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AI-Powered Technology Identifies Abnormalities in CT Scans

By MedImaging International staff writers
Posted on 30 Apr 2018

A new artificial intelligence (AI)-powered technology can accurately identify bleeds, fractures and other critical abnormalities in head CT scans, and can automatically generate abnormality reports. More...

These automated reports are a first-to-market capability in the AI and radiology category, helping radiologists and hospitals prioritize care, make smarter and faster diagnoses and reduce costs.

The new head CT scan technology has been launched by Qure.ai (Mumbai, India), a healthcare AI startup, which focuses on making healthcare affordable and accessible using the power of AI. Its deep neural networks can understand and interpret medical images accurately and enable machines to perform routine diagnostics, thus improving healthcare outcomes and costs. Until now, Qure.ai has delivered AI-powered chest, abdomen and musculoskeletal image interpretation technology. The company has now launched capabilities for head and brain CT scans for the first-time.

Qure.ai trained the new AI using a collection of 313,318 anonymized head CT scans, along with their corresponding clinical reports. Out of these, 21,095 scans were used to validate the AI's algorithms. Finally, the AI was clinically validated on 491 CT scans, with the results compared against a panel of three senior radiologists. The validation study found that Qure.ai's AI to be more than 95% accurate in identifying abnormalities.

The company has also made a dataset of 491 AI-interpreted head CT scans, as well as the corresponding interpretations from the three radiologists, publicly available for download. This dataset is from the Centre for Advanced Research in Imaging, Neurosciences and Genomics, and includes both outpatient and in-patient scans from seven centers.

"Qure.ai's new head CT scan technology rapidly screens scans in under 10 seconds to detect, localize and quantify abnormalities, as well as assess their severity," said Prashant Warier, Co-Founder and CEO, Qure.ai. "This enables patient prioritization and the appropriate clinical intervention."

"We are delivering near-radiologist accurate AI to support radiologists, physicians and healthcare providers," said Sasank Chilamkurthy, AI Scientist, Qure.ai. "Our deep learning algorithms can accurately detect and highlight head CT scan abnormalities, reducing the chances of missing a diagnosis. Our technology can also localize the brain regions affected and quantify the bleed regions in a fully-automated report."

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63 (!!!!! 3611.0877990723): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773335 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773335 AND published='1' LIMIT 1

64 (!!!!! 1934.0515136719): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773335 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773335 AND published='1' LIMIT 1

65 (!!!!! 22082.090377808): 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 (579.1187286377): SELECT fid FROM jos_deeppockets WHERE id=294773335 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294773335 AND published='1' LIMIT 1

67 (!!!!! 1223.087310791): 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 (30.994415283203): select jos_facebook.link from jos_facebook where cat=10

70 (33.855438232422): select jos_google_plus.link from jos_google_plus where cat=10

71 (304.22210693359): select jos_linkedin.link from jos_linkedin where cat=10

72 (252.00843811035): SELECT fid FROM jos_deeppockets WHERE id=294773335 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294773335 AND published='1' LIMIT 1

73 (339.03121948242): 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 (959.87319946289): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294773335 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

75 (544.78645324707): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294773335 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

76 (!!!!! 1807.9280853271): 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 (!!!!! 5197.0481872559): SELECT show_live FROM jos_com_show_setting LIMIT 1

78 (!!!!! 7992.0291900635): SELECT show_live FROM jos_com_show_setting LIMIT 1

79 (!!!!! 7851.8390655518): SELECT show_live FROM jos_com_show_setting LIMIT 1

80 (!!!!! 7975.1014709473): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (!!!!! 4668.9510345459): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (!!!!! 7200.9563446045): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (!!!!! 7876.1577606201): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (!!!!! 7956.9816589355): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (!!!!! 7891.8933868408): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (!!!!! 4006.8626403809): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (!!!!! 7869.9588775635): SELECT show_live FROM jos_com_show_setting LIMIT 1

88 (!!!!! 8036.1366271973): SELECT show_live FROM jos_com_show_setting LIMIT 1

89 (!!!!! 6187.915802002): SELECT show_live FROM jos_com_show_setting LIMIT 1

90 (!!!!! 5579.948425293): SELECT show_live FROM jos_com_show_setting LIMIT 1

91 (!!!!! 7635.8318328857): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294773335 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

92 (!!!!! 5336.9998931885): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294773335 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

93 (!!!!! 13039.827346802): 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 (94.175338745117): SELECT show_live FROM jos_com_show_setting LIMIT 1

