team aimed to enhance predictions that guide patients and doctors during difficult treatment decisions.

#bioinformatics #medical informatics #cancer #cancer treatment #machine learning #healthcare #healthcare advancements

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red1culous · 7 months

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Take Care of Maya

I watched this last night and cried my eyes out. It's a documentary about the Kowalski's and their struggles not so much with Maya's CRPS affliction but more so with Johns Hopkins All Children’s Hospital for allegedly abusing Maya Kowalski, then 10, and accusing her mother of Munchausen by proxy.

#take care of maya #documentaries to watch #seriously it was heartbreaking #but we all need to watch #and learn some empathy #and healthcare shouldn't look at people as money making machines #wtf #where is your hippocratic oath

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kuber-product-72 · 2 days

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Prostastream Supplements: A Reliable Friend for Men's Health

As a man over 50, I've become increasingly aware of the importance of taking care of my prostate health. Prostate issues are a common concern for men of a certain age, and I wanted to find a natural way to support my well-being. That's when I discovered Prostastream Supplements.

Natural Ingredients for Overall Health

Prostastream Supplements are made with a blend of natural ingredients specifically chosen for their potential benefits for prostate health. These include saw palmetto, beta-sitosterol, pygeum africanum, and graviola. While I'm not a medical professional, after some research online, I learned that these ingredients have been linked to supporting prostate health and reducing inflammation

What appealed to me most was that Prostastream is a natural supplement. I try to avoid harsh chemicals whenever possible, and Prostastream's focus on natural ingredients gave me peace of mind.

Easy to Take and Integrate into my Routine

Prostastream comes in a convenient capsule form, making it incredibly easy to take. The recommended dosage is two capsules a day, which I take with breakfast and dinner. The capsules are small and easy to swallow, and I haven't experienced any taste or digestive issues.

Integrating Prostastream into my daily routine has been effortless. Because it's part of my morning and evening regimen, I rarely forget to take it. Consistency is key with any supplement, and Prostastream's simple routine makes it easy to stay on track.

Positive Effects on Overall Wellbeing

Since taking Prostastream Supplements, I've noticed a positive difference in my overall well-being. I seem to have more energy throughout the day, and I feel more confident and secure in my health. It's important to note that I haven't experienced any dramatic changes, but rather a gradual improvement in how I feel.

Perhaps the most significant benefit is the peace of mind that comes with taking a proactive approach to my health. Knowing that I'm giving my body the natural support it needs to function at its best allows me to focus on enjoying life.

Would Recommend to Others

Overall, I'm incredibly impressed with Prostastream Supplements. The natural ingredients, convenient dosage, and positive impact on my well-being have made it a valuable addition to my daily routine. If you're a man looking for a natural way to support your prostate health, I highly recommend giving Prostastream a try.

It's important to consult with your doctor before starting any new supplement, but Prostastream's focus on natural ingredients makes it a great option for many men. With its ease of use and positive effects, Prostastream Supplements has become a reliable friend for my overall health.tunesharemore_vert

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#Prostastream Supplements #affiliate program #affiliatemarketing #mental health #healthcare #health & fitness #health and wellness #health tips #health wealth happiness #treatment #forgiveness #health care #Usa health #usa #1950s #mua #machine learning #luxury car #maggie stiefvater

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aarvyedutech · 3 months

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TOP 10 courses that have generally been in high demand in 2024-

Data Science and Machine Learning: Skills in data analysis, machine learning, and artificial intelligence are highly sought after in various industries.

Cybersecurity: With the increasing frequency of cyber threats, cybersecurity skills are crucial to protect sensitive information.

Cloud Computing: As businesses transition to cloud-based solutions, professionals with expertise in cloud computing, like AWS or Azure, are in high demand.

Digital Marketing: In the age of online businesses, digital marketing skills, including SEO, social media marketing, and content marketing, are highly valued.

Programming and Software Development: Proficiency in programming languages and software development skills continue to be in high demand across industries.

Healthcare and Nursing: Courses related to healthcare and nursing, especially those addressing specific needs like telemedicine, have seen increased demand.

Project Management: Project management skills are crucial in various sectors, and certifications like PMP (Project Management Professional) are highly valued.

Artificial Intelligence (AI) and Robotics: AI and robotics courses are sought after as businesses explore automation and intelligent technologies.

