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AI Applications Predict Part Failures in Imaging Modalities

By MedImaging International staff writers
Posted on 23 Feb 2018

Machine data analytics company, Glassbeam, Inc. (Santa Clara, CA, USA) has built Artificial Intelligence (AI) applications powered by Machine Learning (ML) models for predicting part failures in expensive imaging modalities. The new applications delivered in real time through cloud-based dashboards and rules-based alerts are expected to change the way equipment maintenance is currently performed by in-house support staff at healthcare providers, independent service organizations (ISOs), and OEMs.

Glassbeam is a machine data analytics company that focuses on bringing structure and meaning to complex data generated from any connected machine in the Industrial IoT industry. The company’s next generation cloud-based platform is designed to transform and analyze multi-structured data, delivering customer support and product intelligence solutions for its clients.

Presently, the replacement of an X-ray tube in a CT scanner is based on a number of ad hoc data inputs based on the age of the machine, number of scans performed, and image quality rendered, among other subjective factors. The lack of proper diagnostics of machine data signals results in several companies replacing tubes under the gun to ensure machine uptime at all costs. Glassbeam’s solution sends a warning signal to alert the facility about a week in advance of a potential tube failure. This makes the clinical engineering staff become proactive in avoiding unplanned downtime, saving costs, and averting patient re-scheduling at the last minute.

The first phase of these applications will focus on CT (Computed Tomography) Scanners that can cost anywhere between USD 1 million to USD 2.5 million or more, depending upon the desired image quality in procedures such as CT Angiography (CTA). Glassbeam plans to roll out new AI powered dashboards bundled into the current pricing model of its Clinical Engineering Analytics (CLEAN) IIoT blueprint.

"The management of medical machines such as MRI and CT Scanners has taken on a new level of complexity in recent years, due in part to the increased sophistication of equipment and ever-increasing requirements for compliance, safety, reliability and accuracy," said Corey Holtman, President at Gateway Diagnostic Imaging. "Predicting machine health and utilization patterns with help from latest techniques of Artificial Intelligence and Machine Learning is the next frontier to improve operations in Clinical Engineering function. I am pleased to see Glassbeam innovating on this exciting front for healthcare providers."

"The number of signals coming from connected machines in the IoT market has surpassed the ability for humans to keep track of them years ago," said Lise Getoor, Professor of Computer Science and Center Director of D3 (Data, Discovery and Decisions) initiative at University of California, Santa Cruz. "I am excited to see Glassbeam, as a supporting member of D3 Center, taking a leadership role in leveraging artificial intelligence to change the rules of the game for the healthcare market."

"The parts replacement industry for global installed base of medical imaging equipment in 2020 is slated to be a USD 3.6 billion market," said Puneet Pandit, Co-founder and CEO at Glassbeam. "With AI and ML applications based on analyzing millions of sensor readings captured in Glassbeam cloud each day, even with a modest 10% savings, we are ready to make a significant dent on the underlying inefficiencies of support operations, supply chain, parts and material logistics planning for large enterprises in the healthcare market."

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67 (41.961669921875): select jos_linkedin.link from jos_linkedin where cat=10

68 (59.843063354492): SELECT fid FROM jos_deeppockets WHERE id=294772619 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294772619 AND published='1' LIMIT 1

69 (46.968460083008): 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`

70 (438.92860412598): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294772619 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

71 (362.87307739258): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294772619 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

72 (60.081481933594): 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`

73 (76.055526733398): SELECT show_live FROM jos_com_show_setting LIMIT 1

74 (32.901763916016): SELECT show_live FROM jos_com_show_setting LIMIT 1

75 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

76 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

77 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

78 (35.04753112793): SELECT show_live FROM jos_com_show_setting LIMIT 1

79 (41.007995605469): SELECT show_live FROM jos_com_show_setting LIMIT 1

80 (38.14697265625): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (33.855438232422): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (33.855438232422): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (38.14697265625): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (36.954879760742): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (74.863433837891): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294772619 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

88 (46.014785766602): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294772619 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

89 (46.968460083008): 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 (56.028366088867): SELECT show_live FROM jos_com_show_setting LIMIT 1

