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AI Imaging Software Detects Intracranial Hemorrhage

By MedImaging International staff writers
Posted on 19 Feb 2018

Image: ICH identified on a CT as an aid for stroke assessment (Photo courtesy of MedyMatch).

A novel software-based medical device automatically analyzes non-contrast computed tomography (CT) scans to identify intracranial hemorrhage (ICH).

The MedyMatch Technology (Tel Aviv, Israel) software is an image-based decision support tool based on artificial intelligence (AI) technology designed to help physicians quickly assess patients suspected of head trauma or stroke in order to rule out the presence of a bleed in the brain. The software takes non-contrast CT images and processes them in the cloud, using proprietary algorithms to note changes and highlight areas so that physicians can immediately see potential areas of bleeding. The enhanced images are sent back to the doctor’s workstation, together with the original.

The algorithms were developed using deep learning, wherein a series of example images are fed to the computer to set benchmarks for what is considered a baseline reading. MedyMatch has secured billions of images from millions of cases via collaborations with hospitals such as Hadassah Medical Center (Jerusalem, Israel) and Massachusetts General Hospital (Boston, MA, USA). Analysis of whole series of images allows the software to learn what a bleed looks like. The process is expected to enable doctors to get an expert opinion within three to five minutes.

“Despite advances in medical imaging, the medical misdiagnosis error rate of around 30 percent rate has not changed for decades. There is a need in the marketplace to provide radiologists and physicians a second set of eyes to help them overcome any limitation that is preventing them from providing a correct patient diagnosis,” said Gabriel Polliack, MD, a member of MedyMatch’s medical advisory board. “The idea is great, and not only has significant clinical value, meaning improvement of patient outcomes, but it will have a direct impact on the cost of care.”

“Non-contrast CT remains the primary imaging modality for the initial evaluation of patients with suspected stroke for traumatic brain injury,” said Gene Saragnese, chairman and CEO of MedyMatch. “MedyMatch is bringing to market a new category of medical solutions that leverages deep learning, machine vision, and the full richness of 3D imaging and other relevant patient data.”

Deep learning is part of a family of machine learning methods based on learning data representations, as opposed to task specific algorithms. It involves artificial neural network (ANN) algorithms that use a cascade of many layers of nonlinear processing units for feature extraction and transformation, with each successive layer using the output from the previous layer as input to form a hierarchical representation.

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70 (285.14862060547): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294772566 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

71 (288.00964355469): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294772566 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

72 (41.007995605469): 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 (57.93571472168): SELECT show_live FROM jos_com_show_setting LIMIT 1

74 (31.948089599609): SELECT show_live FROM jos_com_show_setting LIMIT 1

75 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

76 (25.98762512207): SELECT show_live FROM jos_com_show_setting LIMIT 1

77 (25.98762512207): SELECT show_live FROM jos_com_show_setting LIMIT 1

78 (25.98762512207): SELECT show_live FROM jos_com_show_setting LIMIT 1

79 (25.033950805664): SELECT show_live FROM jos_com_show_setting LIMIT 1

80 (25.98762512207): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (25.98762512207): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (33.855438232422): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (39.100646972656): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (35.04753112793): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (62.942504882812): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294772566 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

88 (30.040740966797): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294772566 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

89 (34.093856811523): 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 (82.015991210938): SELECT show_live FROM jos_com_show_setting LIMIT 1

91 (44.107437133789): SELECT show_live FROM jos_com_show_setting LIMIT 1

92 (30.994415283203): SELECT show_live FROM jos_com_show_setting LIMIT 1

93 (30.040740966797): SELECT show_live FROM jos_com_show_setting LIMIT 1

94 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

95 (29.087066650391): SELECT show_live FROM jos_com_show_setting LIMIT 1

96 (35.04753112793): SELECT show_live FROM jos_com_show_setting LIMIT 1

97 (37.193298339844): SELECT show_live FROM jos_com_show_setting LIMIT 1

98 (51.975250244141): SELECT show_live FROM jos_com_show_setting LIMIT 1

99 (30.994415283203): SELECT show_live FROM jos_com_show_setting LIMIT 1

100 (28.848648071289): SELECT show_live FROM jos_com_show_setting LIMIT 1

101 (28.848648071289): SELECT show_live FROM jos_com_show_setting LIMIT 1

102 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

103 (28.848648071289): SELECT show_live FROM jos_com_show_setting LIMIT 1

104 (115.15617370605): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772566 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294772566 AND published='1' LIMIT 1