Blockchain Technology: With applications beyond cryptocurrencies, blockchain technology courses are gaining popularity in various sectors, including finance and supply chain.

Environmental Science and Sustainability: Courses focusing on environmental sustainability and green technologies are increasingly relevant in addressing global challenges.

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danieldavidreitberg · 5 months

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The Rise of "Smart" Implants: How AI is Transforming Orthopedics from the Inside Out

Imagine a world where your artificial hip talks to you. Not literally, of course, but through a network of sensors and processors that monitor its performance, predict potential issues, and even adjust its settings in real time. This is the vision of "smart" implants, a cutting-edge field in orthopedics that promises to revolutionize the way we treat musculoskeletal conditions.

Beyond Metal and Plastic:

Traditionally, implants like joint replacements have been passive, inert devices. But "smart" implants are different. They are equipped with:

Sensors: These tiny sensors can monitor everything from joint movement and pressure to bone density and temperature.

Processors: These miniaturized computers analyze the data from the sensors and make informed decisions based on algorithms.

Actuators: These mechanisms can adjust the implant's settings, like changing the tension in a knee implant or stimulating bone growth around a hip replacement.

Benefits Beyond the Operating Room:

The potential benefits of "smart" implants are numerous:

Improved Outcomes: Real-time data allows for personalized adjustments to the implant, leading to quicker healing, better joint function, and a reduced risk of complications.

Predictive Maintenance: The implant can "talk" to your doctor, alerting them to potential problems before they occur, allowing for preventative interventions and avoiding painful and costly revision surgeries.

Remote Monitoring: Patients can be monitored remotely, reducing the need for frequent hospital visits and improving convenience.

Data-Driven Insights: The data collected from "smart" implants can inform future research and development, leading to even more advanced orthopedic treatments.

Challenges and Considerations:

While exciting, the development and integration of "smart" implants come with challenges:

Cost and Accessibility: These advanced technologies are expensive, and ensuring equitable access to them is crucial.

Battery Life: Powering these miniaturized devices within the body is a challenge, and research is ongoing to develop longer-lasting batteries.

Data Privacy and Security: Protecting patient data from unauthorized access and misuse is paramount.

Regulatory Landscape: Clear regulations and standards are needed to ensure the safety and efficacy of these devices.

The Future of Orthopedics:

Despite the challenges, the future of orthopedics is undoubtedly intertwined with "smart" implants. Continued research, development, and ethical considerations are vital to ensure that these technologies benefit everyone. By harnessing the power of AI and advanced engineering, we can move towards a future where orthopedic care is personalized, proactive, and ultimately, more effective for every patient.

Let's embrace the future of "smart" implants and pave the way for a healthier, more pain-free future for all!

#artificial intelligence #machine learning #deep learning #technology #robotics #orthopedic implants #orthopedics #surgery #hospital #patientcare #healthcare

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marutitech · 6 months

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AI-Powered Medical Records Summarization: A Game-Changer

In the world of healthcare, medical records are the lifeblood of patient care. They contain crucial information about a patient's medical history, diagnosis, treatment, doctor's notes, prescriptions, and progress. These records are paramount to healthcare providers, legal firms, and insurance companies.

Doctors and caregivers need timely access to patients' medical histories and health reports to make precise diagnoses and develop effective treatment plans. Similarly, legal firms rely on these records to establish relevant facts and prepare a solid case.

However, managing extensive and complex medical records with specialized terminology takes time and effort. Professionals spend hours navigating through stacks of documents, and missing or misplacing crucial information can have serious consequences. This is where medical records summarization comes in.

Medical records summarization concisely summarizes a patient’s entire medical history. It highlights all the essential information in a structured manner that helps track medical records quickly and accurately.

Text summarization is an essential Natural Language Processing (NLP) task that involves constructing a brief and well-structured summary of a lengthy text document. This process entails identifying and emphasizing the text's key information and essential points within the text. The process is referred to as document summarization when applied to a specific document.

Document summarizations are of three major types:

Extractive: In an extractive summary, the output comprises the most relevant and important information from the source document.

Abstractive: In an abstractive summary, the output is more creative and insightful. The content is not copied from the original document.

Mixed: In a mixed approach, the summary is newly generated but may have some details intact from the original document.

The comprehensive and concise nature of medical record summaries greatly contributes to the effectiveness and efficiency of both the healthcare and legal sectors.

