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FDA Gives Clearance to World's First Deep-Learning Solution to Assist Workflow Triage

By MedImaging International staff writers
Posted on 15 Aug 2018

Image: The AI-based deep-learning solution is designed to assist workflow triage and improve response time (Photo courtesy of Aidoc).

A brain solution that works with radiologists to flag acute intracranial hemorrhage (ICH) cases in head CTs and is the world's first deep-learning solution to assist radiologists in workflow triage has been granted clearance by the Food and Drug Administration (FDA). The product is the first of the expanding suite of artificial intelligence (AI)-based workflow optimization solutions to be offered by Aidoc (Tel-Aviv, Israel), a provider of AI solutions for radiologists.

Aidoc develops AI solutions that support and enhance the impact of radiologist diagnostic power, helping them expedite patient treatment and improve quality of care. The company's solutions reduce turnaround time and increase quality and efficiency by flagging acute anomalies in real time. Radiologists benefit from state-of-the art deep-learning technology that runs "behind the scenes" freeing them to focus on the diagnosis itself. Aidoc's healthcare-grade deep-learning algorithms benefit from large quantities of data, making their solutions the most comprehensive in the field, and enabling them to provide diagnostic aid to the broadest set of pathologies.

According to studies, over 75% of all patient care involves radiology, resulting in growing amount of imaging, although the number of radiologists is falling far short of the requirement. Radiologists are under increasing pressure to produce quality results more quickly with increasing amounts of data, but lack the necessary tools. Aidoc provides advanced solutions for radiologists to increase efficiency and expedite patient care within their existing work environment.

Aidoc's solution analyzes medical images directly after the patient is scanned and notifies the radiologist about cases with suspected findings to assist in the prioritization of time-sensitive and potentially life-threatening cases. Aidoc's solutions have been commercialized outside the US since December 2017 and are already deployed in over 50 medical centers worldwide, where they are used daily, analyzing over one million exams every year. The company is now in the process of obtaining FDA clearance for the remainder of its solutions, which will assist in the detection of a broad set of acute pathologies across the body.

"We decided to focus our solution on acute pathologies where quality of care and time are of the essence," said Aidoc's CEO Elad Walach. "Radiologists are challenged with responding to large numbers of acute cases in a timely fashion. The key, we believe, is to be comprehensive. If you really want to impact the daily practice you have to cover a significant portion of the radiologist's workflow. Our solution can sift through the whole worklist in the background and highlight cases that require immediate attention, improving radiologist's response time."

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69 (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=217 ORDER BY `ordering`

70 (296.83113098145): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294774485 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

71 (288.96331787109): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294774485 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

72 (45.061111450195): 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 (51.975250244141): SELECT show_live FROM jos_com_show_setting LIMIT 1

74 (30.994415283203): SELECT show_live FROM jos_com_show_setting LIMIT 1

75 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

76 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

77 (27.179718017578): SELECT show_live FROM jos_com_show_setting LIMIT 1

78 (27.179718017578): SELECT show_live FROM jos_com_show_setting LIMIT 1

79 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

80 (28.848648071289): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (42.915344238281): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294774485 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

88 (33.855438232422): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294774485 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 (87.976455688477): SELECT show_live FROM jos_com_show_setting LIMIT 1

91 (30.994415283203): SELECT show_live FROM jos_com_show_setting LIMIT 1

92 (27.179718017578): SELECT show_live FROM jos_com_show_setting LIMIT 1

93 (27.179718017578): SELECT show_live FROM jos_com_show_setting LIMIT 1

94 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

95 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

96 (32.901763916016): SELECT show_live FROM jos_com_show_setting LIMIT 1

97 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

98 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

99 (67.949295043945): SELECT show_live FROM jos_com_show_setting LIMIT 1

100 (33.140182495117): SELECT show_live FROM jos_com_show_setting LIMIT 1

101 (27.179718017578): SELECT show_live FROM jos_com_show_setting LIMIT 1

102 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

103 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

104 (68.187713623047): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774485 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774485 AND published='1' LIMIT 1