105 (61.988830566406): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772566 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294772566 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=294772566 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

107 (61.988830566406): 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=294772566 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

108 (86.069107055664): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772566 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294772566 AND published='1' LIMIT 1

109 (49.114227294922): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772566 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294772566 AND published='1' LIMIT 1

110 (62.942504882812): 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=294772566 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

111 (537.87231445312): 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=294772566 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

112 (528.09715270996): 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 (375.98609924316): 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 (77.962875366211): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772566 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294772566 AND published='1' LIMIT 1

115 (56.028366088867): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772566 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294772566 AND published='1' LIMIT 1

116 (101.08947753906): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772566 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294772566 AND published='1' LIMIT 1

117 (48.160552978516): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772566 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294772566 AND published='1' LIMIT 1

118 (70.810317993164): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772566 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294772566 AND published='1' LIMIT 1

119 (38.14697265625): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772566 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294772566 AND published='1' LIMIT 1

120 (254.86946105957): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

121 (!!!!! 19038.915634155): 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 (135.89859008789): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772566 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294772566 AND published='1' LIMIT 1

123 (59.843063354492): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772566 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294772566 AND published='1' LIMIT 1

124 (543.83277893066): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294772566 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294772566 AND type='deeppockets_item' AND published='1' LIMIT 1

125 (!!!!! 951340.19851685): ( 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 (!!!!! 1211588.8595581): ( 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 (293.01643371582): 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 (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

129 (211.95411682129): 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 (36.001205444336): 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 (174.99923706055): 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 (31.948089599609): 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 (416.04042053223): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772566 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

134 (375.98609924316): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294772566 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

135 (132.08389282227): SELECT name FROM jos_deeppockets WHERE id=215

136 (34.093856811523): SELECT name FROM jos_deeppockets WHERE id=215

137 (452.99530029297): 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 '((;)|(^))215((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

138 (410.07995605469): 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 '((;)|(^))215((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

139 (976.0856628418): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772566 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294772566 AND published='1' LIMIT 1

140 (62.942504882812): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772566 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294772566 AND published='1' LIMIT 1

141 (!!!!! 11708.974838257): TRUNCATE TABLE jos_trademed_module

142 (!!!!! 3167.8676605225): 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=294772566 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

143 (703.09638977051): 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=294772566 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

144 (411.03363037109): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772566 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

145 (66.995620727539): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772566 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

146 (58.889389038086): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772566 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294772566 AND published='1' LIMIT 1

147 (41.961669921875): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772566 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294772566 AND published='1' LIMIT 1

148 (!!!!! 1060.0090026855): 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 (97.036361694336): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772566 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294772566 AND published='1' LIMIT 1

150 (46.014785766602): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772566 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294772566 AND published='1' LIMIT 1

151 (424.14665222168): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294772566 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294772566 AND type='deeppockets_item' AND published='1' LIMIT 1

152 (416.04042053223): 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=215 or channel_id is null)

153 (39.100646972656): 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=215 or channel_id is null)

154 (37.908554077148): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

155 (120.87821960449): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772566 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294772566 AND published='1' LIMIT 1

156 (45.061111450195): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294772566 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294772566 AND published='1' LIMIT 1

157 (108.95729064941): select jos_twitters.link from jos_twitters where cat=10

158 (28.133392333984): select jos_facebook.link from jos_facebook where cat=10

159 (28.133392333984): select jos_google_plus.link from jos_google_plus where cat=10

160 (26.941299438477): select jos_linkedin.link from jos_linkedin where cat=10

161 (292.06275939941): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)

162 (!!!!! 3866.9109344482): insert into jos_banners_delta values (14615,'2025-06-18 13:51:41','216.73.216.120','view'),(14202,'2025-06-18 13:51:41','216.73.216.120','view'),(14203,'2025-06-18 13:51:41','216.73.216.120','view')

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