95 (48.160552978516): SELECT show_live FROM jos_com_show_setting LIMIT 1

96 (57.93571472168): SELECT show_live FROM jos_com_show_setting LIMIT 1

97 (41.961669921875): SELECT show_live FROM jos_com_show_setting LIMIT 1

98 (42.915344238281): SELECT show_live FROM jos_com_show_setting LIMIT 1

99 (!!!!! 1652.9560089111): SELECT show_live FROM jos_com_show_setting LIMIT 1

100 (104.90417480469): SELECT show_live FROM jos_com_show_setting LIMIT 1

101 (48.87580871582): SELECT show_live FROM jos_com_show_setting LIMIT 1

102 (50.067901611328): SELECT show_live FROM jos_com_show_setting LIMIT 1

103 (40.054321289062): SELECT show_live FROM jos_com_show_setting LIMIT 1

104 (48.160552978516): SELECT show_live FROM jos_com_show_setting LIMIT 1

105 (44.107437133789): SELECT show_live FROM jos_com_show_setting LIMIT 1

106 (!!!!! 7380.9623718262): SELECT show_live FROM jos_com_show_setting LIMIT 1

107 (107.0499420166): SELECT show_live FROM jos_com_show_setting LIMIT 1

108 (397.92060852051): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773335 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773335 AND published='1' LIMIT 1

109 (!!!!! 2958.0593109131): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773335 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773335 AND published='1' LIMIT 1

110 (65.088272094727): 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=294773335 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

111 (!!!!! 3513.8130187988): 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=294773335 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

112 (142.09747314453): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773335 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773335 AND published='1' LIMIT 1

113 (82.969665527344): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773335 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773335 AND published='1' LIMIT 1

114 (107.0499420166): 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=294773335 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

115 (807.04689025879): 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=294773335 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

116 (764.13154602051): 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 (481.84394836426): 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 (139.95170593262): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773335 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773335 AND published='1' LIMIT 1

119 (93.936920166016): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773335 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773335 AND published='1' LIMIT 1

120 (108.00361633301): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773335 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773335 AND published='1' LIMIT 1

121 (72.002410888672): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773335 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773335 AND published='1' LIMIT 1

122 (88.930130004883): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773335 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773335 AND published='1' LIMIT 1

123 (62.942504882812): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773335 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773335 AND published='1' LIMIT 1

124 (63.896179199219): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773335 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773335 AND published='1' LIMIT 1

125 (106.0962677002): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773335 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773335 AND published='1' LIMIT 1

126 (511.88468933105): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

127 (!!!!! 51403.999328613): 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

128 (!!!!! 3741.0259246826): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294773335 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294773335 AND type='deeppockets_item' AND published='1' LIMIT 1

129 (!!!!! 17737.150192261): ( 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 (84.877014160156): ( 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 (66.041946411133): 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 (46.968460083008): 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

133 (63.180923461914): 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 (35.04753112793): 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

135 (463.96255493164): 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 (55.074691772461): 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

137 (48.87580871582): 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 (44.107437133789): 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

139 (631.09397888184): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773335 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

140 (488.0428314209): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773335 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

141 (124.93133544922): SELECT name FROM jos_deeppockets WHERE id=217

142 (55.789947509766): SELECT name FROM jos_deeppockets WHERE id=217

143 (813.00735473633): 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 (809.90791320801): 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

145 (119.92454528809): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773335 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773335 AND published='1' LIMIT 1

146 (89.883804321289): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773335 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773335 AND published='1' LIMIT 1

147 (!!!!! 14991.998672485): TRUNCATE TABLE jos_trademed_module

148 (!!!!! 3211.9750976562): 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=294773335 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

149 (141.14379882812): 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=294773335 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

150 (!!!!! 3428.9360046387): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773335 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

151 (138.99803161621): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773335 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

152 (97.990036010742): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773335 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773335 AND published='1' LIMIT 1

153 (66.995620727539): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773335 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773335 AND published='1' LIMIT 1

154 (!!!!! 1352.071762085): 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

155 (993.01338195801): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773335 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773335 AND published='1' LIMIT 1

156 (72.002410888672): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773335 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773335 AND published='1' LIMIT 1

157 (39.100646972656): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294773335 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294773335 AND type='deeppockets_item' AND published='1' LIMIT 1

158 (32.901763916016): 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 (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)

160 (!!!!! 2614.0213012695): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

161 (150.91896057129): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773335 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773335 AND published='1' LIMIT 1

162 (61.03515625): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294773335 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294773335 AND published='1' LIMIT 1

163 (54.836273193359): select jos_twitters.link from jos_twitters where cat=10

164 (30.994415283203): select jos_facebook.link from jos_facebook where cat=10

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

166 (30.040740966797): select jos_linkedin.link from jos_linkedin where cat=10

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