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AI X-Ray Diagnostic Tool Offers Rapid Pediatric Fracture Detection

By MedImaging International staff writers
Posted on 10 Sep 2024

The increasing demand for emergency imaging has led to a surge in the use of traditional X-rays, especially for assessing traumatic injuries. More...

Conventional X-ray still remains the first radiological test for suspected fractures. Yet, identifying fractures in X-rays in the emergency room (ER) is challenging, particularly due to the constant influx of patients around the clock and the dependence on less experienced radiologists for initial assessments. Deep learning (DL) algorithms offer the potential to enhance fracture detection by radiologists and ER physicians. Now, a new generation of software based on DL technology can aid the accurate diagnosis of fractures and reduce diagnostic errors.

AZmed’s (Paris, France) Rayvolve is a computer-assisted detection and diagnosis software device capable of detecting fractures on standard X-rays, allowing doctors to save time and increase diagnosis accuracy. Rayvolve detects and automatically ranks X-rays that show signs of abnormalities, allowing radiologists to prioritize these cases in their workflow. Rayvolve has now achieved 510(k) clearance from the U.S. Food and Drug Administration (FDA) for its use in pediatric fracture detection, following its prior clearance for adult applications. This approval was bolstered by an independent study that affirmed Rayvolve's effectiveness in a clinical setting, analyzing a dataset of 3,000 pediatric radiographs. The study highlighted Rayvolve's high sensitivity (96%) and specificity (86%), marking it as one of the most proficient tools for assisting radiologists in spotting fractures in children, with an Area Under the Curve (AUC) of 94%.

This FDA clearance marks a significant expansion opportunity for AZmed in the U.S. medical imaging market. The company's strategy to introduce Rayvolve to more U.S. healthcare providers is aimed at refining traditional diagnostic approaches by accelerating fracture detection and mitigating the effects of clinician fatigue and workload. As Rayvolve becomes more widely adopted, AZmed continues to invest in the development of AI-based, clinically validated technologies that enhance both patient care and healthcare operational efficiency.

"The 510(k) clearance reflects our commitment to meeting the needs of healthcare professionals," said Julien Vidal, CEO of AZmed. "We are excited to extend our innovation to pediatric care, empowering clinicians with advanced tools to achieve the best outcomes for their patients."

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83 (30.994415283203): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (29.087066650391): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (29.087066650391): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (29.087066650391): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

88 (35.04753112793): SELECT show_live FROM jos_com_show_setting LIMIT 1

89 (43.153762817383): SELECT show_live FROM jos_com_show_setting LIMIT 1

90 (31.948089599609): SELECT show_live FROM jos_com_show_setting LIMIT 1

91 (92.983245849609): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802400 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802400 AND published='1' LIMIT 1

92 (70.810317993164): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802400 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802400 AND published='1' LIMIT 1

93 (61.988830566406): SELECT dp.*, ch.title as channel, exp.name as author_name, exp.specialization as author_specialization, exp.images as author_photo FROM jos_deeppockets as dp LEFT JOIN jos_experts as exp ON exp.id = dp.author LEFT JOIN jos_deeppockets as ch ON dp.fid = ch.id WHERE 1=1 AND dp.cat=10 AND dp.id=294802400 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

94 (93.936920166016): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802400 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802400 AND published='1' LIMIT 1

95 (78.916549682617): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802400 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802400 AND published='1' LIMIT 1

96 (652.07481384277): SELECT dp.*, ch.title as channel, exp.name as author_name, exp.specialization as author_specialization, exp.images as author_photo FROM jos_deeppockets as dp LEFT JOIN jos_experts as exp ON exp.id = dp.author LEFT JOIN jos_deeppockets as ch ON dp.fid = ch.id WHERE 1=1 AND dp.id=294802400 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

