Sanjay M. Parekh, PhD

AI
Reimbursement issues give impetus to AI adoption
Adoption of AI solutions remains nascent and inconsistent. The market has yet to see widespread adoption of medical AI technologies, as Sanjay M. Parekh, PhD, explains.
January 15, 2024
Artificial Intelligence Ai Suit
Advanced Visualization
Medical imaging AI market poised for strong growth
The world market for medical imaging artificial intelligence (AI) applications is projected to reach almost $1.2 billion by 2025, with a compound annual growth rate of 26%, according to a new report from Signify Research.
July 27, 2021
2021 07 27 23 07 2424 Parekh Sanjay 20210727232720
AI
Medical imaging AI market projected for strong growth
The world market for artificial intelligence (AI)-based clinical applications for use in medical imaging is set to reach almost $1.5 billion by 2024, despite a slower-than-expected uptake of these products and the impact of the COVID-19 pandemic, according to a new report from Signify Research.
September 9, 2020
2019 10 31 17 12 6621 Graph Financial Results Global 400
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An AI algorithm showed success in providing accurate, real-time guidance for shoulder imaging.
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Practice Management
Researchers to develop 'patient-centered' imaging assessment tool
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Hill Day 2026 highlights weight of imaging data in biomedical research
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Could AI help standardize MSK ultrasound?
By Amerigo Allegretto
An AI algorithm showed success in providing accurate, real-time guidance for shoulder imaging.
March 27, 2026
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Researchers to develop 'patient-centered' imaging assessment tool
By Kate Madden Yee
The instrument will allow clinicians to "compare diagnostic strategies on patient-relevant endpoints," researchers noted.
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Hill Day 2026 highlights weight of imaging data in biomedical research
By Liz Carey
"All of us are frustrated with the gap between what patients receive on a routine basis and where the research community is ..."
March 27, 2026
Radiologist Pamela Woodard Academy President Hill Day 2026
Women's Imaging MinnieCast, Episode 5: Could CEM sub for MRI?
By Amerigo Allegretto
Wendie Berg, MD, PhD, discusses the current state of contrast-enhanced mammography (CEM) and co-founding DenseBreast-info.org.
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PET reveals disease activity in autoimmune encephalitis
By Will Morton
PET revealed brain region-specific astrogliosis corresponding to clinical manifestations and disease severity.
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(A) Overview of study participants with different clinical phenotypes depicted in distinct colors: Limbic encephalitis (LE)/temporal lobe epilepsy (TLE): Blue; cerebellar ataxia (CA): Green; stiff person syndrome (SPS): Red, including overlapping clinical features with an overview of the analyzed parameter; generated in Biorender. (B) F-18 F-DED uptake, as visualized by SUVr with global mean scaling, is shown for three representative patients with GAD65-AIE: Patient #6 with LE/TLE, showing mesiotemporal F-18 F-DED uptake; patient #16 with overlapping clinical features of CA, SPS, and LE, showing both mesiotemporal and cerebellar F-18 F-DED uptake; and patient #17 with isolated SPS showing no increased F-18 F-DED uptake. Additionally, the average F-18 F-DED uptake of eight controls is shown on the right.
Mammography use declining among some groups of women
By Amerigo Allegretto
Non-Hispanic white, Asian, and uninsured women ages 40 to 49 years used mammography less between 2010 and 2022.
March 26, 2026
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Novel AI-enhanced MRI algorithm helps assess left ventricular function
By Kate Madden Yee
A study's findings could improve imaging results for patients with arrythmia.
March 26, 2026
Representative images of participants with difficulty with breath holding and arrhythmia. In the lower right corner of A–L, the position coordinates of the images are marked. Short-axis (SA) view images in the end-systole (A–F) and end-diastole (G–L) phases in participants with atrial fibrillation. (A–C, G–I) Balanced steady-state free precession (bSSFP) cardiac cine. (D–F, J–L) Deep learning–enhanced compressed sensing (AI-CS) single-shot cardiac cine. In contrast to AI-CS single-shot cardiac cine, endocardial contours were challenging to identify on conventional segmented cine in midventricular and apical sections. (M) Line graph of time curve during the whole cardiac cycle obtained from bSSFP cardiac cine. (N) Line graph of time curve during the whole cardiac cycle obtained from AI-CS single-shot cardiac cine. LV = left ventricle; 2D = two-dimensional.
Sclerotherapy spares ovarian reserve without loss of therapeutic efficacy
By Kate Madden Yee
The results offer evidence that supports sclerotherapy as an ovary-sparing alternative to surgery for selected patients.
March 25, 2026
Ovary
Technologist aides may support IR procedures amid staffing shortages
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Radiologic technologist aides who were trained in sterile technique and ultrasound setup could support IR services.
March 25, 2026
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Can AI reduce malpractice risk for radiologists?
By Liz Carey
Radiologist takes proactive approach facing new era of AI-assisted medicine.
March 25, 2026
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Tailoring breast radiotherapy to women's risk leads to success
By Amerigo Allegretto
Many women don't have breast cancer recurrence after receiving radiotherapy following initial treatment, a study showed at EBCC15.
March 24, 2026
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Study finds that AI fails to speed lung cancer diagnosis
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AI prioritization of chest x-rays requested by U.K. primary care had no significant impact on the lung cancer pathway.
March 24, 2026
Lung Ai
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