105 (41.007995605469): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774485 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774485 AND published='1' LIMIT 1

106 (51.975250244141): 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=294774485 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

107 (47.206878662109): 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=294774485 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

108 (62.942504882812): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774485 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774485 AND published='1' LIMIT 1

109 (41.961669921875): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774485 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774485 AND published='1' LIMIT 1

110 (49.114227294922): 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=294774485 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

111 (461.10153198242): 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=294774485 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

112 (553.84635925293): 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 (363.11149597168): 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 (75.101852416992): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774485 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774485 AND published='1' LIMIT 1

115 (76.055526733398): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774485 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774485 AND published='1' LIMIT 1

116 (115.87142944336): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774485 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774485 AND published='1' LIMIT 1

117 (79.870223999023): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774485 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774485 AND published='1' LIMIT 1

118 (53.882598876953): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774485 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774485 AND published='1' LIMIT 1

119 (40.054321289062): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774485 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774485 AND published='1' LIMIT 1

120 (257.01522827148): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

121 (!!!!! 19288.063049316): 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

122 (101.08947753906): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774485 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774485 AND published='1' LIMIT 1

123 (45.061111450195): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774485 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774485 AND published='1' LIMIT 1

124 (540.97175598145): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294774485 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294774485 AND type='deeppockets_item' AND published='1' LIMIT 1

125 (!!!!! 387432.09838867): ( 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 (84.877014160156): ( 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 (39.100646972656): 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

128 (31.948089599609): 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

129 (78.201293945312): 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

130 (48.87580871582): 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

131 (50.067901611328): 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

132 (37.908554077148): 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

133 (487.8044128418): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774485 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

134 (428.91502380371): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774485 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

135 (40.054321289062): SELECT name FROM jos_deeppockets WHERE id=217

136 (29.087066650391): SELECT name FROM jos_deeppockets WHERE id=217

137 (524.99771118164): 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 '((;)|(^))217((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

138 (460.86311340332): 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 '((;)|(^))217((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

139 (62.942504882812): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774485 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774485 AND published='1' LIMIT 1

140 (41.961669921875): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774485 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774485 AND published='1' LIMIT 1

141 (!!!!! 8316.9937133789): TRUNCATE TABLE jos_trademed_module

142 (100.13580322266): 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=294774485 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

143 (59.127807617188): 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=294774485 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

144 (763.1778717041): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774485 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

145 (47.922134399414): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774485 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

146 (56.982040405273): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774485 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774485 AND published='1' LIMIT 1

147 (45.061111450195): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774485 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774485 AND published='1' LIMIT 1

148 (!!!!! 1140.1176452637): 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

149 (58.889389038086): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774485 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774485 AND published='1' LIMIT 1

150 (40.769577026367): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774485 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774485 AND published='1' LIMIT 1

151 (39.100646972656): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294774485 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294774485 AND type='deeppockets_item' AND published='1' LIMIT 1

152 (36.001205444336): 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=217 or channel_id is null)

153 (74.148178100586): 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=217 or channel_id is null)

154 (49.829483032227): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

155 (118.97087097168): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774485 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774485 AND published='1' LIMIT 1

156 (51.975250244141): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774485 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774485 AND published='1' LIMIT 1

157 (37.908554077148): select jos_twitters.link from jos_twitters where cat=10

158 (30.994415283203): select jos_facebook.link from jos_facebook where cat=10

159 (30.994415283203): select jos_google_plus.link from jos_google_plus where cat=10

160 (30.994415283203): select jos_linkedin.link from jos_linkedin where cat=10

161 (245.09429931641): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)

162 (!!!!! 1104.1164398193): insert into jos_banners_delta values (14615,'2025-06-19 04:43:20','216.73.216.120','view'),(14202,'2025-06-19 04:43:20','216.73.216.120','view'),(14203,'2025-06-19 04:43:20','216.73.216.120','view')

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