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AI Medical Diagnostic Algorithm for MRI Image Analysis Uses Self-Learning Across Hospitals

By MedImaging International staff writers
Posted on 01 Sep 2022

Healthcare is currently being revolutionized by artificial intelligence. With precise AI solutions, doctors can be supported in diagnosis. However, such algorithms require a considerable amount of data and the associated radiological specialist findings for training. The creation of such a large, central database, however, places special demands on data protection. Additionally, the creation of the findings and annotations, for example the marking of tumors in an MRI image, is very time-consuming. To overcome these challenges, researchers have developed an algorithm that is able to learn independently across different medical institutions. The key feature of the algorithm is that it is "self-learning", i.e. it does not require extensive, time-consuming findings or markings by radiologists in the MRI images.

A multidisciplinary team from the Technical University of Munich (TUM, Munich, Germany) collaborated with other clinicians and researchers to develop an AI-based medical diagnostic algorithm for MRI images of the brain, without any data annotated or processed by a radiologist. Furthermore, this algorithm was to be trained "federally": In this way, the algorithm "comes to the data", so that the medical image data requiring special protection could remain in the respective clinic and did not have to be collected centrally. The federated algorithm was trained on more than 1,500 MR scans of healthy study participants from four institutions while maintaining data privacy.

The algorithm then was used to analyze more than 500 patient MRI scans to detect diseases such as multiple sclerosis, vascular disease, and various forms of brain tumors that the algorithm had never seen before. This opens up new possibilities for developing efficient AI-based federated algorithms that learn autonomously while protecting privacy. In their study, the researchers were able to show that the federated AI algorithm they developed outperformed any AI algorithm trained using only data from a single institution. To pool knowledge about MRI images of the brain, the research team trained the AI algorithm in different and independent medical institutions without violating data privacy or collecting data centrally. By protecting patient data while reducing radiologists' workloads, the researchers believe their federated AI technology will significantly advance digital medicine.

"Once this algorithm learns what MRI images of the healthy brain look like, it will be easier for it to detect disease. To achieve this requires intelligent computational aggregation and coordination between the participating institutes," said Prof. Dr. Albarqouni. PD Dr. Benedikt Wiestler, senior physician at TUM's University Hospital, who was involved in the study. "Training the model on data from different centers contributes significantly to the fact that our algorithm detects diseases much more robustly than other algorithms that are only trained with data from one center."

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65 (!!!!! 4045.0096130371): 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 (!!!!! 6575.1075744629): SELECT fid FROM jos_deeppockets WHERE id=294794382 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294794382 AND published='1' LIMIT 1

67 (609.8747253418): 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`

68 (!!!!! 1887.0830535889): select jos_twitters.link from jos_twitters where cat=10

69 (!!!!! 1693.9640045166): select jos_facebook.link from jos_facebook where cat=10

70 (134.94491577148): select jos_google_plus.link from jos_google_plus where cat=10

71 (649.92904663086): select jos_linkedin.link from jos_linkedin where cat=10

72 (789.88075256348): SELECT fid FROM jos_deeppockets WHERE id=294794382 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294794382 AND published='1' LIMIT 1

73 (860.92948913574): 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 (!!!!! 2000.8087158203): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294794382 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

75 (!!!!! 2346.0388183594): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294794382 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

76 (116.82510375977): 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 (!!!!! 7492.0654296875): SELECT show_live FROM jos_com_show_setting LIMIT 1

78 (!!!!! 7982.0156097412): SELECT show_live FROM jos_com_show_setting LIMIT 1

79 (!!!!! 7868.0515289307): SELECT show_live FROM jos_com_show_setting LIMIT 1

80 (!!!!! 9615.8981323242): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (!!!!! 11548.042297363): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (!!!!! 3391.0274505615): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (!!!!! 2480.9837341309): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (!!!!! 8698.9402770996): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (!!!!! 7822.9904174805): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (!!!!! 7992.0291900635): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (!!!!! 7852.0774841309): SELECT show_live FROM jos_com_show_setting LIMIT 1

88 (!!!!! 8033.9908599854): SELECT show_live FROM jos_com_show_setting LIMIT 1

89 (!!!!! 3811.1209869385): SELECT show_live FROM jos_com_show_setting LIMIT 1

90 (!!!!! 4848.0033874512): SELECT show_live FROM jos_com_show_setting LIMIT 1

91 (!!!!! 2844.0952301025): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294794382 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

92 (!!!!! 7947.9217529297): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294794382 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

93 (!!!!! 7607.9368591309): 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 (!!!!! 5970.9548950195): SELECT show_live FROM jos_com_show_setting LIMIT 1

