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AAPM 2025 - 67th Annual Meeting & Exhibition of the American Association of Physicists in Medicine

Automated Angiography Analysis System Detects Severe CAD in Real-Time

By MedImaging International staff writers
Posted on 10 Dec 2009

Image: Rcadia COR Analyzer automated analysis of CCTA studies (Photo courtesy of Rcadia Medical Imaging).

A coronary computerized tomography angiography (cCTA) analyzer system automatically processes acquired images, helping to rule out coronary artery stenosis in emergency department (ED) patients with chest pains.

Researchers at Beth Israel Deaconess Medical Center (Boston, MA, USA) conducted a retrospective study of images garnered from cCTAs of 115 low to intermediate risk patients who entered the emergency department (ED) with suspected coronary artery disease (CAD), and compared the analyses of the cCTA studies with the interpretation by consensus opinion of two expert readers who served as the gold standard. The results showed that in 100 analyzable studies, the automated results from the analyzer system yielded a negative predictive value (NPV) of 98%. The system also identified five of six patients determined by the expert readers to have significant stenosis, for a sensitivity of 83% and a specificity of 82%. The study was presented at the annual meeting of the Radiological Society of North America (RSNA), held during November-December 2009 in Chicago (IL, USA).

"In recent years, cCTA has proven to be an effective, noninvasive procedure for coronary artery analysis,” said principal investigator radiologist Girish Tyagi, M.D. "However, coronary CT angiography is under-utilized in the ED because the procedure relies on expert readers who may not be immediately available during ‘off hours'. In our study, we asked whether this fully automated software tool could assist in patient triage by comparing the automated results with those of expert readers.”

The system used for the study was the COR Analyzer System, a product of Rcadia Medical Imaging (Haifa, Israel), which utilizes images from 64-slice or higher CT machines to generate comprehensive results and corresponding reports within minutes. The system's algorithm determines the presence of significant lesions--more than 50% stenosis--in the coronary arteries and visualizes the results to indicate the location of candidate lesions in real-time. The findings can be easily verified and validated using simple visualization tools including standard two dimensional (2D) projections, schematic three-dimensional (3D) images, and curved multi-planar reconstruction (MPR) views. The ability of the automated system to enhance the use of cCTA has potential to significantly reduce unnecessary utilization of coronary observation beds in the low to moderate probability CAD patient.

Related Links:
Beth Israel Deaconess Medical Center
Rcadia Medical Imaging

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66 (54.121017456055): select jos_google_plus.link from jos_google_plus where cat=10

67 (195.02639770508): select jos_linkedin.link from jos_linkedin where cat=10

68 (88.930130004883): SELECT fid FROM jos_deeppockets WHERE id=294726836 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294726836 AND published='1' LIMIT 1

69 (103.95050048828): 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`

70 (280.85708618164): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294726836 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

71 (344.99168395996): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294726836 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

72 (!!!!! 1430.0346374512): 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 (649.92904663086): SELECT show_live FROM jos_com_show_setting LIMIT 1

74 (39.100646972656): SELECT show_live FROM jos_com_show_setting LIMIT 1

75 (35.04753112793): SELECT show_live FROM jos_com_show_setting LIMIT 1

76 (32.186508178711): SELECT show_live FROM jos_com_show_setting LIMIT 1

77 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

78 (98.943710327148): SELECT show_live FROM jos_com_show_setting LIMIT 1

79 (113.01040649414): SELECT show_live FROM jos_com_show_setting LIMIT 1

80 (30.040740966797): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (206.23207092285): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (30.040740966797): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (134.22966003418): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (128.03077697754): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (530.95817565918): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294726836 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

88 (91.075897216797): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294726836 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

89 (484.22813415527): 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 (50.067901611328): SELECT show_live FROM jos_com_show_setting LIMIT 1

91 (28.848648071289): SELECT show_live FROM jos_com_show_setting LIMIT 1

92 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

93 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

94 (34.093856811523): SELECT show_live FROM jos_com_show_setting LIMIT 1

95 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

96 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

97 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

98 (25.98762512207): SELECT show_live FROM jos_com_show_setting LIMIT 1

99 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

100 (25.98762512207): SELECT show_live FROM jos_com_show_setting LIMIT 1

101 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

102 (30.040740966797): SELECT show_live FROM jos_com_show_setting LIMIT 1

103 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

104 (72.002410888672): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294726836 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294726836 AND published='1' LIMIT 1

