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Agfa HealthCare Presents Advances in AI and Machine Learning at RSNA 2017

By MedImaging International staff writers
Posted on 27 Nov 2017

Agfa HealthCare (Mortsel, Belgium) showcased how augmented intelligence will be an integral part of the radiologists' journey towards value-based care at RSNA 2017.

Agfa HealthCare is a provider of eHealth & Digital Imaging solutions designed to optimize efficiency of care organizations and improve patient care. The company aims to realize value from the advances in Augmented Intelligence, machine learning, and computer assisted diagnosis by embedding intelligence in the clinical workflows and by providing clinicians synergistic innovations from the best-of-breed industry vendors and care providers. Given the nascent state of Augmented Intelligence within healthcare, the company expects its approach will allow care organizations to realize gains from innovations more quickly and achieve better delivery of care with the workflow-optimized artificial intelligence solutions.

At RSNA 2017, the company demonstrated its latest work-in-progress visions for Augmented Intelligence through workflow optimized integration of its Enterprise Imaging solution with products offered by IBM Watson Health, RadLogics and Mindshare Medical. The Enterprise Imaging solution consolidates hardware, storage, and software, and enables any provider in the system with secure access to clinically relevant imaging data for collaboration and consultation. The massively scalable Enterprise Imaging platform consists of modular services, including a highly customizable task-based workflow tool designed for radiologists and cardiologists to enable optimal efficiency and effectiveness in reading imaging studies, as well as image exchange, VNA, web-based XERO universal image viewer, and standardized departmental workflows, which allow all image-producing service lines to capture and associate imaging studies with an episode of care.

The company also demonstrated another work in progress - organically conceived and third-party algorithms integrated into its Enterprise Imaging solution to help screen for life-threatening diseases such as cancer and tuberculosis. These algorithms integrated with the company's Enterprise Imaging offering will allow healthcare providers to view contextual images and optimize screening workflows.

"The approach we are pursuing will allow us to offer clients leading edge algorithms that are tied together and bolstered with the capabilities of our flagship Enterprise Imaging offering. Tools for advanced analytics, workflow automation, visual collaboration and reports will help radiologists, physicians and clinicians increase throughput and streamline care delivery," said James Jay, President, Imaging IT Solutions at Agfa HealthCare. "Agfa HealthCare's customers are building data lakes with imaging records, making data available for multidisciplinary reviews, clinical research, and teaching, helping foster a cohesive quality driven workflow culture."

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76 (31.948089599609): 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 (49.114227294922): SELECT show_live FROM jos_com_show_setting LIMIT 1

78 (32.186508178711): SELECT show_live FROM jos_com_show_setting LIMIT 1

79 (29.087066650391): SELECT show_live FROM jos_com_show_setting LIMIT 1

80 (29.802322387695): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (27.179718017578): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (27.179718017578): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (27.179718017578): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

88 (61.03515625): SELECT show_live FROM jos_com_show_setting LIMIT 1

89 (29.087066650391): SELECT show_live FROM jos_com_show_setting LIMIT 1

90 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

91 (62.942504882812): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294771619 AND published='1' LIMIT 1

92 (46.014785766602): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294771619 AND published='1' LIMIT 1

93 (53.882598876953): 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=294771619 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

94 (67.949295043945): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294771619 AND published='1' LIMIT 1

95 (56.028366088867): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294771619 AND published='1' LIMIT 1

96 (396.9669342041): 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=294771619 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

97 (539.06440734863): 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

98 (313.04359436035): 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

99 (75.101852416992): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294771619 AND published='1' LIMIT 1

100 (42.915344238281): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294771619 AND published='1' LIMIT 1

101 (98.943710327148): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294771619 AND published='1' LIMIT 1

102 (41.961669921875): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294771619 AND published='1' LIMIT 1

103 (88.930130004883): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294771619 AND published='1' LIMIT 1

104 (37.908554077148): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294771619 AND published='1' LIMIT 1

105 (51.975250244141): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294771619 AND published='1' LIMIT 1

106 (59.127807617188): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294771619 AND published='1' LIMIT 1

107 (370.02563476562): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294771619 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294771619 AND type='deeppockets_item' AND published='1' LIMIT 1

108 (!!!!! 444833.99391174): ( 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

109 (186.92016601562): ( 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

110 (378.84712219238): 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

111 (47.922134399414): 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

112 (363.11149597168): 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

113 (47.922134399414): 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

114 (231.98127746582): 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

115 (41.007995605469): 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

116 (350.9521484375): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771619 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

117 (144.00482177734): SELECT name FROM jos_deeppockets WHERE id=1107

118 (44.107437133789): SELECT name FROM jos_deeppockets WHERE id=1107

119 (594.8543548584): 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 '((;)|(^))1107((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

120 (509.02366638184): 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 '((;)|(^))1107((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

121 (84.877014160156): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294771619 AND published='1' LIMIT 1

122 (68.902969360352): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294771619 AND published='1' LIMIT 1

123 (337.12387084961): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771619 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

124 (67.949295043945): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771619 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

125 (83.92333984375): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294771619 AND published='1' LIMIT 1

126 (52.213668823242): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294771619 AND published='1' LIMIT 1

127 (!!!!! 1468.8968658447): 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

128 (106.0962677002): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294771619 AND published='1' LIMIT 1

129 (80.108642578125): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294771619 AND published='1' LIMIT 1

130 (49.114227294922): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294771619 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294771619 AND type='deeppockets_item' AND published='1' LIMIT 1

131 (32.901763916016): 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=1107 or channel_id is null)

132 (28.848648071289): 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=1107 or channel_id is null)

133 (28.848648071289): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

134 (108.00361633301): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294771619 AND published='1' LIMIT 1

135 (44.822692871094): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294771619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294771619 AND published='1' LIMIT 1

136 (104.90417480469): select jos_twitters.link from jos_twitters where cat=10

137 (37.193298339844): select jos_facebook.link from jos_facebook where cat=10

138 (37.908554077148): select jos_google_plus.link from jos_google_plus where cat=10

139 (33.855438232422): select jos_linkedin.link from jos_linkedin where cat=10

140 (344.03800964355): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)

141 (!!!!! 1405.9543609619): insert into jos_banners_delta values (14615,'2025-04-29 15:43:37','3.144.23.53','view'),(14202,'2025-04-29 15:43:37','3.144.23.53','view'),(14203,'2025-04-29 15:43:37','3.144.23.53','view')

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