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AI Algorithm Identifies Abnormal Chest X-Rays

By MedImaging International staff writers
Posted on 01 Oct 2018

A clinical validation study confirms that an artificial intelligence (AI) driven algorithm can differentiate between normal and abnormal x-rays with unprecedented accuracy.

Researchers at Columbia Asia Hospitals (Kuala Lumpur, Malaysia) and Qure.ai (San Mateo, CA, USA) trained a deep learning system to identify abnormal x-rays using 1.2 million x-rays and their corresponding radiology reports. More...

Specific x-ray abnormalities included blunted costophrenic angle, calcification, cardiomegaly, cavity, consolidation, fibrosis, hilar enlargement, opacity and pleural effusion, among others. The system was tested against a three-radiologist majority analysis based on an independent, retrospectively collected, and de-identified set of 2,000 x-rays.

The results showed that the deep learning AI system was highly accurate in detecting 15 abnormalities on chest x-rays at near-radiologist identification levels, with more than 90% accuracy. The chest clinical validation study joins a previous clinical study that confirmed the Qure.ai qER deep learning algorithm can identify bleeds, fractures, and other critical trauma in head computerized tomography (CT) scans, with more than 95% accuracy. The chest study was published on July 18, 2018, in arXiv.org.

“The chest x-ray is a valuable health screening tool and a vital component of public health programs worldwide. The enormous volume produced each year creates an ever-increasing demand for radiologists,” said study co-author Shalini Govil, MD, of the Columbia Asia Hospitals radiology group. “Unfortunately, numerous chest x-rays displaying significant pathology are left neglected in piles of backlogs due to a lack of available radiologists to report them. Through semi-automation of the reporting process, AI can significantly reduce a radiologist's workload, improve report accuracy, reduce turnaround time, and save lives.”

“This is the largest training dataset ever for a chest x-ray AI. It's also the largest validation study to date, measured against 2,000 x-rays, each read by three radiologists,” said senior author Prashant Warier, CEO and co-founder of Qure.ai. “This is an exciting time for deep learning technologies in medicine. As these systems increase in accuracy, so will the viability of using deep learning to extend the reach of chest x-ray interpretation, improve reporting efficiency, and save lives.”

Deep learning is part of a broader family of AI machine learning methods based on data representations, as opposed to task specific algorithms. It involves neural network algorithms that use a cascade of many layers of nonlinear processing units for feature extraction and transformation, with each successive layer using the output from the previous layer as input, forming a hierarchical representation.

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Columbia Asia Hospitals
Qure.ai

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62 (65.088272094727): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775074 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775074 AND published='1' LIMIT 1

63 (142.09747314453): 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

64 (508.06999206543): SELECT fid FROM jos_deeppockets WHERE id=294775074 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294775074 AND published='1' LIMIT 1

65 (62.942504882812): 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=211 ORDER BY `ordering`

66 (59.127807617188): select jos_twitters.link from jos_twitters where cat=10

67 (31.948089599609): select jos_facebook.link from jos_facebook where cat=10

68 (30.994415283203): select jos_google_plus.link from jos_google_plus where cat=10

69 (29.087066650391): select jos_linkedin.link from jos_linkedin where cat=10

70 (32.901763916016): SELECT fid FROM jos_deeppockets WHERE id=294775074 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294775074 AND published='1' LIMIT 1

71 (35.04753112793): 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=211 ORDER BY `ordering`

72 (284.91020202637): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294775074 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

73 (224.11346435547): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294775074 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

74 (54.121017456055): 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`

75 (76.055526733398): SELECT show_live FROM jos_com_show_setting LIMIT 1

76 (42.915344238281): SELECT show_live FROM jos_com_show_setting LIMIT 1

77 (37.908554077148): SELECT show_live FROM jos_com_show_setting LIMIT 1

78 (40.054321289062): SELECT show_live FROM jos_com_show_setting LIMIT 1

79 (41.961669921875): SELECT show_live FROM jos_com_show_setting LIMIT 1

80 (36.954879760742): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (41.961669921875): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (30.040740966797): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (29.087066650391): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (30.040740966797): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (33.140182495117): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (32.901763916016): SELECT show_live FROM jos_com_show_setting LIMIT 1

88 (30.040740966797): SELECT show_live FROM jos_com_show_setting LIMIT 1

89 (60.081481933594): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294775074 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

90 (43.869018554688): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294775074 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