105 (45.061111450195): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294726836 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294726836 AND published='1' LIMIT 1

106 (51.975250244141): 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=294726836 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

107 (46.968460083008): 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=294726836 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

108 (125.88500976562): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294726836 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294726836 AND published='1' LIMIT 1

109 (61.988830566406): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294726836 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294726836 AND published='1' LIMIT 1

110 (69.141387939453): 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=294726836 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

111 (!!!!! 6408.9298248291): 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=294726836 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

112 (530.00450134277): 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 (337.12387084961): 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 (87.02278137207): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294726836 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294726836 AND published='1' LIMIT 1

115 (73.19450378418): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294726836 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294726836 AND published='1' LIMIT 1

116 (77.009201049805): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294726836 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294726836 AND published='1' LIMIT 1

117 (50.067901611328): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294726836 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294726836 AND published='1' LIMIT 1

118 (103.95050048828): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294726836 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294726836 AND published='1' LIMIT 1

119 (51.021575927734): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294726836 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294726836 AND published='1' LIMIT 1

120 (60.081481933594): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294726836 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294726836 AND published='1' LIMIT 1

121 (47.922134399414): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294726836 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294726836 AND published='1' LIMIT 1

122 (284.91020202637): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

123 (!!!!! 20663.976669312): 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

124 (554.08477783203): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294726836 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294726836 AND type='deeppockets_item' AND published='1' LIMIT 1

125 (61.03515625): ( 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 (33.140182495117): ( 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 (33.855438232422): 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

128 (28.133392333984): 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 (36.001205444336): 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

130 (27.894973754883): 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 (27.179718017578): 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

132 (27.179718017578): 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 (30.040740966797): 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

134 (27.894973754883): 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 (530.00450134277): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294726836 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

136 (404.11949157715): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294726836 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

137 (248.90899658203): SELECT name FROM jos_deeppockets WHERE id=211

138 (32.901763916016): SELECT name FROM jos_deeppockets WHERE id=211

139 (671.1483001709): 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

140 (517.84515380859): 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

141 (74.863433837891): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294726836 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294726836 AND published='1' LIMIT 1

142 (41.961669921875): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294726836 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294726836 AND published='1' LIMIT 1

143 (!!!!! 8948.802947998): TRUNCATE TABLE jos_trademed_module

144 (169.99244689941): 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=294726836 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

145 (66.995620727539): 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=294726836 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

146 (614.16625976562): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294726836 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

147 (66.995620727539): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294726836 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

148 (65.088272094727): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294726836 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294726836 AND published='1' LIMIT 1

149 (46.968460083008): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294726836 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294726836 AND published='1' LIMIT 1

150 (!!!!! 1253.1280517578): 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

151 (63.896179199219): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294726836 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294726836 AND published='1' LIMIT 1

152 (44.822692871094): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294726836 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294726836 AND published='1' LIMIT 1

153 (70.810317993164): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294726836 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294726836 AND type='deeppockets_item' AND published='1' LIMIT 1

154 (459.19418334961): 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)

155 (54.836273193359): 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)

156 (40.054321289062): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

157 (144.95849609375): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294726836 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294726836 AND published='1' LIMIT 1

158 (52.928924560547): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294726836 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294726836 AND published='1' LIMIT 1

159 (56.982040405273): select jos_twitters.link from jos_twitters where cat=10

160 (31.948089599609): select jos_facebook.link from jos_facebook where cat=10

161 (31.948089599609): select jos_google_plus.link from jos_google_plus where cat=10

162 (30.994415283203): select jos_linkedin.link from jos_linkedin where cat=10

163 (354.05158996582): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)

164 (!!!!! 1060.0090026855): insert into jos_banners_delta values (14615,'2025-06-21 08:14:34','216.73.216.120','view'),(14202,'2025-06-21 08:14:34','216.73.216.120','view'),(14203,'2025-06-21 08:14:34','216.73.216.120','view')

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