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Artificial Intelligence-Based Methods to Cut MRI Read Times Receives USD 250K Grant

By MedImaging International staff writers
Posted on 23 Mar 2020

Research to detect and predict blocked arteries and cardiovascular risk using knee MRI images conducted by Chun Yuan, Ph.D., Professor of Radiology and Bioengineering and Vice Chair for Global Affairs at the University of Washington (Seattle, WA, USA) has been recognized and awarded a grant by the American Heart Association’s (AHA) Institute for Precision Cardiovascular Medicine (Dallas, TX, USA).

The research was conducted through the AHA’s Precision Medicine Platform, which is powered by Amazon Web Services (AWS). The AHA, as part of its mission to be a relentless force for a world of longer, healthier lives, has collaborated with AWS to fund a competition for scientific research focused on using AI and machine learning algorithms to improve understanding of data related to precision medicine, powered by innovative cloud technology.

Dr. Yuan and his colleagues used AWS service credits to leverage the power of cloud computing, open data and new tools for AI and machine learning. Using the Precision Medicine Platform’s integrated data analytics workspace and research environment, Yuan was able to reduce the time required to read an MRI from four hours (by an expert) down to seven minutes (by a cloud-based data analysis computer program). With advanced deep learning techniques, the computer program is able to identify artery location, delineate vessel wall contours, quantify vascular features, and identify arteries with diseases from MR knee scans without any human interventions. Yuan’s work could ultimately help improve the speed with which various cardiovascular conditions are diagnosed, offer new opportunities in personalized medicine and improve quality of life for patients.

Dr. Yuan’s data science grant from the AHA Institute for Precision Cardiovascular Medicine provides USD 200,000 over two years as well as an additional USD 50,000 in AWS service credits (provided by AWS) for use on the Institute’s Precision Medicine Platform for computational time, use of AWS tools and infrastructure and data storage. As the winner of the award, Dr. Yuan received USD 10,000 in prize money from AWS and the Association’s Circulation: Genomic and Precision Medicine Journal.

“The especially exciting thing about this research is that we are able to use our technology to detect diseased blood vessels in knee images that were not acquired with that in mind,” Dr. Yuan said “as well as using artificial intelligence to greatly shorten the time it takes to review these images.”

“These awards are designed to inspire the brightest minds in computer science,” said Jennifer Hall, Ph.D., Chief of the Association’s Institute for Precision Cardiovascular Medicine. “By offering researchers like Dr. Yuan secure workspaces and new tools for data analysis, we aim to drive fresh approaches to improve Precision Medicine.”

Related Links:
University of Washington
American Heart Association’s Institute for Precision Cardiovascular Medicine

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65 (72.956085205078): select cover from jos_number where journalid in (5) and cover is not null order by left(issue,2)+right(issue,2)*12 desc limit 1

66 (577.92663574219): SELECT fid FROM jos_deeppockets WHERE id=294781233 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294781233 AND published='1' LIMIT 1

67 (71.048736572266): 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=217 ORDER BY `ordering`

68 (68.902969360352): select jos_twitters.link from jos_twitters where cat=10

69 (39.100646972656): select jos_facebook.link from jos_facebook where cat=10

70 (40.054321289062): select jos_google_plus.link from jos_google_plus where cat=10

71 (38.14697265625): select jos_linkedin.link from jos_linkedin where cat=10

72 (64.13459777832): SELECT fid FROM jos_deeppockets WHERE id=294781233 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294781233 AND published='1' LIMIT 1

73 (43.869018554688): 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=217 ORDER BY `ordering`

74 (554.08477783203): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294781233 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

75 (397.92060852051): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294781233 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

76 (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`

77 (77.009201049805): SELECT show_live FROM jos_com_show_setting LIMIT 1

78 (46.014785766602): SELECT show_live FROM jos_com_show_setting LIMIT 1

79 (48.160552978516): SELECT show_live FROM jos_com_show_setting LIMIT 1

80 (30.994415283203): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (30.994415283203): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (36.954879760742): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (46.968460083008): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (36.954879760742): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (30.994415283203): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (28.848648071289): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

88 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

89 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

90 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

91 (46.968460083008): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294781233 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

92 (29.087066650391): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294781233 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

93 (32.901763916016): 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 (46.968460083008): SELECT show_live FROM jos_com_show_setting LIMIT 1

