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Largest-Ever Open-Source Dataset Released to Speed Up MRIs Using AI

By MedImaging International staff writers
Posted on 18 Dec 2018

Image: NYU School of Medicine Department of Radiology chair, Michael Recht, MD; Daniel Sodickson, MD, PhD, vice chair for research and director of the Center for Advanced Imaging Innovation and Research; and Yvonne Lui, MD, director of artificial intelligence, watch an MRI exam take place with at NYU Langone Health in New York in August 2018.

The NYU School of Medicine’s (New York, NY, USA) Department of Radiology is releasing the first large-scale MRI dataset of its kind as part of fastMRI, a collaborative effort with Facebook AI Research (New York, NY, USA) to speed up MRI scans with artificial intelligence (AI).

The collaboration is aimed at sharing open source tools and spurring the development of AI systems to make MRI scans 10 times faster. The collaboration will promote research reproducibility, provide consistent evaluation methods, and empower the larger community of AI and medical imaging scientists.

Using AI, researchers believe it will be possible to capture less data, and therefore image faster, while preserving or even enhancing the rich information contained in MR images. Leaders of the study say that, if successful, fastMRI could benefit a wide range of people who may have difficulty tolerating lengthy scans, including young children, elderly patients, and claustrophobic individual. It could also decrease the need for anesthesia or sedation. Additionally, the project could expand access to this key diagnostic tool, particularly in areas where there is a shortage of MRI scanners and patients face long wait-times for their scans.

The initial dataset release includes more than 1.5 million anonymous MR images of the knee, drawn from 10,000 scans, in addition to raw measurement data from nearly 1,600 scans. While other sets of radiological images have been released previously, this dataset represents the largest public release of raw MRI data to date. The first phase of the project will involve data from knee MRI scans, but future releases will include data from liver and brain scans. The joint team will also provide a suite of tools, including baseline metrics to compare results, and a leaderboard to keep track of progress as part of an organized challenge to be announced in the near future.

"fastMRI not only could have an important impact in the medical field, it's also an interesting research challenge that will help to advance the field of AI," said Larry Zitnick, Research Manager, Facebook AI Research. "To be medically useful, our AI-reconstructed images need to be more than just good-looking, they must also be accurate representations of the ground-truth, even though they're created from significantly less data. The dataset NYU Langone is releasing and the baseline models we've open-sourced will enable other researchers to join us in working on this challenging problem, and we believe this open approach will bring about positive results more quickly."

“This collaboration focuses on applying the strengths of machine learning to reconstruct high-value images in new ways. Rather than using existing images to train AI algorithms, we will radically change the way medical images are acquired in the first place,” said Daniel Sodickson, MD, PhD, professor of radiology and neuroscience and physiology and director of CAIR. “Our aim is not merely enhanced data mining with AI, but rather creating new capabilities for medical visualization, to benefit human health.”

Related Links:
NYU School of Medicine
Facebook AI Research

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66 (30.040740966797): select jos_google_plus.link from jos_google_plus where cat=10

67 (28.133392333984): select jos_linkedin.link from jos_linkedin where cat=10

68 (30.994415283203): SELECT fid FROM jos_deeppockets WHERE id=294776133 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294776133 AND published='1' LIMIT 1

69 (31.948089599609): 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 (359.05838012695): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294776133 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

71 (303.98368835449): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294776133 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

72 (!!!!! 1839.1609191895): 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 (46.014785766602): SELECT show_live FROM jos_com_show_setting LIMIT 1

74 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

75 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

76 (31.948089599609): SELECT show_live FROM jos_com_show_setting LIMIT 1

77 (25.033950805664): SELECT show_live FROM jos_com_show_setting LIMIT 1

78 (24.795532226562): SELECT show_live FROM jos_com_show_setting LIMIT 1

79 (26.226043701172): SELECT show_live FROM jos_com_show_setting LIMIT 1

80 (25.98762512207): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (25.98762512207): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (25.033950805664): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (24.795532226562): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (25.98762512207): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (31.948089599609): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (276.08871459961): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294776133 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

88 (41.961669921875): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294776133 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

89 (32.186508178711): 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 (926.01776123047): SELECT show_live FROM jos_com_show_setting LIMIT 1

