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AI-Powered Portable Thermal Imaging Solution Could Complement Mammography for Breast Cancer Screening

By MedImaging International staff writers
Posted on 22 May 2024

Image: AI analyzes smartphone-based thermal images of chest for breast cancer risk-predictions (Photo courtesy of Thermaiscan Technology)

Breast cancer remains a major global health concern for women, with increasing incidence rates and mortality. In many low- and middle-income countries, the challenge is exacerbated by limited affordability and access to mammography screening and diagnosis. A new study has now shown promising results for a breast cancer pre-screening solution (BCPS) that utilizes a smartphone-based thermal imaging sensor and artificial intelligence (AI), offering an effective early detection tool particularly in regions where mammography is not readily available or accessible.

In this retrospective clinical validation study, researchers at Erebouni Medical Center (Yerevan, Armenia) evaluated a BCPS based on a commercially available smartphone with a thermal imaging sensor powered by AI developed by Thermaiscan Technology (Stockholm, Sweden). The study aimed to compare the performance of the BCPS with mammography, which is the gold standard for initial breast cancer screening. Over a six-month period, the team screened 478 women using the BCPS, 45 of whom were subsequently diagnosed with breast cancer via biopsy. Each participant underwent the BCPS screening prior to following the standard mammography pathway; if malignancy was suspected from mammography, a biopsy confirmed the diagnosis and served as the definitive comparison for the BCPS AI results.

When patient-reported or clinical symptoms were considered alongside the BCPS results, the tool demonstrated a sensitivity of 89% and a specificity of 83% relative to mammography. Without accounting for these symptoms, sensitivity dropped to 60%, although specificity increased to 88.2%. The BCPS has potential applications in high-income countries as well, such as pre-screening women outside the recommended age range for breast cancer screening, or offering an alternative for those reluctant to undergo mammography due to fear, psychological barriers, financial issues, limited availability, cultural factors, or lack of awareness. Going forward, further research could explore additional applications of the BCPS, including the evaluation of pathological lymph nodes and comparisons with other breast cancer screening modalities like Point-of-Care Testing (POCT), MRI, and contrast-enhanced mammography (CEM). This could broaden the scope and efficacy of early breast cancer detection across different healthcare settings.

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Erebouni Medical Center
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67 (!!!!! 7919.0731048584): select jos_linkedin.link from jos_linkedin where cat=10

68 (!!!!! 7833.0039978027): SELECT fid FROM jos_deeppockets WHERE id=294801247 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294801247 AND published='1' LIMIT 1

69 (!!!!! 11904.001235962): 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 (!!!!! 8137.9413604736): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294801247 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

71 (!!!!! 4139.9002075195): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294801247 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

72 (!!!!! 6361.0076904297): 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 (!!!!! 1391.8876647949): SELECT show_live FROM jos_com_show_setting LIMIT 1

74 (56.982040405273): SELECT show_live FROM jos_com_show_setting LIMIT 1

75 (261.06834411621): SELECT show_live FROM jos_com_show_setting LIMIT 1

76 (42.915344238281): SELECT show_live FROM jos_com_show_setting LIMIT 1

77 (36.954879760742): SELECT show_live FROM jos_com_show_setting LIMIT 1

78 (34.093856811523): SELECT show_live FROM jos_com_show_setting LIMIT 1

79 (!!!!! 1060.962677002): SELECT show_live FROM jos_com_show_setting LIMIT 1

80 (52.928924560547): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (239.13383483887): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (226.02081298828): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (32.901763916016): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (!!!!! 2762.0792388916): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (75.101852416992): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (!!!!! 1178.0261993408): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294801247 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

88 (55.074691772461): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294801247 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

89 (213.1462097168): 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 (!!!!! 1007.080078125): SELECT show_live FROM jos_com_show_setting LIMIT 1

91 (988.00659179688): SELECT show_live FROM jos_com_show_setting LIMIT 1

92 (782.96661376953): SELECT show_live FROM jos_com_show_setting LIMIT 1

93 (56.028366088867): SELECT show_live FROM jos_com_show_setting LIMIT 1

94 (52.928924560547): SELECT show_live FROM jos_com_show_setting LIMIT 1

95 (41.007995605469): SELECT show_live FROM jos_com_show_setting LIMIT 1

96 (994.92073059082): SELECT show_live FROM jos_com_show_setting LIMIT 1

97 (39.100646972656): SELECT show_live FROM jos_com_show_setting LIMIT 1

98 (765.80047607422): SELECT show_live FROM jos_com_show_setting LIMIT 1

99 (49.114227294922): SELECT show_live FROM jos_com_show_setting LIMIT 1

100 (!!!!! 1080.9898376465): SELECT show_live FROM jos_com_show_setting LIMIT 1

101 (223.87504577637): SELECT show_live FROM jos_com_show_setting LIMIT 1

102 (579.1187286377): SELECT show_live FROM jos_com_show_setting LIMIT 1

103 (479.93659973145): SELECT show_live FROM jos_com_show_setting LIMIT 1

104 (!!!!! 5419.9695587158): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294801247 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294801247 AND published='1' LIMIT 1

