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AI Can Distinguish Brain Tumors from Healthy Tissue

By MedImaging International staff writers
Posted on 22 Nov 2024

Image: Artificial intelligence models can be trained to distinguish brain tumors from healthy tissue (Photo courtesy of 123RF)

Researchers have made significant advancements in artificial intelligence (AI) for medical applications. AI holds particular promise in radiology, where delays in processing medical images can often postpone patient care. Convolutional neural networks (CNNs) are robust tools used to train AI models on large image datasets to identify and classify images. This enables the networks to “learn” to distinguish between different types of images. Furthermore, CNNs also have the ability for “transfer learning,” allowing models trained for one task to be applied to similar new tasks. AI models have already demonstrated the ability to identify brain tumors in MRI images with near-human accuracy. Now, in a new study, researchers have shown that AI models can be trained to differentiate between brain tumors and healthy tissue.

While detecting camouflaged animals and classifying brain tumors may seem unrelated, the researchers from Boston University (Boston, MA, USA) saw a connection between the natural camouflage of animals and the way cancerous cells blend with surrounding healthy tissue. The ability to generalize — the process of categorizing various items under a common identity — is crucial for the AI model to detect camouflaged objects. This capability could be particularly advantageous for detecting tumors. In their retrospective study using publicly available MRI data, the researchers explored how neural networks could be trained using brain cancer imaging data, incorporating a unique camouflage detection step to enhance the networks' tumor detection capabilities.

The researchers utilized MRIs from public repositories of both cancerous and healthy brain scans to train the networks to identify cancerous areas, distinguish them from healthy tissue, and classify the type of cancer. The results, published in Biology Methods and Protocols, showed that the networks performed nearly flawlessly at detecting healthy brain scans, with only 1-2 false negatives, and were also able to differentiate between cancerous and non-cancerous brains. One of the networks achieved an accuracy of 85.99% in detecting brain cancer, while the other reached 83.85%. An important feature of these networks is their ability to explain their decisions, which can increase the trust that both medical professionals and patients place in the AI models. This transparency is particularly valuable, as deep learning models are often criticized for their lack of interpretability. The network was capable of generating images that highlighted specific areas in its classification of tumor-positive or tumor-negative scans, which would allow radiologists to verify the AI's findings, serving almost as a second opinion in radiology.

Going forward, the researchers believe that developing deep network models with decisions that are easy to explain will be crucial for AI to play a transparent and supportive role in clinical settings. While the networks performed less effectively when distinguishing between different types of brain cancer, the study demonstrated that they exhibited distinct internal representations. The accuracy and clarity of the networks improved as they were trained using camouflage detection. Transfer learning increased the networks' accuracy, and while the best performing model was about 6% less accurate than standard human detection, the research successfully highlights the improvements in accuracy brought about by this training approach. The researchers argue that, when combined with methods to explain the network’s decisions, this approach will foster the transparency needed for future AI applications in clinical settings.

“Advances in AI permit more accurate detection and recognition of patterns,” said the paper’s lead author, Arash Yazdanbakhsh. “This consequently allows for better imaging-based diagnosis aid and screening, but also necessitate more explanation for how AI accomplishes the task. Aiming for AI explainability enhances communication between humans and AI in general. This is particularly important between medical professionals and AI designed for medical purposes. Clear and explainable models are better positioned to assist diagnosis, track disease progression, and monitor treatment.”

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60 (74.863433837891): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803218 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294803218 AND published='1' LIMIT 1

61 (150.91896057129): 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

62 (!!!!! 2645.0157165527): SELECT fid FROM jos_deeppockets WHERE id=294803218 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294803218 AND published='1' LIMIT 1

63 (73.909759521484): 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=212 ORDER BY `ordering`

64 (69.141387939453): select jos_twitters.link from jos_twitters where cat=10

65 (36.001205444336): select jos_facebook.link from jos_facebook where cat=10

66 (40.054321289062): select jos_google_plus.link from jos_google_plus where cat=10

67 (63.180923461914): select jos_linkedin.link from jos_linkedin where cat=10

68 (43.869018554688): SELECT fid FROM jos_deeppockets WHERE id=294803218 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294803218 AND published='1' LIMIT 1

69 (45.061111450195): 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=212 ORDER BY `ordering`

70 (571.96617126465): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294803218 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

71 (!!!!! 7596.0159301758): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294803218 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

72 (163.07830810547): 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 (!!!!! 2393.9609527588): SELECT show_live FROM jos_com_show_setting LIMIT 1

74 (67.949295043945): SELECT show_live FROM jos_com_show_setting LIMIT 1

75 (!!!!! 2449.9893188477): SELECT show_live FROM jos_com_show_setting LIMIT 1

76 (110.86463928223): SELECT show_live FROM jos_com_show_setting LIMIT 1

77 (41.961669921875): SELECT show_live FROM jos_com_show_setting LIMIT 1

78 (38.14697265625): SELECT show_live FROM jos_com_show_setting LIMIT 1

79 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

80 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (42.915344238281): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (35.04753112793): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (769.13833618164): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294803218 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

88 (46.968460083008): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294803218 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

89 (46.014785766602): 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 (61.988830566406): SELECT show_live FROM jos_com_show_setting LIMIT 1

