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AI-Driven Algorithm Uses fMRI Scans to Detect Autism and Predict Severity

By MedImaging International staff writers
Posted on 07 Apr 2022

Autism is one of the most common neurodevelopmental disorders but lacks objective biomarkers - telltale measurements that reveal a medical condition’s presence and sometimes severity -meaning there is no simple test for the disorder. Instead, diagnosis is based on observing patients’ behaviors, which are naturally highly variable and thus make diagnosis a challenge. Researchers have now developed an algorithm that may help discern if someone has autism by looking at brain scans.

The novel algorithm, developed by researchers at Stanford University (Stanford, CA, USA) and driven by recent advances in artificial intelligence (AI), also successfully predicts the severity of autism symptoms in individual patients. With further honing, the algorithm could lead to earlier diagnoses, more targeted therapies, and broadened understanding of autism’s origins in the brain.

The algorithm pores over data gathered through functional magnetic resonance imaging (fMRI) scans. These scans capture patterns of neural activity throughout the brain. Scientists have long searched for biomarkers via fMRI scans. Yet studies to date with small populations have reported conflicting results, stemming from natural variability in patients’ brains and confounded further by differences in fMRI machines and testing methods. In deriving their image-recognition algorithms, the researchers sought to make the artificial intelligence explainable (or XAI), or understandable to human researchers.

By mapping this activity over time in the brain’s many regions, the algorithm generates neural activity “fingerprints.” Although unique for each individual just like real fingerprints, the brain fingerprints nevertheless share similar features, allowing them to be sorted and classified. In a new study, the algorithm assessed brain scans from a sample of approximately 1,100 patients. With 82% accuracy, the algorithm selected out a group of patients whom human clinicians had diagnosed with autism. The XAI algorithm alit upon three brain regions exhibiting significant differences in interconnectivity in a groupable portion of the dataset. Lending credibility to the XAI algorithm’s findings, those three brain regions have been previously implicated in autism pathology.

While the XAI algorithm performed admirably at this early stage of development, the researchers will need to improve its accuracy further still to raise brain fingerprinting to the level of a definitive biomarker. The researchers intend to explore the algorithm's efficacy in sibling studies, where one sibling has autism and the other does not, to hone the ability to detect fine-tuned, yet critical differences between potentially very similar brains. The researchers envision brain fingerprinting being used to assess the brains of very young children, perhaps as early as six months or a year old, who are at high risk of developing autism. Earlier diagnosis is critical in achieving better outcomes, with therapies proving more effective when introduced while patients are still toddler-aged versus later in childhood

“Although autism is one of the most common neurodevelopmental disorders, there is so much about it that we still don’t understand,” said lead author Kaustubh Supekar, a Stanford clinical assistant professor of psychiatry and behavioral sciences and Stanford HAI affiliate faculty. “In this study, we’ve shown that our AI-driven brain ‘fingerprinting’ model could potentially be a powerful new tool in advancing diagnosis and treatment.”

“We need to create objective biomarkers for autism,” added Supekar, “and brain fingerprints get us one step closer. We hope that the approach demonstrated in our study could diagnose autism during the window of opportunity when interventions are maximally most effective.”

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63 (821.11358642578): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792314 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792314 AND published='1' LIMIT 1

64 (398.87428283691): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792314 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792314 AND published='1' LIMIT 1

65 (!!!!! 3232.0022583008): 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

66 (993.01338195801): SELECT fid FROM jos_deeppockets WHERE id=294792314 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294792314 AND published='1' LIMIT 1

67 (346.89903259277): 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`

68 (330.92498779297): select jos_twitters.link from jos_twitters where cat=10

69 (160.93254089355): select jos_facebook.link from jos_facebook where cat=10

70 (97.990036010742): select jos_google_plus.link from jos_google_plus where cat=10

71 (144.95849609375): select jos_linkedin.link from jos_linkedin where cat=10

72 (192.88063049316): SELECT fid FROM jos_deeppockets WHERE id=294792314 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294792314 AND published='1' LIMIT 1

73 (132.08389282227): 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`

74 (622.03407287598): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294792314 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

75 (365.01884460449): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294792314 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

76 (93.936920166016): 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`

77 (136.8522644043): SELECT show_live FROM jos_com_show_setting LIMIT 1

78 (235.79597473145): SELECT show_live FROM jos_com_show_setting LIMIT 1

79 (33.140182495117): SELECT show_live FROM jos_com_show_setting LIMIT 1

80 (30.040740966797): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (142.09747314453): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (44.107437133789): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (398.15902709961): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (36.954879760742): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (30.040740966797): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

88 (29.087066650391): SELECT show_live FROM jos_com_show_setting LIMIT 1

89 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

90 (32.186508178711): SELECT show_live FROM jos_com_show_setting LIMIT 1

91 (444.88906860352): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294792314 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

92 (51.021575927734): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294792314 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

