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Radiologic Data Mining Platform Optimizes Value-Based Care

By MedImaging International staff writers
Posted on 29 Aug 2018

A novel analytics software system harnesses the power of artificial intelligence (AI) to uncover actionable insights and improve clinical and financial outcomes.

The Nuance Communications (Nuance; Marlow, United Kingdom) mPower Clinical Analytics platform is designed to help radiologists develop performance improvement strategies through industry benchmarks and best practices. More...

The cloud-based platform enables faster, easier access to actionable insights and provides advanced features, including a new quantitative findings analysis capability, which helps radiologists reduce care delays, evaluate merit-based incentive payment system (MIPS) measures, and strengthen quality improvement efforts.

By leveraging robust data mining algorithms, mPower transforms unstructured radiology reports to quickly provide radiologists access to detailed, actionable information in Nuance’s PowerScribe 360 reports and other clinical data sources. mPower can help radiologists decrease patient length of stay (LOS) by up to three days by tracking inpatient recommendations and facilitating interventional procedure care coordination, reducing inappropriate imaging by identifying outliers, guiding quality improvement, and reducing unnecessary ordering of images.

Other benefits include improved billing compliance, reimbursement, and outcomes documentation by facilitating MIPS and other regulatory reporting; automatic extraction of follow-up recommendations from reports in order to create detailed profiles for consistency, so as to remediate recommendation variability while identifying overdue examinations; help practice managers develop an operationally efficient organization that profitably delivers effective clinical care; and provide enhanced security, as the cloud-based platform is hosted in Microsoft (Redmond, WA, USA) Azure.

“Nuance understands the value-based challenges that radiologists currently face and how to harness technology to address them. When used to augment a radiologist’s work, Nuance’s mPower Clinical Analytics platform can triple the positive impact of recommendation tracking systems,” said Ben Wandtke, MD, MSc, chief of diagnostic imaging at FF Thompson Hospital (Canandaigua, NY, USA). “Not only does this cloud-based technology help optimize productivity and efficiency, it also improves compliance and increases technical revenue for radiology practices.”

The use of computational data mining techniques allows extraction of meaningful information from real-life clinical data, doing away with at least some of the subjectivity of clinical prognosis, and allowing epidemiology to work at the patient level more precisely. But data mining approaches often have inherent problems in that the classification of the data for information retrieval is based on decision-making learnt from examples set by doctors, and so they may incorporate the very subjectivity that the mining wishes to avoid.

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64 (43.153762817383): 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`

65 (38.14697265625): select jos_twitters.link from jos_twitters where cat=10

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

67 (30.040740966797): select jos_google_plus.link from jos_google_plus where cat=10

68 (28.848648071289): select jos_linkedin.link from jos_linkedin where cat=10

69 (30.994415283203): SELECT fid FROM jos_deeppockets WHERE id=294774657 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294774657 AND published='1' LIMIT 1

70 (30.994415283203): 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`

71 (285.14862060547): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294774657 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

72 (309.94415283203): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294774657 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

73 (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`

74 (77.962875366211): SELECT show_live FROM jos_com_show_setting LIMIT 1

75 (44.107437133789): SELECT show_live FROM jos_com_show_setting LIMIT 1

76 (41.007995605469): SELECT show_live FROM jos_com_show_setting LIMIT 1

77 (34.809112548828): SELECT show_live FROM jos_com_show_setting LIMIT 1

78 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

79 (40.054321289062): SELECT show_live FROM jos_com_show_setting LIMIT 1

80 (43.153762817383): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (34.809112548828): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (35.04753112793): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (36.954879760742): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (36.954879760742): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (82.969665527344): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (38.862228393555): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (37.908554077148): SELECT show_live FROM jos_com_show_setting LIMIT 1

88 (69.141387939453): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294774657 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

89 (41.007995605469): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294774657 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