Issues With Summarizing Medical Records

Though summarizing medical records has several benefits, they have their challenges. Even automated summary generation for medical records is not 100% accurate.

Some of the most common issues with summarizing medical records include:

Dealing With Biomedical Text

Summarizing biomedical texts can be challenging, as clinical documents often contain specific values of high significance. Here, lexical choices, numbers, and units matter a lot. Hence, creating an abstract summary of such texts becomes a significant challenge.

Identifying Key Information

Medical records contain a large amount of information. But the summary must only include relevant information that aligns with the intended purpose. Identifying and extracting relevant information from medical records can be challenging.

Maintaining Accuracy and Completeness

The medical records summarization process must include all the key components of a case. The key features include:

Consent for treatment

Legal documents like referral letter

Discharge summary

Admission notes, clinical progress notes, and nurse progress notes

Operation notes

Investigation reports like X-ray and histopathology reports

Orders for treatment and modification forms listing daily medications ordered

Signatures of doctors and nurse administrations

Maintaining accuracy and completeness, in summary, could be a challenge considering the complexity of medical documents.

What Are The Different Types Of Text Summarization?

There are two main approaches to getting an accurate summary and analysis of medical records: extractive summarization and abstractive summarization.

Extractive Summarization

Extractive summarization involves selecting essential phrases and lines from the original document to compose the summary. However, managing extensive and complex medical records with specialized terminology takes time and effort. LexRank, Luhn, and TextRank algorithms are among the top-rated tools for extractive summarization.

Abstractive Summarization

In abstractive summarization, the summarizer paraphrases sections of the source document. In abstractive summarization, the summarizer creates an entirely new set of text that did not exist in the original text. The new text represents the most critical insights from the original document. BARD and GPT-3 are some of the top tools for abstractive summarization.

Comparison Between Extractive and Abstractive Summarization

When comparing abstractive and extractive approaches in text summarization, abstractive summaries tend to be more coherent but less informative than extractive summaries.

Abstractive summarization models often employ attention mechanisms, which can pose challenges when applied to lengthy texts.

On the other hand, extractive summary algorithms are relatively easier to develop and may not require specific datasets. In contrast, abstractive approaches typically require many specially marked-up texts.

#artificial intelligence #machine learning #nlp #health #healthcare #technology

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iskierka · 7 months

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i don’t know how to tell people on here that “just giving vacant houses” isn’t going to solve homelessness. like yes making housing available to currently unhoused ppl is essential but there is SO much more

#you can’t just stick someone in a house and abandon them to it ??#some people will do great & many people will struggle #who’s paying for utilities? is anyone getting assistance learning how to maintain a house #has this person ever had to maintain their own washing machine before? smoke alarms? some people have and some haven’t #what about healthcare?#transportation to jobs? grocery stores??#people deserve all of this btw the point is that only giving people a place shelter is not actually a solution #katie speaks #like yeah whatever you can say this will #all be free in the coming communist utopia #but like.

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mtariqniaz · 9 months

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The Transformative Benefits of Artificial Intelligence

Title: The Transformative Benefits of Artificial Intelligence Artificial Intelligence (AI) has emerged as one of the most revolutionary technologies of the 21st century. It involves creating intelligent machines that can mimic human cognitive functions such as learning, reasoning, problem-solving, and decision-making. As AI continues to advance, its impact is felt across various industries and…

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drnic1 · 2 years

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Rethinking the Timing of Medical Diagnosis and Treatment

This week I am talking to John Martin, M.D., Chief Medical Officer, Butterfly Network, Inc. (@ButterflyNetInc) who is revolutionizing the traditional practice of medicine by adding imaging capabilities to the doctor’s tool bag earlier in the diagnosis and treatment process of patients. John’s career started in vascular surgery where he found his ability to bring about positive change to patients’…

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innonurse · 2 years

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#sift healthcare #data science #ai #artificial intelligence #health tech #analytics #machine learning #revenue cycle management #health it

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cbirt · 9 months

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A new ray of hope for non-invasive cancer detection has emerged. A machine learning algorithm called GEMINI, created by John Hopkins University and Boston University researchers, can effectively diagnose cancer patients using CT scans, even in the early stages (stages I and II), without intrusive treatments like biopsies. This model focuses on the DNA changes in malignant cells that are present not just in tumors but also in the blood’s freely moving cells-free DNA (cfDNA). GEMINI successfully demonstrated accuracy in detecting lung cancer in more than 90% of the patients in the early stages itself.