97 (688.07601928711): SELECT dp.name, dp.id, dp2.name as channel, ex.name as author_name, ex.specialization, ex.images FROM jos_deeppockets as dp LEFT JOIN jos_experts as ex ON ex.id = dp.author LEFT JOIN jos_deeppockets as dp2 ON dp2.id = dp.fid WHERE dp.author != 0 AND dp.cat = 10 AND dp.published = 1 AND ( (dp.fid = 294743300) OR (dp.fid = 294743301) OR (dp.fid = 294743302) OR (dp.fid = 294743303) OR (dp.fid = 294743304) OR (dp.fid = 294743305) OR (dp.fid = 294743306) OR (dp.fid = 294743307) OR (dp.fid = 294743308) OR (dp.fid = 294743309) OR (dp.fid = 294743310) ) ORDER BY RAND() LIMIT 1

98 (432.96813964844): SELECT dp.name, dp.id, dp2.name as channel, ex.name as author_name, ex.specialization, ex.images FROM jos_deeppockets as dp LEFT JOIN jos_experts as ex ON ex.id = dp.author LEFT JOIN jos_deeppockets as dp2 ON dp2.id = dp.fid WHERE dp.author != 0 AND dp.cat = 10 AND dp.published = 1 AND ( (dp.fid = 294743300) OR (dp.fid = 294743301) OR (dp.fid = 294743302) OR (dp.fid = 294743303) OR (dp.fid = 294743304) OR (dp.fid = 294743305) OR (dp.fid = 294743306) OR (dp.fid = 294743307) OR (dp.fid = 294743308) OR (dp.fid = 294743309) OR (dp.fid = 294743310) ) ORDER BY RAND() LIMIT 1

99 (102.04315185547): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802400 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802400 AND published='1' LIMIT 1

100 (65.088272094727): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802400 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802400 AND published='1' LIMIT 1

101 (110.86463928223): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802400 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802400 AND published='1' LIMIT 1

102 (54.121017456055): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802400 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802400 AND published='1' LIMIT 1

103 (51.975250244141): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802400 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802400 AND published='1' LIMIT 1

104 (56.028366088867): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802400 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802400 AND published='1' LIMIT 1

105 (66.041946411133): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802400 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802400 AND published='1' LIMIT 1

106 (38.862228393555): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802400 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802400 AND published='1' LIMIT 1

107 (355.95893859863): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

108 (!!!!! 24142.980575562): SELECT * FROM jos_deeppockets WHERE jos_deeppockets.cat = 10 AND jos_deeppockets.type = 'deeppockets_item' AND jos_deeppockets.published = 1 AND jos_deeppockets.created + INTERVAL 14 DAY >= NOW() ORDER BY jos_deeppockets.hits DESC LIMIT 7

109 (710.96420288086): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294802400 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294802400 AND type='deeppockets_item' AND published='1' LIMIT 1

110 (!!!!! 10416.984558105): ( SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.video != '' AND dp.video_source != '' AND dp.cat = 10 AND dp.published = 1 AND dp.type != 'deeppockets_item_link' ORDER BY created DESC LIMIT 3 ) UNION ( SELECT dpa.id, dpa.name, dpa.title, dpa.video, dpa.video_source, dpa.created FROM jos_deeppockets_archive AS dpa WHERE dpa.video != '' AND dpa.video_source != '' AND dpa.cat = 10 AND dpa.published = 1 AND dpa.type != 'deeppockets_item_link' ORDER BY created DESC LIMIT 3 ) ORDER BY created DESC LIMIT 3

111 (127.07710266113): ( SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.video != '' AND dp.video_source != '' AND dp.cat = 10 AND dp.published = 1 AND dp.type != 'deeppockets_item_link' ORDER BY created DESC LIMIT 3 ) UNION ( SELECT dpa.id, dpa.name, dpa.title, dpa.video, dpa.video_source, dpa.created FROM jos_deeppockets_archive AS dpa WHERE dpa.video != '' AND dpa.video_source != '' AND dpa.cat = 10 AND dpa.published = 1 AND dpa.type != 'deeppockets_item_link' ORDER BY created DESC LIMIT 3 ) ORDER BY created DESC LIMIT 3

112 (487.08915710449): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294803337 LIMIT 1

113 (73.909759521484): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294803337 LIMIT 1

114 (381.9465637207): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294803276 LIMIT 1

115 (115.87142944336): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294803276 LIMIT 1

116 (40.054321289062): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets_archive AS dp WHERE dp.id = 294803276 LIMIT 1

117 (41.007995605469): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets_archive AS dp WHERE dp.id = 294803276 LIMIT 1