95 (!!!!! 9304.0466308594): SELECT show_live FROM jos_com_show_setting LIMIT 1

96 (!!!!! 7127.046585083): SELECT show_live FROM jos_com_show_setting LIMIT 1

97 (!!!!! 7974.8630523682): SELECT show_live FROM jos_com_show_setting LIMIT 1

98 (!!!!! 8013.9636993408): SELECT show_live FROM jos_com_show_setting LIMIT 1

99 (!!!!! 2521.9917297363): SELECT show_live FROM jos_com_show_setting LIMIT 1

100 (!!!!! 5608.081817627): SELECT show_live FROM jos_com_show_setting LIMIT 1

101 (!!!!! 12141.942977905): SELECT show_live FROM jos_com_show_setting LIMIT 1

102 (!!!!! 3278.9707183838): SELECT show_live FROM jos_com_show_setting LIMIT 1

103 (!!!!! 3998.9948272705): SELECT show_live FROM jos_com_show_setting LIMIT 1

104 (751.01852416992): SELECT show_live FROM jos_com_show_setting LIMIT 1

105 (!!!!! 2588.0336761475): SELECT show_live FROM jos_com_show_setting LIMIT 1

106 (38.862228393555): SELECT show_live FROM jos_com_show_setting LIMIT 1

107 (665.18783569336): SELECT show_live FROM jos_com_show_setting LIMIT 1

108 (!!!!! 13805.150985718): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294794382 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294794382 AND published='1' LIMIT 1

109 (447.98851013184): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294794382 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294794382 AND published='1' LIMIT 1

110 (145.91217041016): 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=294794382 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

111 (!!!!! 2880.0964355469): 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=294794382 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

112 (!!!!! 1406.9080352783): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294794382 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294794382 AND published='1' LIMIT 1

113 (!!!!! 1288.890838623): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294794382 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294794382 AND published='1' LIMIT 1

114 (617.02728271484): 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=294794382 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

115 (!!!!! 1080.0361633301): 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=294794382 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

116 (889.06288146973): 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 (583.88710021973): 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 (231.98127746582): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294794382 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294794382 AND published='1' LIMIT 1

119 (76.055526733398): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294794382 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294794382 AND published='1' LIMIT 1

120 (76.055526733398): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294794382 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294794382 AND published='1' LIMIT 1

121 (51.975250244141): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294794382 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294794382 AND published='1' LIMIT 1

122 (66.995620727539): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294794382 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294794382 AND published='1' LIMIT 1

123 (52.928924560547): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294794382 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294794382 AND published='1' LIMIT 1

124 (622.03407287598): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

125 (!!!!! 131729.8412323): 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 (120.87821960449): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294794382 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294794382 AND published='1' LIMIT 1

127 (62.942504882812): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294794382 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294794382 AND published='1' LIMIT 1

128 (!!!!! 1960.0391387939): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294794382 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294794382 AND type='deeppockets_item' AND published='1' LIMIT 1

129 (!!!!! 1511260.9863281): ( 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 (!!!!! 931456.08901978): ( 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 (423.90823364258): 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 (93.936920166016): 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 (990.86761474609): 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 (215.05355834961): 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 (!!!!! 1074.0756988525): 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 (230.07392883301): 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 (!!!!! 2435.9226226807): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294794382 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

138 (505.92422485352): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294794382 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

139 (248.90899658203): SELECT name FROM jos_deeppockets WHERE id=212

140 (236.98806762695): SELECT name FROM jos_deeppockets WHERE id=212

141 (!!!!! 1157.0453643799): 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 (994.92073059082): 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 (!!!!! 1415.0142669678): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294794382 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294794382 AND published='1' LIMIT 1

144 (82.015991210938): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294794382 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294794382 AND published='1' LIMIT 1

145 (!!!!! 17583.131790161): TRUNCATE TABLE jos_trademed_module

146 (!!!!! 2455.2345275879): 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=294794382 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

147 (972.03254699707): 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=294794382 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

148 (435.11390686035): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294794382 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

149 (!!!!! 1410.961151123): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294794382 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

150 (!!!!! 1845.121383667): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294794382 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294794382 AND published='1' LIMIT 1

151 (117.06352233887): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294794382 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294794382 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 (128.98445129395): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294794382 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294794382 AND published='1' LIMIT 1

154 (309.94415283203): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294794382 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294794382 AND published='1' LIMIT 1

155 (766.99256896973): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294794382 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294794382 AND type='deeppockets_item' AND published='1' LIMIT 1

156 (488.9965057373): 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 (133.99124145508): 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 (206.94732666016): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

159 (139.95170593262): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294794382 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294794382 AND published='1' LIMIT 1

160 (76.055526733398): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294794382 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294794382 AND published='1' LIMIT 1

161 (95.129013061523): select jos_twitters.link from jos_twitters where cat=10

162 (37.908554077148): select jos_facebook.link from jos_facebook where cat=10

163 (40.054321289062): select jos_google_plus.link from jos_google_plus where cat=10

164 (35.04753112793): select jos_linkedin.link from jos_linkedin where cat=10

165 (336.88545227051): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)

166 (!!!!! 1952.8865814209): insert into jos_banners_delta values (14615,'2025-04-30 08:48:21','3.15.27.235','view'),(14202,'2025-04-30 08:48:21','3.15.27.235','view'),(14203,'2025-04-30 08:48:21','3.15.27.235','view')

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