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AI Software Interprets Brain Scans to Improve Diagnoses

By MedImaging International staff writers
Posted on 29 May 2018

Scientists at Imperial College London (Kensington, London, UK) and the University of Edinburgh (Scotland) have created a new software that can identify and measure the severity of small vessel disease (SVD), which is among the most common factors responsible for stroke and dementia. According to the researchers, the technology could help clinicians provide patients with the best treatment more quickly in emergency settings, predict a person’s likelihood of developing dementia and pave the way for more personalized medicine.

Currently, doctors diagnose SVD by observing changes in the brain’s white matter during MRI or CT scans, although diagnosing the severity of the disease with the human eye is a difficult task. CT scans often make it difficult to decide where the edges of the SVD are, which makes it difficult for doctors to estimate the severity of the disease. Moreover, MRI is not commonly used to detect and measure SVD owing to issues such as availability of scanners and suitability in the case of emergency or older patients.

For the study, the researchers used historical data of 1,082 CT scans of stroke patients and compared the results from the software to a panel of expert doctors who estimated SVD severity from the same scans. The researchers found the level of agreement of the software with the experts to be as good as the agreement between the experts themselves. Additionally, in 60 cases the researchers obtained MRI and CT in the same subjects, and used the MRI to estimate the exact amount of SVD, the software was found to be 85% accurate at predicting the severity of SVD.

The researchers are now using similar methods to measure the amount of brain shrinkage and other conditions that are commonly diagnosed using brain CT. The researchers believe that the software could help influence decision-making for doctors in emergency neurological conditions and lead to more personalized medicine. For instance, in the near future, doctors could use the software to estimate the likely risk of hemorrhage in stroke patients before administering ‘clot busting medications’ to unblock an artery. The software can also help measure the possibility of patients developing dementia or immobility due to slowly progressive SVD.

“This is the first time that machine learning methods have been able to accurately measure a marker of small vessel disease in patients presenting with stroke or memory impairment who undergo CT scanning,” said Dr Paul Bentley, lead author and Clinical Lecturer at Imperial College London. “Our technique is consistent and achieves high accuracy relative to an MRI scan - the current gold standard technique for diagnosis. This could lead to better treatments and care for patients in everyday practice.”

“This is a first step in making a scan reading tool that could be useful in mining large routine scan datasets and, after more testing, might aid patient assessment at hospital admission with stroke,” added Professor Joanna Wardlaw, Head of Neuroimaging Sciences at the University of Edinburgh.

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Imperial College London
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63 (!!!!! 7874.9656677246): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773643 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773643 AND published='1' LIMIT 1

64 (!!!!! 10050.058364868): 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

65 (524.99771118164): SELECT fid FROM jos_deeppockets WHERE id=294773643 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294773643 AND published='1' LIMIT 1

66 (293.97010803223): 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`

67 (492.09594726562): select jos_twitters.link from jos_twitters where cat=10

68 (43.869018554688): select jos_facebook.link from jos_facebook where cat=10

69 (225.06713867188): select jos_google_plus.link from jos_google_plus where cat=10

70 (41.007995605469): select jos_linkedin.link from jos_linkedin where cat=10

71 (261.06834411621): SELECT fid FROM jos_deeppockets WHERE id=294773643 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294773643 AND published='1' LIMIT 1

72 (252.00843811035): 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`

73 (600.81481933594): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294773643 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

74 (!!!!! 3736.9728088379): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294773643 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

75 (379.08554077148): 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`

76 (468.01567077637): SELECT show_live FROM jos_com_show_setting LIMIT 1

77 (41.961669921875): SELECT show_live FROM jos_com_show_setting LIMIT 1

78 (254.15420532227): SELECT show_live FROM jos_com_show_setting LIMIT 1

79 (48.87580871582): SELECT show_live FROM jos_com_show_setting LIMIT 1

80 (151.15737915039): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (31.948089599609): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (29.087066650391): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (142.81272888184): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (31.948089599609): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (29.087066650391): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (129.22286987305): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (31.232833862305): SELECT show_live FROM jos_com_show_setting LIMIT 1

88 (168.0850982666): SELECT show_live FROM jos_com_show_setting LIMIT 1

89 (31.948089599609): SELECT show_live FROM jos_com_show_setting LIMIT 1

90 (!!!!! 3995.8953857422): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294773643 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

91 (41.961669921875): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294773643 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

