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AI-Outfitted Software Quickly Detects Acute Brain Hemorrhage on Unenhanced CT

By MedImaging International staff writers
Posted on 11 Nov 2022

Image: Rapid ICH had received new FDA clearance with highest sensitivity and specificity on the market (Photo courtesy of RapidAI)

A new version of an intracranial hemorrhage (ICH) triage and notification tool now reduces notification fatigue with a near perfect false positive rejection rate and allows medical teams to make faster decisions for improved hemorrhage management.

RapidAI (San Mateo, CA, USA) has received FDA 510(k) clearance for the latest release of Rapid ICH – its ICH triage and notification product with a sensitivity of 97% and specificity of 100%. The new release further strengthens the RapidAI hemorrhagic solution - technology that supports physicians’ ability to address intracranial hemorrhagic management more accurately and comprehensively.

While Rapid ICH uses artificial intelligence to quickly analyze non-contrast CT (NCCT) scans and notify clinicians of possible hemorrhage, Rapid Hyperdensity then provides physicians with a more refined view by automatically quantifying and characterizing tissue to identify the location and volume of hyperdense regions. For hospitals and mobile stroke units on the front lines of patient assessment, this additional contextual data is critical to helping physicians make more informed triage and transfer decisions - getting patients to the right place for the right care more efficiently.

Rapid ICH is the only product to detect suspected ICH as small as 0.4ml in volume and has the ability to prioritizes cases within the radiology worklist. It streamlines decision making by automatically sending notifications of suspected ICH to PACS, email, and the Rapid mobile app, while drastically reducing the number of false positives, addressing concern of “notification fatigue” for physicians.

“With the sheer number of CT scans performed daily, even relatively low rates of false positive ICH notifications can be disruptive and contribute to notification fatigue,” said Dr. David Fiorella, MD, PhD, Neuroradiologist at Stony Brook Medicine. “The latest release of Rapid ICH essentially eliminates false positives and gives physicians a high degree of confidence to make critical decisions about patients with acute brain hemorrhages. This degree of specificity is a remarkable achievement.”

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71 (313.99726867676): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294795298 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

72 (53.167343139648): 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 (83.92333984375): SELECT show_live FROM jos_com_show_setting LIMIT 1

74 (42.915344238281): SELECT show_live FROM jos_com_show_setting LIMIT 1

75 (66.995620727539): SELECT show_live FROM jos_com_show_setting LIMIT 1

76 (39.100646972656): SELECT show_live FROM jos_com_show_setting LIMIT 1

77 (60.081481933594): SELECT show_live FROM jos_com_show_setting LIMIT 1

78 (41.961669921875): SELECT show_live FROM jos_com_show_setting LIMIT 1

79 (!!!!! 3788.948059082): SELECT show_live FROM jos_com_show_setting LIMIT 1

80 (106.0962677002): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (36.954879760742): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (30.040740966797): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (32.186508178711): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (38.14697265625): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (39.100646972656): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (691.17546081543): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294795298 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

88 (51.021575927734): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294795298 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

89 (37.193298339844): 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 (!!!!! 3729.1049957275): SELECT show_live FROM jos_com_show_setting LIMIT 1

91 (149.01161193848): SELECT show_live FROM jos_com_show_setting LIMIT 1

92 (33.855438232422): SELECT show_live FROM jos_com_show_setting LIMIT 1

93 (29.087066650391): SELECT show_live FROM jos_com_show_setting LIMIT 1

94 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

95 (29.087066650391): SELECT show_live FROM jos_com_show_setting LIMIT 1

96 (42.915344238281): SELECT show_live FROM jos_com_show_setting LIMIT 1

97 (29.802322387695): SELECT show_live FROM jos_com_show_setting LIMIT 1

98 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

99 (33.140182495117): SELECT show_live FROM jos_com_show_setting LIMIT 1

100 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

101 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

102 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

103 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

104 (103.95050048828): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795298 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795298 AND published='1' LIMIT 1

