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AI Algorithm Reads Ultrasound Images from Hand-Held Devices and Smartphone

By MedImaging International staff writers
Posted on 31 Mar 2022

Ultrasound technology is becoming more portable and more affordable. More...

However, up to half of all birthing parents in developing countries are not screened while pregnant because existing hand-held devices require a trained technician to precisely manipulate the ultrasound probe to capture the right images. In addition, the image has to be interpreted by a radiologist or specially trained obstetrician who are limited in many underserved communities and developing countries. That is where artificial intelligence (AI) comes in.

Northwestern University (Evanston, IL, USA) and Google Health (Menlo Park, CA, USA) are collaborating on a project to bring fetal ultrasound to developing countries by combining AI, low-cost hand-held ultrasound devices and a smartphone. The project will develop algorithms enabling AI to read ultrasound images from these devices taken by lightly trained community health workers and even pregnant people at home, with the aim of assessing the wellness of both the birthing parent and baby. Raw ultrasound images will be sent to a smartphone, where AI will distinguish critical features like fetal age and position. The low-cost device will take the image, send it to the smartphone and then the AI will provide a read on factors like fetal age and position. Then Google Health can develop an AI that will do the fetal interpretation.

In the first step to developing the algorithms, the researchers will conduct research with pregnant patients in which they will perform their own ultrasound with a low-cost hand-held device. Northwestern technicians also will perform fetal ultrasounds on patients, and even family members will participate. The patients will then have a regular clinical fetal ultrasound. All the images and other pregnancy-related data will be downloaded into a database.

Study participants will use handheld ultrasound devices that have been pre-installed with Google Health’s custom application to collect, process and deliver the fetal ultrasound “blind sweeps.” “Blind-sweep” ultrasounds consist of six freehand ultrasound sweeps across the abdomen to generate a computer image. The goal is to collect a broad set of data and related information including reports on fetal-growth restriction, placental location, gestational age and other relevant conditions and risk factors. Data will be gathered across all three trimesters and from a diverse representative group of patients. The study will collect ultrasound images from several thousand patients over the next year. The AI will receive professional and amateur images across the many conditions that physicians typically want to monitor such as the age of the fetus and whether it has a heart defect. By having the side-by-side image captures, the AI can adapt to interpret the amateur image capture and learn to interpret them more accurately.

“We want to make high-quality fetal ultrasound as easy as taking your temperature,” said Dr. Mozziyar Etemadi, assistant professor of anesthesiology at Northwestern University Feinberg School of Medicine and leader of the project at Northwestern. “The real power of this AI tool will be to allow for earlier triaging of care, so a lightly trained community health provider can conduct scans of birthing parents. The patients don’t have to go to the city to get it. The AI will help inform what to do next – if the patient is OK or they need to go to a higher level of care. We really believe this will save the lives of a lot of birthing parents and babies.”

Related Links:
Northwestern University
Google Health

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58 (!!!!! 2016.0675048828): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792215 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792215 AND published='1' LIMIT 1

59 (!!!!! 1087.9039764404): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792215 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792215 AND published='1' LIMIT 1

60 (735.99815368652): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792215 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792215 AND published='1' LIMIT 1

61 (104.90417480469): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792215 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792215 AND published='1' LIMIT 1

62 (!!!!! 3850.9368896484): 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 (!!!!! 4243.8507080078): SELECT fid FROM jos_deeppockets WHERE id=294792215 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294792215 AND published='1' LIMIT 1

64 (66.041946411133): 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=214 ORDER BY `ordering`

65 (276.08871459961): select jos_twitters.link from jos_twitters where cat=10

66 (31.948089599609): select jos_facebook.link from jos_facebook where cat=10

67 (29.802322387695): select jos_google_plus.link from jos_google_plus where cat=10

68 (288.96331787109): select jos_linkedin.link from jos_linkedin where cat=10

69 (53.167343139648): SELECT fid FROM jos_deeppockets WHERE id=294792215 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294792215 AND published='1' LIMIT 1

70 (32.901763916016): 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=214 ORDER BY `ordering`

71 (!!!!! 1067.1615600586): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294792215 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

72 (265.12145996094): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294792215 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

73 (39.100646972656): 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 (129.93812561035): SELECT show_live FROM jos_com_show_setting LIMIT 1

75 (48.87580871582): SELECT show_live FROM jos_com_show_setting LIMIT 1

76 (76.055526733398): SELECT show_live FROM jos_com_show_setting LIMIT 1

77 (41.961669921875): SELECT show_live FROM jos_com_show_setting LIMIT 1

78 (45.061111450195): SELECT show_live FROM jos_com_show_setting LIMIT 1

79 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

80 (38.14697265625): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (39.815902709961): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (50.067901611328): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (41.007995605469): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (47.922134399414): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (38.862228393555): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (49.829483032227): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (40.054321289062): SELECT show_live FROM jos_com_show_setting LIMIT 1

88 (92.983245849609): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294792215 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