91 (290.1554107666): SELECT show_live FROM jos_com_show_setting LIMIT 1

92 (462.05520629883): SELECT show_live FROM jos_com_show_setting LIMIT 1

93 (483.03604125977): SELECT show_live FROM jos_com_show_setting LIMIT 1

94 (507.11631774902): SELECT show_live FROM jos_com_show_setting LIMIT 1

95 (438.92860412598): SELECT show_live FROM jos_com_show_setting LIMIT 1

96 (694.03648376465): SELECT show_live FROM jos_com_show_setting LIMIT 1

97 (227.92816162109): SELECT show_live FROM jos_com_show_setting LIMIT 1

98 (295.16220092773): SELECT show_live FROM jos_com_show_setting LIMIT 1

99 (451.08795166016): SELECT show_live FROM jos_com_show_setting LIMIT 1

100 (459.90943908691): SELECT show_live FROM jos_com_show_setting LIMIT 1

101 (374.79400634766): SELECT show_live FROM jos_com_show_setting LIMIT 1

102 (359.05838012695): SELECT show_live FROM jos_com_show_setting LIMIT 1

103 (179.05235290527): SELECT show_live FROM jos_com_show_setting LIMIT 1

104 (!!!!! 4469.8715209961): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776133 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776133 AND published='1' LIMIT 1

105 (376.93977355957): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776133 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776133 AND published='1' LIMIT 1

106 (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 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=294776133 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

107 (573.87351989746): 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=294776133 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

108 (!!!!! 2209.9018096924): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776133 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776133 AND published='1' LIMIT 1

109 (268.93615722656): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776133 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776133 AND published='1' LIMIT 1

110 (341.89224243164): 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=294776133 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

111 (690.93704223633): 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=294776133 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

112 (612.97416687012): 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 (411.9873046875): 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 (87.976455688477): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776133 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776133 AND published='1' LIMIT 1

115 (48.160552978516): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776133 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776133 AND published='1' LIMIT 1

116 (46.014785766602): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776133 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776133 AND published='1' LIMIT 1

117 (35.04753112793): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776133 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776133 AND published='1' LIMIT 1

118 (43.153762817383): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776133 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776133 AND published='1' LIMIT 1

119 (33.855438232422): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776133 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776133 AND published='1' LIMIT 1

120 (301.83792114258): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

121 (!!!!! 91171.026229858): 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 (355.00526428223): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776133 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776133 AND published='1' LIMIT 1

123 (232.93495178223): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776133 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776133 AND published='1' LIMIT 1

124 (!!!!! 1841.0682678223): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294776133 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294776133 AND type='deeppockets_item' AND published='1' LIMIT 1

125 (!!!!! 889778.13720703): ( 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 (111.81831359863): ( 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 (51.021575927734): 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 (38.862228393555): 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 (118.01719665527): 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 (44.107437133789): 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 (72.956085205078): 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 (62.942504882812): 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 (433.92181396484): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776133 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

134 (370.02563476562): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776133 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

135 (47.922134399414): SELECT name FROM jos_deeppockets WHERE id=217

136 (34.093856811523): SELECT name FROM jos_deeppockets WHERE id=217

137 (624.8950958252): 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 (567.91305541992): 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 (87.02278137207): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776133 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776133 AND published='1' LIMIT 1

140 (59.127807617188): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776133 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776133 AND published='1' LIMIT 1

141 (!!!!! 6175.9948730469): TRUNCATE TABLE jos_trademed_module

142 (!!!!! 2230.8826446533): 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=294776133 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

143 (141.85905456543): 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=294776133 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

144 (518.0835723877): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776133 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

145 (132.08389282227): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776133 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

146 (82.015991210938): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776133 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776133 AND published='1' LIMIT 1

147 (61.988830566406): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776133 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776133 AND published='1' LIMIT 1

148 (!!!!! 1546.8597412109): 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 (85.830688476562): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776133 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776133 AND published='1' LIMIT 1

150 (61.03515625): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776133 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776133 AND published='1' LIMIT 1

151 (45.061111450195): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294776133 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294776133 AND type='deeppockets_item' AND published='1' LIMIT 1

152 (39.815902709961): 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 (36.001205444336): 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 (38.862228393555): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

155 (360.96572875977): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776133 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776133 AND published='1' LIMIT 1

156 (175.95291137695): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776133 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776133 AND published='1' LIMIT 1

157 (62.942504882812): select jos_twitters.link from jos_twitters where cat=10

158 (61.03515625): select jos_facebook.link from jos_facebook where cat=10

159 (76.055526733398): select jos_google_plus.link from jos_google_plus where cat=10

160 (37.908554077148): select jos_linkedin.link from jos_linkedin where cat=10

161 (344.99168395996): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)

162 (!!!!! 1128.9119720459): insert into jos_banners_delta values (14615,'2025-06-17 14:13:59','216.73.216.120','view'),(14202,'2025-06-17 14:13:59','216.73.216.120','view'),(14203,'2025-06-17 14:13:59','216.73.216.120','view')

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