105 (47.206878662109): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795298 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795298 AND published='1' LIMIT 1

106 (60.081481933594): 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=294795298 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

107 (535.01129150391): 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=294795298 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

108 (!!!!! 4186.8686676025): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795298 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795298 AND published='1' LIMIT 1

109 (139.95170593262): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795298 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795298 AND published='1' LIMIT 1

110 (89.168548583984): 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=294795298 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

111 (!!!!! 2235.1741790771): 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=294795298 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

112 (641.1075592041): 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 (410.07995605469): 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=294795298 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795298 AND published='1' LIMIT 1

115 (56.982040405273): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795298 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795298 AND published='1' LIMIT 1

116 (56.028366088867): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795298 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795298 AND published='1' LIMIT 1

117 (40.054321289062): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795298 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795298 AND published='1' LIMIT 1

118 (50.067901611328): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795298 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795298 AND published='1' LIMIT 1

119 (41.007995605469): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795298 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795298 AND published='1' LIMIT 1

120 (327.11029052734): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

121 (!!!!! 48466.920852661): 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 (128.03077697754): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795298 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795298 AND published='1' LIMIT 1

123 (62.942504882812): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795298 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795298 AND published='1' LIMIT 1

124 (542.87910461426): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294795298 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294795298 AND type='deeppockets_item' AND published='1' LIMIT 1

125 (!!!!! 2009521.0075378): ( 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 (!!!!! 1806911.945343): ( 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 (!!!!! 1071.9299316406): 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 (!!!!! 1076.9367218018): 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 (!!!!! 3437.9959106445): 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 (637.05444335938): 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 (962.97264099121): 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 (653.98216247559): 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 (272.98927307129): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795298 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

134 (230.78918457031): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795298 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

135 (110.86463928223): SELECT name FROM jos_deeppockets WHERE id=215

136 (76.770782470703): SELECT name FROM jos_deeppockets WHERE id=215

137 (565.0520324707): 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 (!!!!! 3793.9548492432): 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 (!!!!! 9200.0961303711): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795298 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795298 AND published='1' LIMIT 1

140 (612.97416687012): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795298 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795298 AND published='1' LIMIT 1

141 (!!!!! 20369.052886963): TRUNCATE TABLE jos_trademed_module

142 (660.89630126953): 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=294795298 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

143 (732.8987121582): 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=294795298 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

144 (!!!!! 5146.0266113281): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795298 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

145 (564.8136138916): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795298 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

146 (663.99574279785): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795298 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795298 AND published='1' LIMIT 1

147 (99.18212890625): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795298 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795298 AND published='1' LIMIT 1

148 (!!!!! 1371.1452484131): 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 (!!!!! 10891.914367676): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795298 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795298 AND published='1' LIMIT 1

150 (!!!!! 3268.0034637451): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795298 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795298 AND published='1' LIMIT 1

151 (!!!!! 8383.03565979): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294795298 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294795298 AND type='deeppockets_item' AND published='1' LIMIT 1

152 (!!!!! 5683.1836700439): 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 (!!!!! 3341.9132232666): 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 (!!!!! 6144.0467834473): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

155 (489.95018005371): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795298 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795298 AND published='1' LIMIT 1

156 (170.94612121582): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795298 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795298 AND published='1' LIMIT 1

157 (!!!!! 4328.9661407471): select jos_twitters.link from jos_twitters where cat=10

158 (51.975250244141): select jos_facebook.link from jos_facebook where cat=10

159 (61.988830566406): select jos_google_plus.link from jos_google_plus where cat=10

160 (37.908554077148): select jos_linkedin.link from jos_linkedin where cat=10

161 (!!!!! 9161.9491577148): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)

162 (!!!!! 2173.1853485107): insert into jos_banners_delta values (14615,'2025-04-30 18:35:00','18.188.90.83','view'),(14202,'2025-04-30 18:35:00','18.188.90.83','view'),(14203,'2025-04-30 18:35:00','18.188.90.83','view')

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