93 (137.8059387207): 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`

94 (78.916549682617): SELECT show_live FROM jos_com_show_setting LIMIT 1

95 (43.869018554688): SELECT show_live FROM jos_com_show_setting LIMIT 1

96 (31.948089599609): SELECT show_live FROM jos_com_show_setting LIMIT 1

97 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

98 (34.093856811523): SELECT show_live FROM jos_com_show_setting LIMIT 1

99 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

100 (!!!!! 4512.0716094971): SELECT show_live FROM jos_com_show_setting LIMIT 1

101 (112.05673217773): SELECT show_live FROM jos_com_show_setting LIMIT 1

102 (41.007995605469): SELECT show_live FROM jos_com_show_setting LIMIT 1

103 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

104 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

105 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

106 (25.98762512207): SELECT show_live FROM jos_com_show_setting LIMIT 1

107 (25.98762512207): SELECT show_live FROM jos_com_show_setting LIMIT 1

108 (98.943710327148): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792314 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792314 AND published='1' LIMIT 1

109 (44.107437133789): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792314 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792314 AND published='1' LIMIT 1

110 (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=294792314 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

111 (525.95138549805): 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=294792314 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

112 (130.89179992676): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792314 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792314 AND published='1' LIMIT 1

113 (76.055526733398): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792314 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792314 AND published='1' LIMIT 1

114 (84.877014160156): 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=294792314 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

115 (437.02125549316): 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=294792314 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

116 (633.00132751465): 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

117 (422.00088500977): 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

118 (!!!!! 10665.17829895): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792314 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792314 AND published='1' LIMIT 1

119 (!!!!! 3890.9912109375): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792314 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792314 AND published='1' LIMIT 1

120 (!!!!! 1133.918762207): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792314 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792314 AND published='1' LIMIT 1

121 (507.83157348633): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792314 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792314 AND published='1' LIMIT 1

122 (87.02278137207): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792314 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792314 AND published='1' LIMIT 1

123 (45.061111450195): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792314 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792314 AND published='1' LIMIT 1

124 (210.04676818848): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

125 (!!!!! 86050.033569336): 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

126 (!!!!! 5344.8677062988): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792314 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792314 AND published='1' LIMIT 1

127 (718.83201599121): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792314 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792314 AND published='1' LIMIT 1

128 (426.05400085449): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294792314 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294792314 AND type='deeppockets_item' AND published='1' LIMIT 1

129 (!!!!! 1770048.8567352): ( 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

130 (!!!!! 1405909.0614319): ( 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

131 (!!!!! 1410.0074768066): 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

132 (467.06199645996): 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

133 (559.09156799316): 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

134 (148.05793762207): 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

135 (34.093856811523): 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

136 (68.902969360352): 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

137 (!!!!! 4367.1131134033): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792314 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

138 (!!!!! 2948.0457305908): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792314 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

139 (830.88874816895): SELECT name FROM jos_deeppockets WHERE id=212

140 (!!!!! 2531.0516357422): SELECT name FROM jos_deeppockets WHERE id=212

141 (!!!!! 1070.9762573242): 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

142 (766.99256896973): 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

143 (!!!!! 2045.8698272705): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792314 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792314 AND published='1' LIMIT 1

144 (168.80035400391): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792314 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792314 AND published='1' LIMIT 1

145 (!!!!! 11276.006698608): TRUNCATE TABLE jos_trademed_module

146 (!!!!! 8126.974105835): 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=294792314 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

147 (478.98292541504): 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=294792314 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

148 (!!!!! 1039.0281677246): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792314 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

149 (111.10305786133): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792314 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

150 (!!!!! 1118.1831359863): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792314 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792314 AND published='1' LIMIT 1

151 (57.93571472168): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792314 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792314 AND published='1' LIMIT 1

152 (!!!!! 2814.0544891357): 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

153 (931.97822570801): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792314 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792314 AND published='1' LIMIT 1

154 (71.048736572266): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792314 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792314 AND published='1' LIMIT 1

155 (765.08522033691): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294792314 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294792314 AND type='deeppockets_item' AND published='1' LIMIT 1

156 (391.00646972656): 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)

157 (42.915344238281): 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)

158 (219.10667419434): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

159 (!!!!! 4894.0181732178): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792314 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792314 AND published='1' LIMIT 1

160 (!!!!! 4215.0020599365): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294792314 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294792314 AND published='1' LIMIT 1

161 (290.87066650391): select jos_twitters.link from jos_twitters where cat=10

162 (85.115432739258): select jos_facebook.link from jos_facebook where cat=10

163 (664.94941711426): select jos_google_plus.link from jos_google_plus where cat=10

164 (95.129013061523): select jos_linkedin.link from jos_linkedin where cat=10

165 (!!!!! 1017.0936584473): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)

166 (!!!!! 1448.8697052002): insert into jos_banners_delta values (14615,'2025-05-02 04:08:55','13.59.228.99','view'),(14202,'2025-05-02 04:08:55','13.59.228.99','view'),(14203,'2025-05-02 04:08:55','13.59.228.99','view')

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