105 (!!!!! 4099.1306304932): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294801247 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294801247 AND published='1' LIMIT 1

106 (!!!!! 2639.0552520752): 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=294801247 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

107 (!!!!! 2969.9802398682): 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=294801247 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

108 (!!!!! 4354.9537658691): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294801247 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294801247 AND published='1' LIMIT 1

109 (820.87516784668): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294801247 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294801247 AND published='1' LIMIT 1

110 (741.00494384766): 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=294801247 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

111 (!!!!! 1178.0261993408): 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=294801247 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

112 (!!!!! 2981.1859130859): 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 (!!!!! 7215.9767150879): 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 (!!!!! 4572.868347168): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294801247 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294801247 AND published='1' LIMIT 1

115 (232.93495178223): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294801247 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294801247 AND published='1' LIMIT 1

116 (190.01960754395): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294801247 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294801247 AND published='1' LIMIT 1

117 (392.91381835938): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294801247 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294801247 AND published='1' LIMIT 1

118 (331.87866210938): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294801247 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294801247 AND published='1' LIMIT 1

119 (!!!!! 4325.8666992188): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294801247 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294801247 AND published='1' LIMIT 1

120 (81.062316894531): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294801247 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294801247 AND published='1' LIMIT 1

121 (45.061111450195): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294801247 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294801247 AND published='1' LIMIT 1

122 (309.94415283203): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

123 (!!!!! 208333.96911621): 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 (!!!!! 2664.0892028809): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294801247 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294801247 AND type='deeppockets_item' AND published='1' LIMIT 1

125 (!!!!! 25664.091110229): ( 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 (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

127 (!!!!! 3560.0662231445): 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 (!!!!! 8310.7948303223): 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 (!!!!! 4576.2062072754): 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 (!!!!! 1518.0110931396): 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 (!!!!! 1824.1405487061): 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 (!!!!! 3884.0770721436): 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 (!!!!! 2348.8998413086): 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 (!!!!! 1319.8852539062): 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 (!!!!! 1562.1185302734): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294801247 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

136 (741.00494384766): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294801247 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

137 (!!!!! 3275.8712768555): SELECT name FROM jos_deeppockets WHERE id=211

138 (!!!!! 3309.0114593506): SELECT name FROM jos_deeppockets WHERE id=211

139 (!!!!! 1022.1004486084): 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 (!!!!! 3408.1935882568): 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 (!!!!! 2386.0931396484): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294801247 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294801247 AND published='1' LIMIT 1

142 (!!!!! 1183.9866638184): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294801247 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294801247 AND published='1' LIMIT 1

143 (!!!!! 21594.047546387): TRUNCATE TABLE jos_trademed_module

144 (!!!!! 9478.0921936035): 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=294801247 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

145 (!!!!! 1759.0522766113): 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=294801247 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

146 (!!!!! 2440.9294128418): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294801247 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

147 (104.90417480469): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294801247 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

148 (!!!!! 4667.0436859131): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294801247 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294801247 AND published='1' LIMIT 1

149 (123.97766113281): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294801247 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294801247 AND published='1' LIMIT 1

150 (!!!!! 5328.1784057617): 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 (!!!!! 2390.1462554932): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294801247 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294801247 AND published='1' LIMIT 1

152 (67.949295043945): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294801247 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294801247 AND published='1' LIMIT 1

153 (813.00735473633): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294801247 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294801247 AND type='deeppockets_item' AND published='1' LIMIT 1

154 (439.16702270508): 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 (52.928924560547): 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 (45.061111450195): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

157 (525.95138549805): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294801247 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294801247 AND published='1' LIMIT 1

158 (79.154968261719): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294801247 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294801247 AND published='1' LIMIT 1

159 (!!!!! 4367.1131134033): select jos_twitters.link from jos_twitters where cat=10

160 (!!!!! 3201.961517334): select jos_facebook.link from jos_facebook where cat=10

161 (808.0005645752): select jos_google_plus.link from jos_google_plus where cat=10

162 (!!!!! 2397.0603942871): select jos_linkedin.link from jos_linkedin where cat=10

163 (!!!!! 1155.1380157471): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)

164 (!!!!! 1156.0916900635): insert into jos_banners_delta values (14615,'2025-08-02 18:40:48','216.73.216.210','view'),(14202,'2025-08-02 18:40:48','216.73.216.210','view'),(14203,'2025-08-02 18:40:48','216.73.216.210','view')

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