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AI-Powered System Combines MRI and Ultrasound Technology for Fast, Non-Invasive Endometriosis Diagnosis

By MedImaging International staff writers
Posted on 14 Aug 2023

Endometriosis, a painful condition in which sensitive tissue grows beyond the uterus, affects millions of women worldwide. The diagnosis of endometriosis often faces delays, with an average waiting period of 7-12 years for most women. The current diagnostic approach involves performing keyhole (laparoscopic) surgery to visually inspect endometrial deposits in the abdomen, subsequently confirmed through microscopic analysis. However, surgery presents challenges, accessibility issues, and often incurs delays. The prolonged diagnostic process of endometriosis can contribute to anxiety, depression, and fatigue, and necessitate consultations with numerous healthcare professionals.

Now, a new study using machine learning to automatically digitally combine the diagnostic capabilities of pelvic scans and magnetic resonance imaging (MRI) for identifying endometriosis lesions seeks to shorten the diagnostic journey as well as reduce reliance on surgery. The new artificial intelligence (AI) system with technology developed by the University of Adelaide (Adelaide, Australia) in partnership with researchers from the University of Surrey (Guildford, UK) could improve the quality of life of millions suffering from endometriosis. The IMAGENDO system developed by the researchers leverages AI to analyze data from ultrasound and MRI scans, significantly shortening the time required for endometriosis diagnosis.

“While the legitimate concerns about the use of AI have dominated the headlines, here is an example of how this technology can improve the lives of millions of people who suffer from endometriosis and severe pelvic pain,” said Professor Gustavo Carneiro, Professor of AI and Machine Learning at the University of Surrey and one of the Chief Investigators of IMAGENDO. “IMAGENDO is introducing innovative AI capabilities to provide fast, non-invasive endometriosis diagnosis by combining MRI and ultrasound technology.”

Related Links:
University of Adelaide
University of Surrey

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69 (41.007995605469): select jos_facebook.link from jos_facebook where cat=10

70 (30.994415283203): select jos_google_plus.link from jos_google_plus where cat=10

71 (27.894973754883): select jos_linkedin.link from jos_linkedin where cat=10

72 (30.994415283203): SELECT fid FROM jos_deeppockets WHERE id=294798241 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294798241 AND published='1' LIMIT 1

73 (36.954879760742): SELECT id,name,sponsor_text FROM jos_deeppockets dp left outer join jos_channel_sponsor cs on dp.id=cs.fid WHERE cat=10 AND TYPE='file_folder' AND published=1 AND id=212 ORDER BY `ordering`

74 (358.10470581055): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294798241 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

75 (224.82872009277): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294798241 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

76 (59.127807617188): SELECT id,name,title FROM jos_deeppockets WHERE cat=10 AND TYPE='file_folder' AND published=1 AND id != 294743300 AND id != 294743301 AND id != 294743302 AND id != 294743303 AND id != 294743304 AND id != 294743305 AND id != 294743306 AND id != 294743307 AND id != 294743308 AND id != 294743309 AND id != 294743310 AND metakey != 'aacc' ORDER BY `ordering`

77 (46.014785766602): SELECT show_live FROM jos_com_show_setting LIMIT 1

78 (30.040740966797): SELECT show_live FROM jos_com_show_setting LIMIT 1

79 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

80 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (29.087066650391): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (30.994415283203): SELECT show_live FROM jos_com_show_setting LIMIT 1

88 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

89 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

90 (27.179718017578): SELECT show_live FROM jos_com_show_setting LIMIT 1

91 (41.961669921875): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294798241 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

92 (38.14697265625): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294798241 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

93 (43.869018554688): SELECT id,name,title FROM jos_deeppockets WHERE cat=10 AND TYPE='file_folder' AND published=1 AND id != 294743300 AND id != 294743301 AND id != 294743302 AND id != 294743303 AND id != 294743304 AND id != 294743305 AND id != 294743306 AND id != 294743307 AND id != 294743308 AND id != 294743309 AND id != 294743310 AND metakey != 'aacc' ORDER BY `ordering`

94 (66.041946411133): SELECT show_live FROM jos_com_show_setting LIMIT 1

95 (36.954879760742): SELECT show_live FROM jos_com_show_setting LIMIT 1

96 (36.954879760742): SELECT show_live FROM jos_com_show_setting LIMIT 1

97 (40.054321289062): SELECT show_live FROM jos_com_show_setting LIMIT 1

98 (51.975250244141): SELECT show_live FROM jos_com_show_setting LIMIT 1

99 (30.040740966797): SELECT show_live FROM jos_com_show_setting LIMIT 1

100 (29.802322387695): SELECT show_live FROM jos_com_show_setting LIMIT 1

101 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

102 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

103 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

104 (36.954879760742): SELECT show_live FROM jos_com_show_setting LIMIT 1

105 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

106 (30.040740966797): SELECT show_live FROM jos_com_show_setting LIMIT 1

107 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

108 (70.095062255859): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798241 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798241 AND published='1' LIMIT 1