118 (401.97372436523): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294802958 LIMIT 1

119 (65.088272094727): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294802958 LIMIT 1

120 (388.14544677734): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802400 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

121 (175.95291137695): SELECT name FROM jos_deeppockets WHERE id=211

122 (133.99124145508): SELECT name FROM jos_deeppockets WHERE id=211

123 (787.01972961426): SELECT *, DATE_FORMAT(publish_up,'%d %b %Y') AS date_publish_up, DATE_FORMAT(publish_down,'%d %b %Y') AS date_publish_down FROM jos_events WHERE state=1 AND publish_up > NOW() and extra_info REGEXP '((;)|(^))211((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

124 (689.98336791992): SELECT *, DATE_FORMAT(publish_up,'%d %b %Y') AS date_publish_up, DATE_FORMAT(publish_down,'%d %b %Y') AS date_publish_down FROM jos_events WHERE state=1 AND publish_up > NOW() and extra_info REGEXP '((;)|(^))211((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

125 (125.16975402832): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802400 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802400 AND published='1' LIMIT 1

126 (77.009201049805): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802400 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802400 AND published='1' LIMIT 1

127 (!!!!! 11413.097381592): TRUNCATE TABLE jos_trademed_module

128 (174.99923706055): SELECT dp.*, ch.title as channel, exp.name as author_name, exp.specialization as author_specialization, exp.images as author_photo FROM jos_deeppockets as dp LEFT JOIN jos_experts as exp ON exp.id = dp.author LEFT JOIN jos_deeppockets as ch ON dp.fid = ch.id WHERE 1=1 AND dp.cat=10 AND dp.id=294802400 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

129 (504.97055053711): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802400 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

130 (76.055526733398): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802400 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

131 (96.08268737793): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802400 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802400 AND published='1' LIMIT 1

132 (51.975250244141): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802400 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802400 AND published='1' LIMIT 1

133 (!!!!! 1659.8701477051): SELECT jos_item.* FROM jos_item INNER JOIN jos_number ON jos_item.numberID=jos_number.id WHERE 1=1 AND (jos_item.imgMini<>'') AND jos_item.type='L' AND jos_item.numberID= ( SELECT jos_number.id FROM jos_number WHERE jos_number.journalID IN (10) and jos_number.id in (select distinct jos_number.id from jos_number join jos_item on jos_item.numberid=jos_number.id where jos_item.type='P') ORDER BY (CONVERT(SUBSTRING(issue,1,2),SIGNED) + (CONVERT(SUBSTRING(issue,3,2),SIGNED)*100)) DESC LIMIT 0,1 ) ORDER BY RAND() DESC LIMIT 6

134 (147.81951904297): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802400 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802400 AND published='1' LIMIT 1

135 (66.041946411133): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802400 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802400 AND published='1' LIMIT 1

136 (40.054321289062): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294802400 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294802400 AND type='deeppockets_item' AND published='1' LIMIT 1

137 (51.021575927734): select distinct links.* from jos_textlinks links join jos_textlinks_placement placement on links.id=placement.link_id where journal_id=(10) and (channel_id=211 or channel_id is null)

138 (30.040740966797): select distinct links.* from jos_textlinks links join jos_textlinks_placement placement on links.id=placement.link_id where journal_id=(10) and (channel_id=211 or channel_id is null)

139 (33.140182495117): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

140 (77.962875366211): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802400 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802400 AND published='1' LIMIT 1

141 (46.014785766602): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802400 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802400 AND published='1' LIMIT 1

142 (111.10305786133): select jos_twitters.link from jos_twitters where cat=10

143 (38.14697265625): select jos_facebook.link from jos_facebook where cat=10

144 (45.7763671875): select jos_google_plus.link from jos_google_plus where cat=10

145 (46.014785766602): select jos_linkedin.link from jos_linkedin where cat=10

146 (334.9781036377): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)

147 (!!!!! 1471.996307373): insert into jos_banners_delta values (14615,'2025-08-01 22:34:17','216.73.216.210','view'),(14202,'2025-08-01 22:34:17','216.73.216.210','view'),(14203,'2025-08-01 22:34:17','216.73.216.210','view')

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