91 (32.901763916016): SELECT show_live FROM jos_com_show_setting LIMIT 1

92 (28.848648071289): SELECT show_live FROM jos_com_show_setting LIMIT 1

93 (29.087066650391): SELECT show_live FROM jos_com_show_setting LIMIT 1

94 (44.822692871094): SELECT show_live FROM jos_com_show_setting LIMIT 1

95 (38.14697265625): SELECT show_live FROM jos_com_show_setting LIMIT 1

96 (63.180923461914): SELECT show_live FROM jos_com_show_setting LIMIT 1

97 (45.061111450195): SELECT show_live FROM jos_com_show_setting LIMIT 1

98 (46.014785766602): SELECT show_live FROM jos_com_show_setting LIMIT 1

99 (41.007995605469): SELECT show_live FROM jos_com_show_setting LIMIT 1

100 (46.014785766602): SELECT show_live FROM jos_com_show_setting LIMIT 1

101 (37.908554077148): SELECT show_live FROM jos_com_show_setting LIMIT 1

102 (43.869018554688): SELECT show_live FROM jos_com_show_setting LIMIT 1

103 (41.007995605469): SELECT show_live FROM jos_com_show_setting LIMIT 1

104 (108.00361633301): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294772619 AND published='1' LIMIT 1

105 (69.141387939453): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294772619 AND published='1' LIMIT 1

106 (70.095062255859): 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=294772619 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

107 (55.074691772461): 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=294772619 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

108 (95.129013061523): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294772619 AND published='1' LIMIT 1

109 (49.114227294922): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294772619 AND published='1' LIMIT 1

110 (56.028366088867): 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=294772619 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

111 (566.00570678711): 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=294772619 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

112 (667.09518432617): 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 (477.07557678223): 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 (119.92454528809): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294772619 AND published='1' LIMIT 1

115 (111.10305786133): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294772619 AND published='1' LIMIT 1

116 (98.943710327148): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294772619 AND published='1' LIMIT 1

117 (58.889389038086): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294772619 AND published='1' LIMIT 1

118 (60.081481933594): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294772619 AND published='1' LIMIT 1

119 (44.107437133789): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294772619 AND published='1' LIMIT 1

120 (344.03800964355): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

121 (!!!!! 26438.95149231): 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 (139.95170593262): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294772619 AND published='1' LIMIT 1

123 (70.095062255859): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294772619 AND published='1' LIMIT 1

124 (573.87351989746): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294772619 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294772619 AND type='deeppockets_item' AND published='1' LIMIT 1

125 (!!!!! 673481.94122314): ( 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 (162.12463378906): ( 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 (606.06002807617): 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 (75.101852416992): 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 (408.88786315918): 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 (94.890594482422): 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 (391.96014404297): 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 (54.121017456055): 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 (681.87713623047): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772619 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

134 (612.97416687012): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294772619 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

135 (353.81317138672): SELECT name FROM jos_deeppockets WHERE id=217

136 (55.074691772461): SELECT name FROM jos_deeppockets WHERE id=217

137 (661.13471984863): 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

138 (591.03965759277): 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

139 (106.8115234375): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294772619 AND published='1' LIMIT 1

140 (77.962875366211): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294772619 AND published='1' LIMIT 1

141 (!!!!! 12744.188308716): TRUNCATE TABLE jos_trademed_module

142 (125.16975402832): 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=294772619 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

143 (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=294772619 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

144 (818.96781921387): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772619 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

145 (140.19012451172): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772619 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

146 (116.10984802246): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294772619 AND published='1' LIMIT 1

147 (72.002410888672): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294772619 AND published='1' LIMIT 1

148 (!!!!! 1538.0382537842): 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

149 (92.029571533203): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294772619 AND published='1' LIMIT 1

150 (72.002410888672): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294772619 AND published='1' LIMIT 1

151 (58.174133300781): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294772619 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294772619 AND type='deeppockets_item' AND published='1' LIMIT 1

152 (558.85314941406): 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)

153 (53.882598876953): 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)

154 (46.968460083008): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

155 (94.890594482422): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294772619 AND published='1' LIMIT 1

156 (69.856643676758): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294772619 AND published='1' LIMIT 1

157 (92.983245849609): select jos_twitters.link from jos_twitters where cat=10

158 (36.001205444336): select jos_facebook.link from jos_facebook where cat=10

159 (36.001205444336): select jos_google_plus.link from jos_google_plus where cat=10

160 (36.001205444336): select jos_linkedin.link from jos_linkedin where cat=10

161 (349.99847412109): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)

162 (!!!!! 1525.87890625): insert into jos_banners_delta values (14615,'2025-06-18 11:39:04','216.73.216.120','view'),(14202,'2025-06-18 11:39:04','216.73.216.120','view'),(14203,'2025-06-18 11:39:04','216.73.216.120','view')

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