92 (178.09867858887): 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`

93 (494.00329589844): SELECT show_live FROM jos_com_show_setting LIMIT 1

94 (35.04753112793): SELECT show_live FROM jos_com_show_setting LIMIT 1

95 (!!!!! 1912.1170043945): SELECT show_live FROM jos_com_show_setting LIMIT 1

96 (741.95861816406): SELECT show_live FROM jos_com_show_setting LIMIT 1

97 (47.922134399414): SELECT show_live FROM jos_com_show_setting LIMIT 1

98 (28.848648071289): SELECT show_live FROM jos_com_show_setting LIMIT 1

99 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

100 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

101 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

102 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

103 (27.179718017578): SELECT show_live FROM jos_com_show_setting LIMIT 1

104 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

105 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

106 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

107 (374.07875061035): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773643 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773643 AND published='1' LIMIT 1

108 (!!!!! 1025.915145874): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773643 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773643 AND published='1' LIMIT 1

109 (132.08389282227): 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=294773643 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

110 (!!!!! 5494.8329925537): 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=294773643 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

111 (!!!!! 1032.829284668): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773643 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773643 AND published='1' LIMIT 1

112 (62.942504882812): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773643 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773643 AND published='1' LIMIT 1

113 (52.928924560547): 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=294773643 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

114 (!!!!! 1188.9934539795): 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=294773643 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

115 (!!!!! 4662.036895752): 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

116 (830.88874816895): 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 (269.17457580566): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773643 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773643 AND published='1' LIMIT 1

118 (51.975250244141): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773643 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773643 AND published='1' LIMIT 1

119 (255.10787963867): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773643 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773643 AND published='1' LIMIT 1

120 (61.03515625): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773643 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773643 AND published='1' LIMIT 1

121 (545.97854614258): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773643 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773643 AND published='1' LIMIT 1

122 (60.081481933594): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773643 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773643 AND published='1' LIMIT 1

123 (66.995620727539): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773643 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773643 AND published='1' LIMIT 1

124 (51.021575927734): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773643 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773643 AND published='1' LIMIT 1

125 (613.92784118652): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

126 (!!!!! 56339.025497437): 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

127 (!!!!! 5613.0886077881): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294773643 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294773643 AND type='deeppockets_item' AND published='1' LIMIT 1

128 (406.98051452637): ( 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

129 (71.048736572266): ( 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 (283.95652770996): 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

131 (54.836273193359): 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

132 (!!!!! 1338.005065918): 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

133 (73.909759521484): 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

134 (149.96528625488): 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

135 (236.03439331055): 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

136 (370.97930908203): 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

137 (48.160552978516): 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

138 (595.0927734375): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773643 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

139 (!!!!! 7619.1425323486): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773643 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

140 (!!!!! 4065.990447998): SELECT name FROM jos_deeppockets WHERE id=217

141 (416.99409484863): SELECT name FROM jos_deeppockets WHERE id=217

142 (!!!!! 1110.0769042969): 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 (583.88710021973): 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

144 (!!!!! 4081.0108184814): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773643 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773643 AND published='1' LIMIT 1

145 (115.87142944336): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773643 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773643 AND published='1' LIMIT 1

146 (!!!!! 17285.823822021): TRUNCATE TABLE jos_trademed_module

147 (!!!!! 6731.9869995117): 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=294773643 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

148 (250.10108947754): 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=294773643 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

149 (!!!!! 1165.8668518066): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773643 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

150 (55.074691772461): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773643 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

151 (861.88316345215): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773643 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773643 AND published='1' LIMIT 1

152 (58.174133300781): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773643 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773643 AND published='1' LIMIT 1

153 (!!!!! 6517.1718597412): 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

154 (996.11282348633): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773643 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773643 AND published='1' LIMIT 1

155 (451.08795166016): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773643 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773643 AND published='1' LIMIT 1

156 (!!!!! 3573.8945007324): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294773643 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294773643 AND type='deeppockets_item' AND published='1' LIMIT 1

157 (66.995620727539): 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 (49.114227294922): 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)

159 (!!!!! 2655.9829711914): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

160 (422.00088500977): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773643 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773643 AND published='1' LIMIT 1

161 (57.220458984375): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773643 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773643 AND published='1' LIMIT 1

162 (!!!!! 1530.8856964111): select jos_twitters.link from jos_twitters where cat=10

163 (77.962875366211): select jos_facebook.link from jos_facebook where cat=10

164 (38.862228393555): select jos_google_plus.link from jos_google_plus where cat=10

165 (30.994415283203): select jos_linkedin.link from jos_linkedin where cat=10

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