89 (50.067901611328): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294792215 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

90 (51.021575927734): 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 (88.930130004883): SELECT show_live FROM jos_com_show_setting LIMIT 1

92 (44.822692871094): SELECT show_live FROM jos_com_show_setting LIMIT 1

93 (40.054321289062): SELECT show_live FROM jos_com_show_setting LIMIT 1

94 (41.007995605469): SELECT show_live FROM jos_com_show_setting LIMIT 1

95 (50.067901611328): SELECT show_live FROM jos_com_show_setting LIMIT 1

96 (34.093856811523): SELECT show_live FROM jos_com_show_setting LIMIT 1

97 (38.14697265625): SELECT show_live FROM jos_com_show_setting LIMIT 1

98 (38.14697265625): SELECT show_live FROM jos_com_show_setting LIMIT 1

99 (43.869018554688): SELECT show_live FROM jos_com_show_setting LIMIT 1

100 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

101 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

102 (37.193298339844): SELECT show_live FROM jos_com_show_setting LIMIT 1

103 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

104 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

105 (116.10984802246): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792215 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792215 AND published='1' LIMIT 1

106 (71.048736572266): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792215 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792215 AND published='1' LIMIT 1

107 (280.14183044434): 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=294792215 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

108 (!!!!! 1940.9656524658): 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=294792215 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

109 (128.98445129395): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792215 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792215 AND published='1' LIMIT 1

110 (66.995620727539): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792215 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792215 AND published='1' LIMIT 1

111 (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 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=294792215 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

112 (526.90505981445): 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=294792215 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

113 (643.01490783691): 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 (591.03965759277): 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 (133.99124145508): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792215 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792215 AND published='1' LIMIT 1

116 (46.968460083008): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792215 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792215 AND published='1' LIMIT 1

117 (63.180923461914): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792215 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792215 AND published='1' LIMIT 1

118 (41.007995605469): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792215 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792215 AND published='1' LIMIT 1

119 (66.995620727539): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792215 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792215 AND published='1' LIMIT 1

120 (56.982040405273): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792215 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792215 AND published='1' LIMIT 1

121 (54.121017456055): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792215 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792215 AND published='1' LIMIT 1

122 (36.954879760742): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792215 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792215 AND published='1' LIMIT 1

123 (300.16899108887): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

124 (!!!!! 22006.034851074): 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 (525.95138549805): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294792215 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294792215 AND type='deeppockets_item' AND published='1' LIMIT 1

126 (!!!!! 8057.8327178955): ( 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 (83.92333984375): ( 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 (76.055526733398): 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 (36.954879760742): 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 (42.915344238281): 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 (28.133392333984): 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 (308.03680419922): 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 (36.001205444336): 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 (34.809112548828): 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 (29.087066650391): 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 (!!!!! 1177.7877807617): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792215 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

137 (543.83277893066): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792215 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

138 (61.03515625): SELECT name FROM jos_deeppockets WHERE id=214

139 (43.153762817383): SELECT name FROM jos_deeppockets WHERE id=214

140 (791.07284545898): 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 '((;)|(^))214((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

141 (!!!!! 1092.9107666016): 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 '((;)|(^))214((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

142 (278.94973754883): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792215 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792215 AND published='1' LIMIT 1

143 (87.02278137207): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792215 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792215 AND published='1' LIMIT 1

144 (!!!!! 15448.093414307): TRUNCATE TABLE jos_trademed_module

145 (693.08280944824): 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=294792215 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

146 (76.055526733398): 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=294792215 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

147 (604.86793518066): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792215 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

148 (118.97087097168): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792215 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

149 (519.0372467041): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792215 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792215 AND published='1' LIMIT 1

150 (313.04359436035): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792215 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792215 AND published='1' LIMIT 1

151 (!!!!! 1514.9116516113): 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 (64.13459777832): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792215 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792215 AND published='1' LIMIT 1

153 (42.915344238281): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792215 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792215 AND published='1' LIMIT 1

154 (39.100646972656): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294792215 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294792215 AND type='deeppockets_item' AND published='1' LIMIT 1

155 (30.994415283203): 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=214 or channel_id is null)

156 (26.941299438477): 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=214 or channel_id is null)

157 (58.889389038086): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

158 (408.17260742188): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792215 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792215 AND published='1' LIMIT 1

159 (354.05158996582): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792215 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792215 AND published='1' LIMIT 1

160 (72.002410888672): select jos_twitters.link from jos_twitters where cat=10

161 (45.061111450195): select jos_facebook.link from jos_facebook where cat=10

162 (42.200088500977): select jos_google_plus.link from jos_google_plus where cat=10

163 (42.915344238281): select jos_linkedin.link from jos_linkedin where cat=10

164 (249.14741516113): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14202,14203)

165 (!!!!! 1089.0960693359): insert into jos_banners_delta values (14202,'2025-08-04 13:33:37','216.73.216.210','view'),(14203,'2025-08-04 13:33:37','216.73.216.210','view')

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