109 (52.928924560547): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798241 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798241 AND published='1' LIMIT 1

110 (53.167343139648): 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=294798241 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

111 (483.03604125977): SELECT dp.*, ch.title as channel, exp.name as author_name, exp.specialization as author_specialization, exp.images as author_photo FROM jos_deeppockets_archive 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=294798241 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

112 (76.055526733398): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798241 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798241 AND published='1' LIMIT 1

113 (46.014785766602): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798241 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798241 AND published='1' LIMIT 1

114 (50.067901611328): 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=294798241 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

115 (477.79083251953): SELECT dp.*, ch.title as channel, exp.name as author_name, exp.specialization as author_specialization, exp.images as author_photo FROM jos_deeppockets_archive 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=294798241 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

116 (612.02049255371): 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

117 (343.08433532715): 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

118 (86.069107055664): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798241 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798241 AND published='1' LIMIT 1

119 (49.114227294922): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798241 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798241 AND published='1' LIMIT 1

120 (62.227249145508): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798241 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798241 AND published='1' LIMIT 1

121 (43.153762817383): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798241 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798241 AND published='1' LIMIT 1

122 (51.021575927734): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798241 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798241 AND published='1' LIMIT 1

123 (37.908554077148): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798241 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798241 AND published='1' LIMIT 1

124 (362.15782165527): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

125 (!!!!! 62952.995300293): 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

126 (626.0871887207): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798241 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798241 AND published='1' LIMIT 1

127 (437.02125549316): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798241 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798241 AND published='1' LIMIT 1

128 (!!!!! 1543.0450439453): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294798241 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294798241 AND type='deeppockets_item' AND published='1' LIMIT 1

129 (!!!!! 1117686.0332489): ( 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

130 (251.77001953125): ( 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

131 (616.07360839844): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294800513 LIMIT 1

132 (61.988830566406): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294800513 LIMIT 1

133 (75.101852416992): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294800359 LIMIT 1

134 (48.160552978516): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294800359 LIMIT 1

135 (94.890594482422): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294800361 LIMIT 1

136 (50.067901611328): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294800361 LIMIT 1

137 (532.15026855469): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798241 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

138 (409.84153747559): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798241 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

139 (57.93571472168): SELECT name FROM jos_deeppockets WHERE id=212

140 (36.954879760742): SELECT name FROM jos_deeppockets WHERE id=212

141 (612.97416687012): 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 '((;)|(^))212((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

142 (573.87351989746): 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 '((;)|(^))212((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

143 (96.797943115234): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798241 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798241 AND published='1' LIMIT 1

144 (72.956085205078): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798241 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798241 AND published='1' LIMIT 1

145 (!!!!! 9362.9360198975): TRUNCATE TABLE jos_trademed_module

146 (!!!!! 1855.1349639893): 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=294798241 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

147 (124.93133544922): SELECT dp.*, ch.title as channel, exp.name as author_name, exp.specialization as author_specialization, exp.images as author_photo FROM jos_deeppockets_archive 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=294798241 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

148 (702.85797119141): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798241 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

149 (106.8115234375): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798241 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

150 (93.936920166016): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798241 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798241 AND published='1' LIMIT 1

151 (157.83309936523): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798241 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798241 AND published='1' LIMIT 1

152 (!!!!! 1682.9967498779): 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

153 (200.03318786621): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798241 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798241 AND published='1' LIMIT 1

154 (179.05235290527): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798241 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798241 AND published='1' LIMIT 1

155 (890.01655578613): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294798241 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294798241 AND type='deeppockets_item' AND published='1' LIMIT 1

156 (738.14392089844): 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=212 or channel_id is null)

157 (613.92784118652): 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=212 or channel_id is null)

158 (138.99803161621): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

159 (222.92137145996): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798241 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798241 AND published='1' LIMIT 1

160 (159.02519226074): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798241 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798241 AND published='1' LIMIT 1

161 (108.95729064941): select jos_twitters.link from jos_twitters where cat=10

162 (72.002410888672): select jos_facebook.link from jos_facebook where cat=10

163 (68.902969360352): select jos_google_plus.link from jos_google_plus where cat=10

164 (71.048736572266): select jos_linkedin.link from jos_linkedin where cat=10

165 (646.82960510254): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)

166 (!!!!! 3294.9447631836): insert into jos_banners_delta values (14615,'2025-04-30 09:22:07','18.188.180.227','view'),(14202,'2025-04-30 09:22:07','18.188.180.227','view'),(14203,'2025-04-30 09:22:07','18.188.180.227','view')

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