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First-of-Its-Kind AI Tool Analyzes Heart MRI Scans in Just 20 Seconds

By MedImaging International staff writers
Posted on 18 Mar 2022

Image: Superhuman 20 second AI heart tool to begin roll-out (Photo courtesy of University College London)

A new artificial intelligence (AI) tool can be used to detect heart disease in record speed, helping to improve care for heart patients.

The first-of-its-kind AI tool, developed by a team of scientists and cardiologists at University College London (UCL, London, UK) analyses heart MRI scans in just 20 seconds whilst the patient is in the scanner. This compares to the 13 minutes or more it would take for a doctor to manually analyze the images after the MRI scan has been performed. It also detects changes to the heart structure and function with 40% greater precision and extracts more information than a human can.

The team trained the AI to measure the size of the left ventricle (the main pumping chamber of the heart), the thickness of the heart muscle and how well the left ventricle was able to pump blood around the body. They did this using heart MRI scans from 1,923 people - including people with seven different heart conditions at 13 different hospitals and using 10 different models of MRI scanner. The AI was then validated on a further 109 patients who were scanned twice. They found that the AI technology analyzed heart MRI scans more precisely than three doctors, removing the issue of subjectivity with human analysis.

The technology will improve diagnosis and treatment for a multitude of heart conditions. It is designed to diagnose a new heart condition when someone is first assessed for heart disease. It can spot early signs of heart disease - such as after having chemotherapy - which in some cases can cause damage to the heart, and it has the potential to screen for heart conditions in people with a family history of heart disease. The tool also helps doctors to see how patients with heart conditions are responding to their treatment, so they can then make any necessary adjustments.

According to the researchers, the AI will free-up valuable time of healthcare professionals so that their attention can be directed to seeing more patients on waiting lists, which will ultimately help with the backlog in vital heart care. The AI will also give patients and doctors more confidence in the results so that they can make better decisions about a person’s treatment and possible surgeries.

“Our new AI reads complex heart scans in record speed, analyzing the structure and function of a patient’s heart with more precision than ever before. The beauty of the technology is that it replaces the need for a doctor to spend countless hours analyzing the scans by hand,” said Dr. Rhodri Davies (UCL Institute of Cardiovascular Science and Barts Heart Centre at St Bartholomew’s Hospital), who was the study’s lead author. “We are continually pushing the technology to ensure it’s the best it can be, so that it can work for any patient with any heart disease.”

“This is a huge advance for doctors and patients, which is revolutionizing the way we can analyze a person’s heart MRI images to determine if they have heart disease at greater speed,” said Dr. Sonya Babu-Narayan, Associate Medical Director at the British Heart Foundation and Consultant Cardiologist. “The pandemic has resulted in a backlog of hundreds of thousands of people waiting for vital heart scans, treatment and care. Despite the delay in cardiac care, whilst people remain on waiting lists, they risk avoidable disability and death. That’s why it’s heartening to see innovations like this, which together could help fast-track heart diagnoses and ease workload.”

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65 (28.133392333984): select jos_facebook.link from jos_facebook where cat=10

66 (27.179718017578): select jos_google_plus.link from jos_google_plus where cat=10

67 (25.033950805664): select jos_linkedin.link from jos_linkedin where cat=10

68 (41.961669921875): SELECT fid FROM jos_deeppockets WHERE id=294792052 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294792052 AND published='1' LIMIT 1

69 (30.040740966797): 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`

70 (163.79356384277): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294792052 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

71 (133.99124145508): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294792052 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

72 (36.001205444336): 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`

73 (47.922134399414): SELECT show_live FROM jos_com_show_setting LIMIT 1

74 (29.087066650391): SELECT show_live FROM jos_com_show_setting LIMIT 1

75 (25.98762512207): SELECT show_live FROM jos_com_show_setting LIMIT 1

76 (33.140182495117): SELECT show_live FROM jos_com_show_setting LIMIT 1

77 (95.844268798828): SELECT show_live FROM jos_com_show_setting LIMIT 1

78 (54.121017456055): SELECT show_live FROM jos_com_show_setting LIMIT 1

79 (55.074691772461): SELECT show_live FROM jos_com_show_setting LIMIT 1

80 (51.021575927734): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (79.154968261719): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (50.067901611328): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (80.82389831543): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (37.193298339844): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (63.180923461914): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (86.069107055664): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (216.96090698242): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294792052 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

88 (59.843063354492): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294792052 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