90 (47.922134399414): 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`

91 (82.969665527344): SELECT show_live FROM jos_com_show_setting LIMIT 1

92 (46.014785766602): SELECT show_live FROM jos_com_show_setting LIMIT 1

93 (49.114227294922): SELECT show_live FROM jos_com_show_setting LIMIT 1

94 (41.007995605469): SELECT show_live FROM jos_com_show_setting LIMIT 1

95 (41.007995605469): SELECT show_live FROM jos_com_show_setting LIMIT 1

96 (58.174133300781): SELECT show_live FROM jos_com_show_setting LIMIT 1

97 (50.783157348633): SELECT show_live FROM jos_com_show_setting LIMIT 1

98 (38.862228393555): SELECT show_live FROM jos_com_show_setting LIMIT 1

99 (36.954879760742): SELECT show_live FROM jos_com_show_setting LIMIT 1

100 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

101 (41.007995605469): SELECT show_live FROM jos_com_show_setting LIMIT 1

102 (38.862228393555): SELECT show_live FROM jos_com_show_setting LIMIT 1

103 (40.054321289062): SELECT show_live FROM jos_com_show_setting LIMIT 1

104 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

105 (102.04315185547): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774657 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774657 AND published='1' LIMIT 1

106 (96.797943115234): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774657 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774657 AND published='1' LIMIT 1

107 (72.956085205078): 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=294774657 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

108 (67.949295043945): 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=294774657 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

109 (72.956085205078): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774657 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774657 AND published='1' LIMIT 1

110 (46.014785766602): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774657 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774657 AND published='1' LIMIT 1

111 (77.009201049805): 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=294774657 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

112 (735.99815368652): 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=294774657 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

113 (605.82160949707): 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 (355.00526428223): 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

115 (77.962875366211): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774657 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774657 AND published='1' LIMIT 1

116 (51.021575927734): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774657 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774657 AND published='1' LIMIT 1

117 (95.844268798828): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774657 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774657 AND published='1' LIMIT 1

118 (61.03515625): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774657 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774657 AND published='1' LIMIT 1

119 (70.095062255859): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774657 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774657 AND published='1' LIMIT 1

120 (106.0962677002): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774657 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774657 AND published='1' LIMIT 1

121 (61.03515625): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774657 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774657 AND published='1' LIMIT 1

122 (48.87580871582): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774657 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774657 AND published='1' LIMIT 1

123 (324.96452331543): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

124 (!!!!! 26559.829711914): 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

125 (580.0724029541): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294774657 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294774657 AND type='deeppockets_item' AND published='1' LIMIT 1

126 (!!!!! 9388.9236450195): ( 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 (109.91096496582): ( 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

128 (69.141387939453): 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 (62.942504882812): 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

130 (81.062316894531): 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 (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

132 (495.91064453125): 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 (49.114227294922): 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

134 (42.915344238281): 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 (32.901763916016): 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

136 (540.97175598145): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774657 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

137 (441.07437133789): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774657 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

138 (56.028366088867): SELECT name FROM jos_deeppockets WHERE id=211

139 (40.054321289062): SELECT name FROM jos_deeppockets WHERE id=211

140 (722.88513183594): 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 (658.98895263672): 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

142 (92.983245849609): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774657 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774657 AND published='1' LIMIT 1

143 (66.995620727539): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774657 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774657 AND published='1' LIMIT 1

144 (!!!!! 10634.899139404): TRUNCATE TABLE jos_trademed_module

145 (92.029571533203): 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=294774657 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

146 (54.836273193359): 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=294774657 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

147 (837.80288696289): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774657 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

148 (56.028366088867): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774657 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

149 (56.028366088867): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774657 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774657 AND published='1' LIMIT 1

150 (46.014785766602): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774657 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774657 AND published='1' LIMIT 1

151 (!!!!! 1109.1232299805): 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

152 (53.882598876953): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774657 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774657 AND published='1' LIMIT 1

153 (45.061111450195): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774657 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774657 AND published='1' LIMIT 1

154 (41.961669921875): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294774657 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294774657 AND type='deeppockets_item' AND published='1' LIMIT 1

155 (35.04753112793): 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 (31.948089599609): 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)

157 (37.908554077148): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

158 (65.088272094727): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774657 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774657 AND published='1' LIMIT 1

159 (45.061111450195): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774657 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774657 AND published='1' LIMIT 1

160 (42.915344238281): select jos_twitters.link from jos_twitters where cat=10

161 (35.04753112793): select jos_facebook.link from jos_facebook where cat=10

162 (40.054321289062): select jos_google_plus.link from jos_google_plus where cat=10

163 (32.186508178711): select jos_linkedin.link from jos_linkedin where cat=10

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