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Deep Learning Model Designed to Prevent Medical Imaging Cyberattacks

By MedImaging International staff writers
Posted on 18 Dec 2018

Researchers presented two new studies at the recent annual meeting of the Radiological Society of North America (RSNA) that addressed the potential risk of cyberattacks in medical imaging.

Medical imaging devices, such as X-ray, mammography, MRI and CT machines, play a crucial role in diagnosis and treatment. More...

As these devices are typically connected to hospital networks, they can be potentially susceptible to sophisticated cyberattacks, including ransomware attacks that can disable the machines. Due to their critical role in the emergency room, CT devices may face the greatest risk of cyberattack. Researchers and cybersecurity experts have begun to examine ways to mitigate the risk of cyberattacks in medical imaging before they become a real danger.

In the first study presented at RSNA 2018, researchers from Ben-Gurion University of the Negev identified areas of vulnerability and ways to increase security in CT equipment. They demonstrated how a hacker could bypass security mechanisms of a CT machine to manipulate its behavior. Since CT uses ionizing radiation, changes to dose could negatively affect image quality, or in extreme cases even harm the patient. The researchers have developed a system for anomaly detection using various advanced machine learning and deep learning methods, with the training data consisting of actual commands recorded from real devices. The model learns to recognize normal commands and to predict if a new, unseen command is legitimate or not. If an attacker sends a malicious command to the device, the system will detect it and alert the operator before the command is executed.

"In the current phase of our research, we focus on developing solutions to prevent such attacks in order to protect medical devices," said Tom Mahler, Ph.D. candidate and teaching assistant at Ben-Gurion University of the Negev. "Our solution monitors the outgoing commands from the device before they are executed, and will alert—and possibly halt—if it detects anomalies."

"In cybersecurity, it is best to take the 'onion' model of protection and build the protection in layers," added Mahler. "Previous efforts in this area have focused on securing the hospital network. Our solution is device-oriented, and our goal is to be the last line of defense for medical imaging devices."

In the second study presented at this year’s RSNA, a team of Swiss researchers looked at the potential to tamper with mammogram results. The researchers trained a cycle-consistent generative adversarial network (CycleGAN), a type of artificial intelligence application, on 680 mammographic images from 334 patients, to convert images showing cancer to healthy ones and to do the same, in reverse, for the normal control images. Their aim was to determine if a CycleGAN could insert or remove cancer-specific features into mammograms in a realistic fashion. The images were presented to three radiologists, who reviewed the images and indicated whether they thought the images were genuine or modified. None of the radiologists could reliably distinguish between the two.

"As doctors, it is our moral duty to first protect our patients from harm," said Anton S. Becker, M.D, radiology resident at University Hospital Zurich and ETH Zurich, in Switzerland. "For example, as radiologists we are used to protecting patients from unnecessary radiation. When neural networks or other algorithms inevitably find their way into our clinical routine, we will need to learn how to protect our patients from any unwanted side effects of those as well."

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59 (67.949295043945): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776130 AND published='1' LIMIT 1

60 (136.8522644043): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776130 AND published='1' LIMIT 1

61 (72.002410888672): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776130 AND published='1' LIMIT 1

62 (133.99124145508): 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

63 (641.1075592041): SELECT fid FROM jos_deeppockets WHERE id=294776130 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294776130 AND published='1' LIMIT 1

64 (433.92181396484): 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`

65 (60.081481933594): select jos_twitters.link from jos_twitters where cat=10

66 (36.954879760742): select jos_facebook.link from jos_facebook where cat=10

67 (39.100646972656): select jos_google_plus.link from jos_google_plus where cat=10

68 (36.954879760742): select jos_linkedin.link from jos_linkedin where cat=10

69 (41.961669921875): SELECT fid FROM jos_deeppockets WHERE id=294776130 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294776130 AND published='1' LIMIT 1

70 (41.007995605469): 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`

71 (413.89465332031): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294776130 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

72 (288.96331787109): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294776130 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

73 (50.783157348633): 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`

74 (84.877014160156): SELECT show_live FROM jos_com_show_setting LIMIT 1

75 (49.114227294922): SELECT show_live FROM jos_com_show_setting LIMIT 1

76 (47.206878662109): SELECT show_live FROM jos_com_show_setting LIMIT 1

77 (38.862228393555): SELECT show_live FROM jos_com_show_setting LIMIT 1

78 (48.87580871582): SELECT show_live FROM jos_com_show_setting LIMIT 1

79 (39.815902709961): SELECT show_live FROM jos_com_show_setting LIMIT 1

80 (38.14697265625): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (36.954879760742): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (38.862228393555): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (78.916549682617): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (46.968460083008): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (41.007995605469): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (37.908554077148): SELECT show_live FROM jos_com_show_setting LIMIT 1