89 (57.93571472168): 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`

90 (253.20053100586): SELECT show_live FROM jos_com_show_setting LIMIT 1

91 (65.088272094727): SELECT show_live FROM jos_com_show_setting LIMIT 1

92 (78.916549682617): SELECT show_live FROM jos_com_show_setting LIMIT 1

93 (42.915344238281): SELECT show_live FROM jos_com_show_setting LIMIT 1

94 (81.062316894531): SELECT show_live FROM jos_com_show_setting LIMIT 1

95 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

96 (55.074691772461): SELECT show_live FROM jos_com_show_setting LIMIT 1

97 (41.007995605469): SELECT show_live FROM jos_com_show_setting LIMIT 1

98 (49.829483032227): SELECT show_live FROM jos_com_show_setting LIMIT 1

99 (35.04753112793): SELECT show_live FROM jos_com_show_setting LIMIT 1

100 (58.889389038086): SELECT show_live FROM jos_com_show_setting LIMIT 1

101 (35.04753112793): SELECT show_live FROM jos_com_show_setting LIMIT 1

102 (56.982040405273): SELECT show_live FROM jos_com_show_setting LIMIT 1

103 (35.04753112793): SELECT show_live FROM jos_com_show_setting LIMIT 1

104 (512.12310791016): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792052 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792052 AND published='1' LIMIT 1

105 (74.148178100586): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792052 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792052 AND published='1' LIMIT 1

106 (74.863433837891): 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=294792052 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

107 (60.081481933594): 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=294792052 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

108 (626.0871887207): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792052 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792052 AND published='1' LIMIT 1

109 (97.036361694336): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792052 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792052 AND published='1' LIMIT 1

110 (73.909759521484): 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=294792052 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

111 (458.0020904541): 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=294792052 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

112 (568.86672973633): 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

113 (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

114 (84.161758422852): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792052 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792052 AND published='1' LIMIT 1

115 (57.220458984375): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792052 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792052 AND published='1' LIMIT 1

116 (147.10426330566): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792052 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792052 AND published='1' LIMIT 1

117 (62.942504882812): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792052 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792052 AND published='1' LIMIT 1

118 (51.975250244141): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792052 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792052 AND published='1' LIMIT 1

119 (39.100646972656): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792052 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792052 AND published='1' LIMIT 1

120 (259.1609954834): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

121 (!!!!! 34009.93347168): 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

122 (102.04315185547): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792052 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792052 AND published='1' LIMIT 1

123 (45.061111450195): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792052 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792052 AND published='1' LIMIT 1

124 (!!!!! 1024.9614715576): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294792052 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294792052 AND type='deeppockets_item' AND published='1' LIMIT 1

125 (!!!!! 542255.87844849): ( 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

126 (57.220458984375): ( 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

127 (33.140182495117): 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

128 (29.087066650391): 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

129 (38.862228393555): 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

130 (29.087066650391): 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

131 (28.133392333984): 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

132 (120.87821960449): 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

133 (830.17349243164): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792052 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

134 (551.93901062012): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792052 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

135 (436.06758117676): SELECT name FROM jos_deeppockets WHERE id=212

136 (118.01719665527): SELECT name FROM jos_deeppockets WHERE id=212

137 (474.92980957031): 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

138 (486.13548278809): 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

139 (357.15103149414): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792052 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792052 AND published='1' LIMIT 1

140 (55.789947509766): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792052 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792052 AND published='1' LIMIT 1

141 (!!!!! 9515.0470733643): TRUNCATE TABLE jos_trademed_module

142 (918.86520385742): 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=294792052 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

143 (149.96528625488): 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=294792052 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

144 (!!!!! 1006.1264038086): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792052 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

145 (77.009201049805): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792052 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

146 (80.108642578125): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792052 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792052 AND published='1' LIMIT 1

147 (56.028366088867): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792052 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792052 AND published='1' LIMIT 1

148 (!!!!! 2794.9810028076): 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

149 (82.015991210938): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792052 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792052 AND published='1' LIMIT 1

150 (59.843063354492): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792052 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792052 AND published='1' LIMIT 1

151 (!!!!! 2182.0068359375): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294792052 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294792052 AND type='deeppockets_item' AND published='1' LIMIT 1

152 (563.8599395752): 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)

153 (45.061111450195): 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)

154 (33.140182495117): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

155 (!!!!! 2874.1359710693): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792052 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792052 AND published='1' LIMIT 1

156 (55.074691772461): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792052 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792052 AND published='1' LIMIT 1

157 (40.054321289062): select jos_twitters.link from jos_twitters where cat=10

158 (80.108642578125): select jos_facebook.link from jos_facebook where cat=10

159 (35.04753112793): select jos_google_plus.link from jos_google_plus where cat=10

160 (26.226043701172): select jos_linkedin.link from jos_linkedin where cat=10

161 (286.81755065918): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)

162 (!!!!! 3721.9524383545): insert into jos_banners_delta values (14615,'2025-05-01 04:16:25','18.221.248.199','view'),(14202,'2025-05-01 04:16:25','18.221.248.199','view'),(14203,'2025-05-01 04:16:25','18.221.248.199','view')

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