95 (30.040740966797): SELECT show_live FROM jos_com_show_setting LIMIT 1

96 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

97 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

98 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

99 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

100 (39.100646972656): SELECT show_live FROM jos_com_show_setting LIMIT 1

101 (36.954879760742): SELECT show_live FROM jos_com_show_setting LIMIT 1

102 (42.915344238281): SELECT show_live FROM jos_com_show_setting LIMIT 1

103 (37.908554077148): SELECT show_live FROM jos_com_show_setting LIMIT 1

104 (39.815902709961): SELECT show_live FROM jos_com_show_setting LIMIT 1

105 (35.04753112793): SELECT show_live FROM jos_com_show_setting LIMIT 1

106 (37.908554077148): SELECT show_live FROM jos_com_show_setting LIMIT 1

107 (34.093856811523): SELECT show_live FROM jos_com_show_setting LIMIT 1

108 (82.969665527344): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294781233 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294781233 AND published='1' LIMIT 1

109 (61.03515625): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294781233 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294781233 AND published='1' LIMIT 1

110 (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=294781233 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

111 (66.041946411133): 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=294781233 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

112 (74.148178100586): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294781233 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294781233 AND published='1' LIMIT 1

113 (47.922134399414): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294781233 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294781233 AND published='1' LIMIT 1

114 (47.922134399414): 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=294781233 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

115 (504.0168762207): 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=294781233 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

116 (566.00570678711): 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 (329.97131347656): 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 (75.817108154297): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294781233 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294781233 AND published='1' LIMIT 1

119 (65.088272094727): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294781233 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294781233 AND published='1' LIMIT 1

120 (60.081481933594): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294781233 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294781233 AND published='1' LIMIT 1

121 (38.862228393555): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294781233 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294781233 AND published='1' LIMIT 1

122 (91.075897216797): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294781233 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294781233 AND published='1' LIMIT 1

123 (40.054321289062): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294781233 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294781233 AND published='1' LIMIT 1

124 (303.98368835449): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

125 (!!!!! 31124.830245972): 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 (143.05114746094): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294781233 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294781233 AND published='1' LIMIT 1

127 (64.13459777832): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294781233 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294781233 AND published='1' LIMIT 1

128 (555.99212646484): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294781233 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294781233 AND type='deeppockets_item' AND published='1' LIMIT 1

129 (!!!!! 483898.87809753): ( 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 (72.002410888672): ( 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 (49.829483032227): 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 (30.040740966797): 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 (50.067901611328): 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 (27.894973754883): 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 (29.087066650391): 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 (27.894973754883): 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 (586.98654174805): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294781233 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

138 (414.13307189941): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294781233 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

139 (42.200088500977): SELECT name FROM jos_deeppockets WHERE id=217

140 (27.894973754883): SELECT name FROM jos_deeppockets WHERE id=217

141 (473.97613525391): 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 '((;)|(^))217((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

142 (350.9521484375): 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 '((;)|(^))217((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

143 (59.843063354492): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294781233 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294781233 AND published='1' LIMIT 1

144 (41.007995605469): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294781233 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294781233 AND published='1' LIMIT 1

145 (!!!!! 8777.1415710449): TRUNCATE TABLE jos_trademed_module

146 (104.90417480469): 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=294781233 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

147 (53.882598876953): 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=294781233 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

148 (456.80999755859): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294781233 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

149 (54.121017456055): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294781233 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

150 (64.13459777832): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294781233 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294781233 AND published='1' LIMIT 1

151 (43.869018554688): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294781233 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294781233 AND published='1' LIMIT 1

152 (!!!!! 1094.1028594971): 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 (61.988830566406): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294781233 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294781233 AND published='1' LIMIT 1

154 (44.107437133789): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294781233 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294781233 AND published='1' LIMIT 1

155 (41.961669921875): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294781233 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294781233 AND type='deeppockets_item' AND published='1' LIMIT 1

156 (36.001205444336): 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=217 or channel_id is null)

157 (31.948089599609): 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=217 or channel_id is null)

158 (36.001205444336): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

159 (400.06637573242): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294781233 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294781233 AND published='1' LIMIT 1

160 (70.095062255859): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294781233 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294781233 AND published='1' LIMIT 1

161 (36.954879760742): select jos_twitters.link from jos_twitters where cat=10

162 (30.994415283203): select jos_facebook.link from jos_facebook where cat=10

163 (31.948089599609): select jos_google_plus.link from jos_google_plus where cat=10

164 (30.040740966797): select jos_linkedin.link from jos_linkedin where cat=10

165 (272.03559875488): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)

166 (!!!!! 1200.1991271973): insert into jos_banners_delta values (14615,'2025-05-02 05:41:38','18.117.229.144','view'),(14202,'2025-05-02 05:41:38','18.117.229.144','view'),(14203,'2025-05-02 05:41:38','18.117.229.144','view')

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