Many lives are lost to cancer primarily because of late detection, which also renders cancer treatment methods less effective. Early cancer detection certainly improves the chances of saving lives, but implementing effective screening methods is a huge hassle. A screening test called low-dose computed tomography (LDCT) is recommended for some high-risk individuals, but it comes with potential harm and low adherence rates.

Liquid biopsies offer a non-invasive approach to cancer detection by analyzing small fragments of DNA released into the bloodstream by cancer cells, called cell-free DNA (cfDNA). But, a hindrance to the efficacy of this method is the presence of minutely low proportions of cancer-specific mutations in cfDNA, which makes it difficult to distinguish those mutations from other background changes. The existing methods are confined to specific genes only, limiting successful early cancer detection.

#bioinformatics #cancer #cancer research #machine learning #healthcare #healthtech

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advatal-technologies · 9 days

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Advantal Technologies - Web Development Company

Advantal Technologies is a software solutions company known for empowering businesses with innovative technological solutions to become market leaders. We offer custom software solutions, enterprise mobility solutions, UI/UX designing, IT Consulting, project management, manpower outsourcing, mobile application development and secure communication products. For inquiries, please send us an email at [email protected] For more info, please visit www.advantaltechnologies.com

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vinnovatetechnologies · 12 days

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Streamlining Healthcare: The Role of Medical Record Automation in 2024

In the ever-evolving landscape of healthcare, technological advancements continue to reshape the industry, offering innovative solutions to streamline processes and enhance patient care. One such advancement making significant waves is medical record automation. In 2024, healthcare providers are increasingly turning to automation to manage and organize patient records efficiently, leading to improved outcomes and a more seamless healthcare experience for both patients and providers.

Medical record automation leverages cutting-edge technologies such as artificial intelligence (AI), machine learning, and advanced algorithms to digitize, organize, and analyze patient information. This automation not only eliminates the need for manual data entry but also ensures accuracy, completeness, and accessibility of medical records, even across disparate systems and healthcare facilities.

#ai #vinnovatetechnologies #medical records #healthcare #machine learning #data extraction #software #technology #information technology #artificial intelligence

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martin-james2121 · 21 days

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The Transformative Impact of AI Across Industries

In recent years, Artificial Intelligence (AI) has emerged as a powerful force driving innovation and transformation across various industries. From healthcare to finance, manufacturing to retail, AI technologies are reshaping the way businesses operate, unlocking new opportunities for efficiency, productivity, and growth.

Check out these details exploring the diverse ways in which AI is revolutionizing different sectors and shaping the future of industries worldwide.

Healthcare

In the healthcare industry, AI is revolutionizing patient care, diagnosis, and treatment. AI-powered algorithms can analyze vast amounts of medical data to identify patterns, predict disease progression, and personalize treatment plans. Machine learning algorithms can assist healthcare professionals in diagnosing diseases more accurately and efficiently, leading to improved patient outcomes.

Additionally, AI-enabled virtual assistants and chatbots are enhancing patient engagement and providing personalized healthcare recommendations.

To Read More Click here...

#AI #Machine learning #algorithms #Healthcare #Transformative #latest updates #tech news #tech updates #new technology #India

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danieldavidreitberg · 19 hours

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Virtual Reality Tourism Takes Flight

Leave the jet lag and the crowds behind! The VR travel tool that brings the world to your living room is discussed by tech writer Daniel Reitberg. Today's new technology lets you actually see the world's wonders from the comfort of your couch, without needing to pay a lot for plane tickets or wait in long security lines. Imagine flying over the Great Barrier Reef and feeling the spray of waves as you traverse colorful coral gardens full of life. The soundscape might take you to a world of exotic birdsong and rustling leaves, leaving you long to go on a hike through the lush Amazon jungle. Utilizing 360-degree footage, this VR platform creates an incredibly realistic experience that lets users virtually climb the Eiffel Tower, visit the ancient ruins of Machu Picchu, or even walk along the Great Wall of China. Virtual reality travel could open up education to everyone, allowing everyone have once-in-a-lifetime experiences, even if they can't afford them or can't do them in person. Come on, travelers from around the world! The virtual trip is waiting for you!

#artificial intelligence #machine learning #deep learning #technology #robotics #autonomous vehicles #robots #collaborative robots #healthcare #business #virtual reality #tourism

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