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Highly Advanced AI Model Precisely Detects COVID-19 by Analyzing Lung Images

By MedImaging International staff writers
Posted on 13 Aug 2021

Researchers have designed and validated an image-based detection of COVID-19 with the aid of artificial intelligence (AI) models by using a model to automatically collect imaging data from the lung lobes. This data was then analyzed to yield features as potential diagnostic biomarkers for COVID-19.

These diagnostic biomarkers using the AI model were subsequently used to differentiate COVID-19 patients from both pneumonia and healthy patients. The entire model was developed by researchers from the Terasaki Institute for Biomedical Innovation (TIBI; Los Angeles, CA, USA) with a cohort of 704 chest X-rays and then independently validated with 1,597 cases from multiple sources comprised of healthy, pneumonia, and COVID-19 patients. The results showed excellent performance by the model in classifying diagnoses of the various patients.

Medical imaging has long been a vital tool for the diagnosis and prognostic assessments of many diseases. In recent years, the use of AI models has been used in conjunction with this imaging to augment their diagnostic capabilities. By using these models, some features can be extracted from images that may reveal disease characteristics not identified by the naked eye. The power to process data in this intelligent manner can have a big impact on the medical field, especially with the current growth in imaging features and the need for high precision in medical decisions.

There is a huge demand for rapid and accurate detection of COVID-19 infection. The primary detection method has been using reverse transcription-polymerase chain reaction (RT-PCR) on samples collected from nasal or throat swabs. However, this method is subject to inaccuracies due to sampling errors, low viral load, and the method’s sensitivity limitations. This is an especially significant issue for patients who are in the early stages of infection. An additional diagnostic tool for COVID-19 can come from images of lungs. For diagnosing lung diseases, chest X-rays or CT scans are the primary resources, and they can be used to distinguish COVID-19 from other types of lung injuries, as well as to assess the severity of lung involvement in COVID-19. These types of images can enhance the diagnostic capabilities for COVID-19 patients, especially if they are coupled with AI models. The use of computer modeling with data extracted from medical images shows great promise in enabling precision medicine and can revolutionize medical practice in the clinic. Developing methodologies to capture entire sets of information while suppressing irrelevant features enhances the reliability of AI models. The proposed approach would be a step towards applying them in precision medicine and can provide an efficient, inexpensive, and non-invasive way to strengthen the diagnostic capabilities of imaging.

“This highly advanced artificial intelligence model further helps our ability to precisely detect COVID-19 patients. In addition, such a model can be applied for diagnosis of other diseases using different imaging modalities,” said lead researcher Samad Ahadian, Ph.D.

“Artificial intelligence-driven models with diagnostic and predictive capabilities are a powerful tool that are an important part of our research platforms here at the institute,” said Ali Khademhosseini, Ph.D., Director and CEO of TIBI. “This will carry over into countless applications in the biomedical field and in the clinic.”

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Terasaki Institute for Biomedical Innovation

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61 (108.00361633301): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294789269 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294789269 AND published='1' LIMIT 1

62 (58.174133300781): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294789269 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294789269 AND published='1' LIMIT 1

63 (823.02093505859): 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 (455.85632324219): SELECT fid FROM jos_deeppockets WHERE id=294789269 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294789269 AND published='1' LIMIT 1

65 (236.98806762695): 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=216 ORDER BY `ordering`

66 (71.048736572266): select jos_twitters.link from jos_twitters where cat=10

67 (41.007995605469): select jos_facebook.link from jos_facebook where cat=10

68 (29.087066650391): select jos_google_plus.link from jos_google_plus where cat=10

69 (26.941299438477): select jos_linkedin.link from jos_linkedin where cat=10

70 (41.961669921875): SELECT fid FROM jos_deeppockets WHERE id=294789269 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294789269 AND published='1' LIMIT 1

71 (30.994415283203): 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=216 ORDER BY `ordering`

72 (188.82751464844): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294789269 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

73 (57.93571472168): 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 (500.20217895508): SELECT show_live FROM jos_com_show_setting LIMIT 1

75 (80.108642578125): SELECT show_live FROM jos_com_show_setting LIMIT 1

76 (226.97448730469): SELECT show_live FROM jos_com_show_setting LIMIT 1

77 (51.021575927734): SELECT show_live FROM jos_com_show_setting LIMIT 1

78 (77.962875366211): SELECT show_live FROM jos_com_show_setting LIMIT 1

79 (31.948089599609): SELECT show_live FROM jos_com_show_setting LIMIT 1

80 (66.995620727539): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (31.948089599609): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (!!!!! 2722.0249176025): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (70.095062255859): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (32.186508178711): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (25.98762512207): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (25.033950805664): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (25.98762512207): SELECT show_live FROM jos_com_show_setting LIMIT 1

88 (59.843063354492): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294789269 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