88 (81.062316894531): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294776130 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

89 (45.061111450195): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294776130 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

90 (46.014785766602): 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`

91 (73.909759521484): SELECT show_live FROM jos_com_show_setting LIMIT 1

92 (45.061111450195): SELECT show_live FROM jos_com_show_setting LIMIT 1

93 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

94 (40.054321289062): SELECT show_live FROM jos_com_show_setting LIMIT 1

95 (47.922134399414): SELECT show_live FROM jos_com_show_setting LIMIT 1

96 (36.954879760742): SELECT show_live FROM jos_com_show_setting LIMIT 1

97 (42.915344238281): SELECT show_live FROM jos_com_show_setting LIMIT 1

98 (30.994415283203): SELECT show_live FROM jos_com_show_setting LIMIT 1

99 (29.087066650391): SELECT show_live FROM jos_com_show_setting LIMIT 1

100 (28.848648071289): SELECT show_live FROM jos_com_show_setting LIMIT 1

101 (29.087066650391): SELECT show_live FROM jos_com_show_setting LIMIT 1

102 (35.04753112793): SELECT show_live FROM jos_com_show_setting LIMIT 1

103 (30.040740966797): SELECT show_live FROM jos_com_show_setting LIMIT 1

104 (30.040740966797): SELECT show_live FROM jos_com_show_setting LIMIT 1

105 (86.069107055664): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776130 AND published='1' LIMIT 1

106 (55.074691772461): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776130 AND published='1' LIMIT 1

107 (66.995620727539): 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=294776130 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

108 (72.956085205078): 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=294776130 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

109 (114.91775512695): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776130 AND published='1' LIMIT 1

110 (69.141387939453): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776130 AND published='1' LIMIT 1

111 (58.174133300781): 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=294776130 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

112 (691.17546081543): 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=294776130 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

113 (747.9190826416): 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 (436.06758117676): 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

115 (169.03877258301): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776130 AND published='1' LIMIT 1

116 (67.949295043945): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776130 AND published='1' LIMIT 1

117 (70.095062255859): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776130 AND published='1' LIMIT 1

118 (38.862228393555): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776130 AND published='1' LIMIT 1

119 (42.915344238281): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776130 AND published='1' LIMIT 1

120 (37.908554077148): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776130 AND published='1' LIMIT 1

121 (71.048736572266): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776130 AND published='1' LIMIT 1

122 (52.928924560547): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776130 AND published='1' LIMIT 1

123 (311.13624572754): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

124 (!!!!! 24286.031723022): 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

125 (694.99015808105): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294776130 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294776130 AND type='deeppockets_item' AND published='1' LIMIT 1

126 (!!!!! 9621.1433410645): ( 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 (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

128 (39.100646972656): 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

129 (30.040740966797): 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

130 (113.96408081055): 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

131 (47.206878662109): 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

132 (426.05400085449): 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

133 (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

134 (58.889389038086): 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

135 (43.869018554688): 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

136 (494.00329589844): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776130 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

137 (319.00405883789): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776130 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

138 (205.03997802734): SELECT name FROM jos_deeppockets WHERE id=217

139 (34.093856811523): SELECT name FROM jos_deeppockets WHERE id=217

140 (528.81240844727): 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

141 (458.95576477051): 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 (65.088272094727): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776130 AND published='1' LIMIT 1

143 (44.107437133789): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776130 AND published='1' LIMIT 1

144 (!!!!! 9922.981262207): TRUNCATE TABLE jos_trademed_module

145 (136.13700866699): 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=294776130 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

146 (82.015991210938): 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=294776130 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

147 (602.00691223145): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776130 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

148 (76.055526733398): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776130 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

149 (99.897384643555): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776130 AND published='1' LIMIT 1

150 (71.048736572266): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776130 AND published='1' LIMIT 1

151 (!!!!! 1693.9640045166): 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

152 (109.19570922852): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776130 AND published='1' LIMIT 1

153 (62.942504882812): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776130 AND published='1' LIMIT 1

154 (65.088272094727): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294776130 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294776130 AND type='deeppockets_item' AND published='1' LIMIT 1

155 (46.014785766602): 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)

156 (42.915344238281): 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 (64.13459777832): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

158 (93.221664428711): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776130 AND published='1' LIMIT 1

159 (64.13459777832): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776130 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776130 AND published='1' LIMIT 1

160 (57.93571472168): select jos_twitters.link from jos_twitters where cat=10

161 (41.007995605469): select jos_facebook.link from jos_facebook where cat=10

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

163 (41.007995605469): select jos_linkedin.link from jos_linkedin where cat=10

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