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
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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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At RSNA 2025, thoracic radiologists debated using autonomous AI for chest radiograph interpretation. They also fielded many audience questions and comments as well.
AI
Is AI ready for autonomous reads of chest x-rays?
A debate at RSNA 2025 reviewed the current use of autonomous AI for chest radiographs and assessed future opportunities.
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AI
Patients support AI in radiology, but not as a standalone reader
Lung Cancer
CT
Lung cancer rates low on chest CT after incidental neck imaging findings
Football Players Scrimmage
MRI
Adding AI to MRI improves return to play classification frameworks
Runner Street Thumbnail Adobe Augustas Cetkauskas
Ultrasound
Marathon training does not have long-term negative effects on heart
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Is AI ready for autonomous reads of chest x-rays?
By Liz Carey
A debate at RSNA 2025 reviewed the current use of autonomous AI for chest radiographs and assessed future opportunities.
December 11, 2025
At RSNA 2025, thoracic radiologists debated using autonomous AI for chest radiograph interpretation. They also fielded many audience questions and comments as well.
Patients support AI in radiology, but not as a standalone reader
By Will Morton
A majority of survey respondents would not agree to AI as a sole reader.
December 11, 2025
Ai Face
Lung cancer rates low on chest CT after incidental neck imaging findings
By Kate Madden Yee
The results could indicate that follow-up chest CT may not be necessary in this situation.
December 11, 2025
Lung Cancer
Adding AI to MRI improves return to play classification frameworks
By Kate Madden Yee
Predicting when athletes can safely return to play after an injury is key.
December 10, 2025
Football Players Scrimmage
Marathon training does not have long-term negative effects on heart
By Amerigo Allegretto
Echocardiography shows that endurance training by marathon runners does not have long-term negative effects on the heart.
December 10, 2025
Runner Street Thumbnail Adobe Augustas Cetkauskas
Phase I trial reveals the potential of a new PSMA-PET tracer
By Will Morton
The radiotracer detected more lesions in men with metastatic disease than F-18 piflufolastat.
December 9, 2025
Scans in a 73-year-old man with biochemically recurrent prostate cancer (prostate-specific antigen level of 0.5 ng/mL) who underwent PET/CT with 9.4 mCi of F-18 piflufolastat and a second PET/CT examination with 8.1 mCi of copper 61-NODAGA (1,4,7-triazacyclononane,1-glutaric acid-4,7-acetic acid)–prostate-specific membrane antigen for imaging and therapy (Cu-61 PSMA I&T) 24 days apart, with no intervening therapy. Maximum intensity projection (MIP) images obtained (A) 1 hour after F-18 piflufolastat administration and (B) 1, (C) 2, and (D) 4 hours after Cu-61 PSMA I&T administration are shown. Physiologic uptake is seen in the lacrimal glands, salivary glands, liver, spleen, kidneys, ureters, and bladder. Pathologic uptake in pelvic nodal metastases is labeled with arrows. The F-18 piflufolastat PET/CT MIP image reveals two avid pelvic nodal metastases (arrows). Cu-61 PSMA I&T PET/CT scans demonstrate three avid pelvic nodal metastases on 1-hour and 2-hour images (arrows); five avid pelvic nodal metastases were suspected on the 4-hour image (arrows).
Radiologists can designate nonmass lesions on breast ultrasound
By Amerigo Allegretto
Breast radiologists achieved moderate to substantial interreader agreement for classifying nonmass lesions on ultrasound.
December 9, 2025
Images depict a 50-year-old woman with a lesion detected during screening ultrasound. (A) Transverse and (B) longitudinal images reveal a 0.5-cm hypoechoic lesion (arrow) in the left breast. (C) Transverse color Doppler ultrasound image does not show an increase in vascularity. Two readers classified the lesion as a mass, whereas two others categorized it as a nonmass lesion, leading to its designation as a controversial nonmass lesion. Ultrasound-guided core needle biopsy and subsequent pathologic examination confirmed a nonproliferative breast change.
Long COVID's neurological effects persist
By Kate Madden Yee
Long COVID is typically defined as persistent symptoms beyond four weeks from onset of the illness.
December 9, 2025
Coronavirus
MRI proves effective for tracking results of obesity interventions
By Kate Madden Yee
MRI is a powerful tool to monitor skeletal muscle adaptations during lifestyle interventions for obesity, researchers noted.
December 8, 2025
Obesity Text2
TVR-PET/CT shows promise in primary hyperparathyroidism
By Will Morton
Gallium-68 trivehexin PET/CT was superior for identifying lesions over technetium-99m sestamibi SPECT.
December 8, 2025
Phpt
ACR talks BI-RADS version 2025 with AuntMinnie
By Amerigo Allegretto
ACR members discussed the need to release the latest version of BI-RADS and what changes breast radiologists can expect.
December 8, 2025
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ACR's Ted Burnes talks advocacy in radiology with AuntMinnie
By Amerigo Allegretto
Ted Burnes from the American College of Radiology spoke with AuntMinnie on achievements in advocacy and what 2026 may bring.
December 8, 2025
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