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machine-learning algorithm  (Caption Health Inc)

 
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    Caption Health Inc machine-learning algorithm
    Machine Learning Algorithm, supplied by Caption Health Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
    https://www.bioz.com/product/apical+two-+chamber+view/machine+learning+algorithm/pmc07541096-44-52-38
    Average 90 stars, based on 1 article reviews
    machine-learning algorithm - by Bioz Stars, 2026-11
    90/100 stars

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    Article Title: A machine learning algorithm supports ultrasound-naïve novices in the acquisition of diagnostic echocardiography loops and provides accurate estimation of LVEF
    Article Snippet: The design of this study consisted of four steps: (1) nineteen echo-naïve first-year medical students were briefly trained in the basics of echocardiography, (2) the trained students scanned three patients each with the help of the machine-learning algorithm (Caption Health Inc., Brisbane, CA, USA), for each patient they attempted to acquire three views (parasternal long axis view = PLAX, apical four-chamber view = AP4, apical two-chamber view = AP2), (3) the same patients were additionally scanned by one expert cardiologist (MS), the acquired loops were read by three blinded expert cardiologists (MS, TB, PB), the average calculated LVEF was taken as the ground-truth LVEF (GT-EF), (4) the 171 loops which were scanned by the students were evaluated by the machine-learning algorithm.



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