Radiology Centers Poised To Adopt Machine Learning

As with most other sectors of the healthcare industry, it seems likely that radiology will be transformed by the application of AI technologies. Of course, given the euphoric buzz around AI it’s hard to separate talk from concrete results. Also, it’s not clear who’s going to pay for AI adoption in radiology and where it is best used. But clearly, AI use in healthcare isn’t going away. This notion is underscored by a new study by Reaction Data suggesting that both technology vendors and radiology leaders believe that widespread use of AI in radiology is imminent. The researchers argue that radiology AI applications are a “have to have” rather than a novel experiment, though survey respondents seem a little less enthusiastic. The study, which included 133 respondents, focused on the use of machine learning in radiology. Researchers connected with a variety of relevant professionals, including directors of radiology, radiologists, techs, chiefs of radiology and PACS administrators. It’s worth noting that the survey population was a bit lopsided. For example, 45% of respondents were PACS admins, while the rest of the respondent types represented less than 10%. Also, 90% of respondents were affiliated with hospital radiology centers. Still, the results offer an interesting picture of how participants in the radiology business are looking at machine learning. When asked how important machine learning was for the future of radiology, one-qua...
Source: EMR and HIPAA - Category: Information Technology Authors: Tags: Digital Health EHR Electronic Health Record Electronic Medical Record EMR Health Care Healthcare Healthcare AI HealthCare IT Hospitals Radiology Chief of Radiology Director of Radiology Freestanding Radiology Center Hospital Ra Source Type: blogs

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In this study we evaluate macroporous scaffolds made of alginate-chitosan polyelectrolyte complexes (PEC) as tools to optimize the results of soft tissues cell therapy. Cell therapy using mesenchymal stem cells (MSC) has become attractive for tissue repair and regeneration in a number of acute and chronic injuries. Unfortunately their low retention and/or survival after injection limit their beneficial effects. A biomaterial-assisted implantation, providing cells a three-dimensional (3D) microenvironment is a promising strategy. To this purpose, we designed a family of PEC scaffolds, and studied if they could meet the requ...
Source: International Journal of Pharmaceutics - Category: Drugs & Pharmacology Source Type: research
Conclusion: Isolated fractures of the trapezoid require a high index of suspicion as they are rare, and localizing signs and symptoms are typically vague and may mimic those of scaphoid fractures. When athletes present with dorsal wrist pain, swelling, and snuffbox tenderness in the setting of negative plain x-rays, the most likely mechanisms of injury are associated with athletic activity. Treatment depends on the degree of displacement and other associated injuries and ranges from activity modification or immobilization to open reduction with internal fixation. PMID: 31528141 [PubMed]
Source: Ochsner Journal - Category: General Medicine Tags: Ochsner J Source Type: research
So if you're like me when I was a student, you need a little break from studying sometimes. Since I have a case like this coming up, I figured I would try to post something somewhat educational and try to stimulate a little discussion here. To start off, if any students want to just read the x-rays, tell us what you see and if you feel inclined, list off some angles and what they mean. Then we can move on to what options we have for non-surgical treatment followed by surgical treatment. Once... Practice Case
Source: Student Doctor Network - Category: Universities & Medical Training Authors: Tags: Podiatry Students Source Type: forums
A ProPublica investigation uncovered 16 million medical images - including X-rays and CT scans - of patients sitting unprotected on nearly 200 open access servers used by doctors offices across the US.
Source: the Mail online | Health - Category: Consumer Health News Source Type: news
A virtual reality program with cartoon characters may reduce children's fear before imaging procedures, a South Korean study suggests.Reuters Health Information
Source: Medscape Radiology Headlines - Category: Radiology Tags: Pediatrics News Source Type: news
A computer-aided detection software application based on artificial intelligence...Read more on AuntMinnie.comRelated Reading: SIIM: AI exploits CT sinogram data to find lung nodules AI enhances detection of pulmonary nodules AI reliably characterizes pulmonary nodules on CT AI can't replace radiologists for chest x-ray reads AI detects more malignant lung nodules on x-rays
Source: Headlines - Category: Radiology Source Type: news
ConclusionThis service evaluation has shown that patient and carer experience of this Acute Care at Home Team is a positive one, with 100% satisfaction levels. There are some small areas to be improved upon, however the results show this service is providing the over 65 population with a good experience of being treated at home as an alternative to hospital care when acutely unwell.
Source: Age and Ageing - Category: Geriatrics Source Type: research
ConclusionCare of spine fractures presenting acutely varies; a high proportion managed by ED solely. Whether outcomes vary as a result is not answered by this audit but there is a need for a pathway to inform best practice. Osteoporosis is inadequately-addressed in this high risk group, highlighting need for fracture liaison services in post-acute management.
Source: Age and Ageing - Category: Geriatrics Source Type: research
ConclusionsThis study shows that LUS is highly feasible and frequently detects postoperative pulmonary complications after major abdominal surgery. Discordant observations in atelectasis and pleural effusions for LUS and CXR can be explained by a superior diagnostic ability of LUS in detecting these conditions. The effects of LUS as primary imaging modality on patient outcome should be evaluated in future studies.
Source: Critical Ultrasound Journal - Category: Radiology Source Type: research
This week, I sat, enthralled in a darkened movie theater watching a story unfold. Before the first scene, the line, “Based on an actual lie,” ran across the screen. The film is called The Farewell and is the story of the lung cancer diagnosis of the filmmaker’s grandmother. Lulu Wang is the director for whom art imitates life. Her alter ego is Billi, played by the actress and rapper Akwafina. Billi adores her Nai Nai (Chinese for grandmother), who assisted in raising her when her parents immigrated to the U.S. when she was a child. She discovers that her grandmother was diagnosed with end stage lung cance...
Source: World of Psychology - Category: Psychiatry & Psychology Authors: Tags: Grief and Loss Health-related Bereavement grieving Source Type: blogs
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