89 (39.815902709961): 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`

90 (263.92936706543): SELECT show_live FROM jos_com_show_setting LIMIT 1

91 (52.928924560547): SELECT show_live FROM jos_com_show_setting LIMIT 1

92 (76.055526733398): SELECT show_live FROM jos_com_show_setting LIMIT 1

93 (31.948089599609): SELECT show_live FROM jos_com_show_setting LIMIT 1

94 (65.803527832031): SELECT show_live FROM jos_com_show_setting LIMIT 1

95 (30.994415283203): SELECT show_live FROM jos_com_show_setting LIMIT 1

96 (67.949295043945): SELECT show_live FROM jos_com_show_setting LIMIT 1

97 (69.141387939453): SELECT show_live FROM jos_com_show_setting LIMIT 1

98 (62.942504882812): SELECT show_live FROM jos_com_show_setting LIMIT 1

99 (29.087066650391): SELECT show_live FROM jos_com_show_setting LIMIT 1

100 (65.088272094727): SELECT show_live FROM jos_com_show_setting LIMIT 1

101 (39.815902709961): SELECT show_live FROM jos_com_show_setting LIMIT 1

102 (79.154968261719): SELECT show_live FROM jos_com_show_setting LIMIT 1

103 (49.829483032227): SELECT show_live FROM jos_com_show_setting LIMIT 1

104 (539.06440734863): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294789269 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294789269 AND published='1' LIMIT 1

105 (118.97087097168): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294789269 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294789269 AND published='1' LIMIT 1

106 (137.0906829834): 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=294789269 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

107 (183.10546875): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294789269 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294789269 AND published='1' LIMIT 1

108 (79.870223999023): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294789269 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294789269 AND published='1' LIMIT 1

109 (329.01763916016): 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=294789269 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

110 (294.92378234863): 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=294789267 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

111 (440.83595275879): 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=294789267 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

112 (741.95861816406): 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

113 (562.19100952148): 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 (169.03877258301): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294789269 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294789269 AND published='1' LIMIT 1

115 (58.174133300781): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294789269 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294789269 AND published='1' LIMIT 1

116 (56.028366088867): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294789269 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294789269 AND published='1' LIMIT 1

117 (37.193298339844): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294789269 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294789269 AND published='1' LIMIT 1

118 (68.187713623047): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294789269 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294789269 AND published='1' LIMIT 1

119 (53.882598876953): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294789269 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294789269 AND published='1' LIMIT 1

120 (411.03363037109): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

121 (!!!!! 76066.970825195): 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

122 (133.03756713867): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294789269 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294789269 AND published='1' LIMIT 1

123 (62.942504882812): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294789269 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294789269 AND published='1' LIMIT 1

124 (!!!!! 1023.0541229248): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294789269 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294789269 AND type='deeppockets_item' AND published='1' LIMIT 1

125 (!!!!! 923531.05545044): ( 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

126 (260.1146697998): ( 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 (204.08630371094): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294800513 LIMIT 1

128 (225.78239440918): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294800513 LIMIT 1

129 (221.96769714355): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294800359 LIMIT 1

130 (139.95170593262): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294800359 LIMIT 1

131 (138.99803161621): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294800361 LIMIT 1

132 (121.11663818359): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294800361 LIMIT 1

133 (!!!!! 2521.0380554199): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294789269 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

134 (94.175338745117): SELECT name FROM jos_deeppockets WHERE id=216

135 (81.062316894531): SELECT name FROM jos_deeppockets WHERE id=216

136 (715.97099304199): 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 '((;)|(^))216((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

137 (461.10153198242): 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 '((;)|(^))216((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

138 (96.08268737793): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294789269 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294789269 AND published='1' LIMIT 1

139 (62.942504882812): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294789269 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294789269 AND published='1' LIMIT 1

140 (!!!!! 12316.942214966): TRUNCATE TABLE jos_trademed_module

141 (128.03077697754): 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=294789269 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

142 (!!!!! 1246.9291687012): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294789269 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

143 (159.02519226074): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294789269 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

144 (222.92137145996): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294789269 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294789269 AND published='1' LIMIT 1

145 (610.1131439209): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294789269 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294789269 AND published='1' LIMIT 1

146 (!!!!! 1512.0506286621): 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

147 (129.22286987305): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294789269 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294789269 AND published='1' LIMIT 1

148 (117.06352233887): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294789269 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294789269 AND published='1' LIMIT 1

149 (35.04753112793): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294789269 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294789269 AND type='deeppockets_item' AND published='1' LIMIT 1

150 (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=0 or channel_id is null)

151 (211.95411682129): 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=0 or channel_id is null)

152 (123.97766113281): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

153 (991.8212890625): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294789269 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294789269 AND published='1' LIMIT 1

154 (65.088272094727): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294789269 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294789269 AND published='1' LIMIT 1

155 (50.783157348633): select jos_twitters.link from jos_twitters where cat=10

156 (30.994415283203): select jos_facebook.link from jos_facebook where cat=10

157 (29.087066650391): select jos_google_plus.link from jos_google_plus where cat=10

158 (30.040740966797): select jos_linkedin.link from jos_linkedin where cat=10

159 (282.04917907715): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)

160 (!!!!! 1143.9323425293): insert into jos_banners_delta values (14615,'2025-04-29 15:32:31','18.191.53.120','view'),(14202,'2025-04-29 15:32:31','18.191.53.120','view'),(14203,'2025-04-29 15:32:31','18.191.53.120','view')

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