91 (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`

92 (55.789947509766): SELECT show_live FROM jos_com_show_setting LIMIT 1

93 (31.948089599609): SELECT show_live FROM jos_com_show_setting LIMIT 1

94 (29.087066650391): SELECT show_live FROM jos_com_show_setting LIMIT 1

95 (28.848648071289): SELECT show_live FROM jos_com_show_setting LIMIT 1

96 (28.848648071289): SELECT show_live FROM jos_com_show_setting LIMIT 1

97 (28.848648071289): SELECT show_live FROM jos_com_show_setting LIMIT 1

98 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

99 (29.087066650391): SELECT show_live FROM jos_com_show_setting LIMIT 1

100 (29.087066650391): SELECT show_live FROM jos_com_show_setting LIMIT 1

101 (29.087066650391): SELECT show_live FROM jos_com_show_setting LIMIT 1

102 (28.848648071289): SELECT show_live FROM jos_com_show_setting LIMIT 1

103 (29.087066650391): SELECT show_live FROM jos_com_show_setting LIMIT 1

104 (28.848648071289): SELECT show_live FROM jos_com_show_setting LIMIT 1

105 (28.848648071289): SELECT show_live FROM jos_com_show_setting LIMIT 1

106 (101.08947753906): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775074 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775074 AND published='1' LIMIT 1

107 (61.03515625): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775074 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775074 AND published='1' LIMIT 1

108 (54.121017456055): 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=294775074 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

109 (49.114227294922): 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=294775074 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

110 (71.048736572266): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775074 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775074 AND published='1' LIMIT 1

111 (46.968460083008): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775074 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775074 AND published='1' LIMIT 1

112 (64.13459777832): 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=294775074 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

113 (491.14227294922): 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=294775074 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

114 (795.12596130371): 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 (410.07995605469): 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 (106.8115234375): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775074 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775074 AND published='1' LIMIT 1

117 (61.988830566406): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775074 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775074 AND published='1' LIMIT 1

118 (47.922134399414): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775074 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775074 AND published='1' LIMIT 1

119 (51.975250244141): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775074 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775074 AND published='1' LIMIT 1

120 (50.067901611328): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775074 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775074 AND published='1' LIMIT 1

121 (39.815902709961): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775074 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775074 AND published='1' LIMIT 1

122 (51.021575927734): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775074 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775074 AND published='1' LIMIT 1

123 (36.001205444336): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775074 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775074 AND published='1' LIMIT 1

124 (198.8410949707): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

125 (!!!!! 21359.920501709): 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 (517.84515380859): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294775074 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294775074 AND type='deeppockets_item' AND published='1' LIMIT 1

127 (!!!!! 10198.11630249): ( 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 (142.09747314453): ( 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 (84.161758422852): 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 (60.081481933594): 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 (77.962875366211): 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 (44.107437133789): 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 (338.07754516602): 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 (62.942504882812): 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 (64.13459777832): 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 (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

137 (468.01567077637): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775074 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

138 (355.00526428223): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775074 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

139 (61.03515625): SELECT name FROM jos_deeppockets WHERE id=211

140 (36.001205444336): SELECT name FROM jos_deeppockets WHERE id=211

141 (585.07919311523): 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 '((;)|(^))211((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

142 (627.99453735352): 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 '((;)|(^))211((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

143 (78.201293945312): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775074 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775074 AND published='1' LIMIT 1

144 (52.928924560547): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775074 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775074 AND published='1' LIMIT 1

145 (!!!!! 11152.982711792): TRUNCATE TABLE jos_trademed_module

146 (164.03198242188): 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=294775074 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

147 (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=294775074 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

148 (!!!!! 2217.0543670654): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775074 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

149 (106.0962677002): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775074 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

150 (73.909759521484): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775074 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775074 AND published='1' LIMIT 1

151 (75.101852416992): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775074 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775074 AND published='1' LIMIT 1

152 (!!!!! 1250.0286102295): 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 (84.161758422852): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775074 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775074 AND published='1' LIMIT 1

154 (47.922134399414): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775074 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775074 AND published='1' LIMIT 1

155 (40.054321289062): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294775074 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294775074 AND type='deeppockets_item' AND published='1' LIMIT 1

156 (33.855438232422): 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=211 or channel_id is null)

157 (34.093856811523): 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=211 or channel_id is null)

158 (35.04753112793): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

159 (70.810317993164): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775074 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775074 AND published='1' LIMIT 1

160 (46.968460083008): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775074 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775074 AND published='1' LIMIT 1

161 (37.908554077148): select jos_twitters.link from jos_twitters where cat=10

162 (30.040740966797): select jos_facebook.link from jos_facebook where cat=10

163 (42.200088500977): select jos_google_plus.link from jos_google_plus where cat=10

164 (32.901763916016): select jos_linkedin.link from jos_linkedin where cat=10

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