91 (38.862228393555): SELECT show_live FROM jos_com_show_setting LIMIT 1

92 (32.901763916016): SELECT show_live FROM jos_com_show_setting LIMIT 1

93 (34.093856811523): SELECT show_live FROM jos_com_show_setting LIMIT 1

94 (97.036361694336): SELECT show_live FROM jos_com_show_setting LIMIT 1

95 (37.908554077148): SELECT show_live FROM jos_com_show_setting LIMIT 1

96 (34.093856811523): SELECT show_live FROM jos_com_show_setting LIMIT 1

97 (34.093856811523): SELECT show_live FROM jos_com_show_setting LIMIT 1

98 (33.855438232422): SELECT show_live FROM jos_com_show_setting LIMIT 1

99 (35.04753112793): SELECT show_live FROM jos_com_show_setting LIMIT 1

100 (33.140182495117): SELECT show_live FROM jos_com_show_setting LIMIT 1

101 (53.882598876953): SELECT show_live FROM jos_com_show_setting LIMIT 1

102 (38.14697265625): SELECT show_live FROM jos_com_show_setting LIMIT 1

103 (47.922134399414): SELECT show_live FROM jos_com_show_setting LIMIT 1

104 (112.05673217773): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803218 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294803218 AND published='1' LIMIT 1

105 (61.988830566406): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803218 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294803218 AND published='1' LIMIT 1

106 (82.969665527344): 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=294803218 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

107 (87.976455688477): 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=294803218 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

108 (!!!!! 1836.0614776611): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803218 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294803218 AND published='1' LIMIT 1

109 (109.19570922852): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803218 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294803218 AND published='1' LIMIT 1

110 (93.936920166016): 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=294803218 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

111 (716.9246673584): 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=294803218 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

112 (!!!!! 3593.2064056396): 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 (645.87593078613): 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 (223.87504577637): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803218 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294803218 AND published='1' LIMIT 1

115 (119.92454528809): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803218 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294803218 AND published='1' LIMIT 1

116 (96.08268737793): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803218 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294803218 AND published='1' LIMIT 1

117 (68.902969360352): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803218 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294803218 AND published='1' LIMIT 1

118 (66.995620727539): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803218 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294803218 AND published='1' LIMIT 1

119 (56.028366088867): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803218 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294803218 AND published='1' LIMIT 1

120 (63.896179199219): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803218 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294803218 AND published='1' LIMIT 1

121 (56.028366088867): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803218 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294803218 AND published='1' LIMIT 1

122 (369.07196044922): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

123 (!!!!! 63760.042190552): 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 (540.97175598145): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294803218 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294803218 AND type='deeppockets_item' AND published='1' LIMIT 1

125 (!!!!! 19693.13621521): ( 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 (!!!!! 2877.950668335): ( 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 (63.896179199219): 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 (43.153762817383): 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 (54.836273193359): 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 (41.961669921875): 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 (402.92739868164): 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 (51.021575927734): 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 (61.03515625): 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 (56.028366088867): 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 (521.89826965332): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803218 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

136 (522.85194396973): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294803218 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

137 (51.021575927734): SELECT name FROM jos_deeppockets WHERE id=212

138 (42.915344238281): SELECT name FROM jos_deeppockets WHERE id=212

139 (730.99136352539): 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 '((;)|(^))212((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

140 (656.8431854248): 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 '((;)|(^))212((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

141 (128.03077697754): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803218 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294803218 AND published='1' LIMIT 1

142 (67.949295043945): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803218 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294803218 AND published='1' LIMIT 1

143 (!!!!! 18246.173858643): TRUNCATE TABLE jos_trademed_module

144 (!!!!! 3839.0159606934): 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=294803218 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

145 (144.00482177734): 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=294803218 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

146 (737.90550231934): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803218 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

147 (82.969665527344): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803218 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

148 (75.101852416992): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803218 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294803218 AND published='1' LIMIT 1

149 (61.988830566406): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803218 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294803218 AND published='1' LIMIT 1

150 (!!!!! 1587.1524810791): 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 (!!!!! 2578.9737701416): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803218 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294803218 AND published='1' LIMIT 1

152 (128.98445129395): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803218 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294803218 AND published='1' LIMIT 1

153 (51.021575927734): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294803218 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294803218 AND type='deeppockets_item' AND published='1' LIMIT 1

154 (41.961669921875): 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=212 or channel_id is null)

155 (38.862228393555): 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=212 or channel_id is null)

156 (45.061111450195): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

157 (102.04315185547): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803218 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294803218 AND published='1' LIMIT 1

158 (66.041946411133): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803218 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294803218 AND published='1' LIMIT 1

159 (54.836273193359): select jos_twitters.link from jos_twitters where cat=10

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

161 (37.908554077148): select jos_google_plus.link from jos_google_plus where cat=10

162 (36.001205444336): select jos_linkedin.link from jos_linkedin where cat=10

163 (357.86628723145): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)

164 (!!!!! 1647.94921875): insert into jos_banners_delta values (14615,'2025-08-01 09:34:02','216.73.216.8','view'),(14202,'2025-08-01 09:34:02','216.73.216.8','view'),(14203,'2025-08-01 09:34:02','216.73.216.8','view')

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