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AI Tool Analyzes Chest CT Scans for Presence of Incidental Pulmonary Embolism

By MedImaging International staff writers
Posted on 25 Feb 2023

Image: New AI solution detects incidental pulmonary embolism from chest CT scans (Photo courtesy of Avicenna)

Pulmonary embolism, a dangerous, life-threatening condition, is a leading cause of mortality among cancer patients. It can be usually uncovered on routine CT chest scans, although delayed and missed findings pose a serious problem in diagnostic imaging, with only 25% of incidental emboli being reported at the initial interpretation. Now, a new artificial intelligence (AI) tool analyzes images from chest CT scans for the presence of incidental pulmonary embolism, improving patient care and outcomes.

Avicenna.AI (Marseille, France) has launched CINA-iPE, a CE-marked triage tool that uses AI to detect unsuspected pulmonary embolism on CT scans. CINA-iPE helps healthcare professionals to detect incidental pulmonary embolism in patients that receive imaging for other suspected healthcare conditions (especially oncology patients), improving follow-up and outcomes.

CINA-iPE is the first tool in CINA Incidental, a new suite of medical imaging solutions from Avicenna.AI that detect unsuspected pathologies on CT scans. CINA Incidental sits alongside the company’s existing suite, CINA ER, which includes a range of FDA-cleared and CE-Marked tools for neurovascular and thoraco-abdominal emergencies. All of Avicenna.AI’s AI tools are seamlessly integrated within clinical workflow, automatically triggering and reporting algorithm results through the systems already used by radiologists.

"If pathologies are visible on a CT scan, the technology now exists to detect them – helping clinicians reduce time-to-treatment and save lives," said Cyril Di Grandi, co-founder, and CEO of Avicenna.AI. "Our CINA Incidental suite helps healthcare professionals detect incidental findings in patients receiving imaging for entirely different health conditions, improving patient care and outcomes. The launch of CINA-iPE is the first step in a new direction for Avicenna.AI. Pulmonary embolism is a dangerous, life-threatening condition, and with CINA-iPE we hope to increase the number of patients identified with incidental PE and help improve their outcomes."

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71 (321.1498260498): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294796328 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

72 (709.05685424805): 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 (832.08084106445): SELECT show_live FROM jos_com_show_setting LIMIT 1

74 (155.92575073242): SELECT show_live FROM jos_com_show_setting LIMIT 1

75 (249.14741516113): SELECT show_live FROM jos_com_show_setting LIMIT 1

76 (262.97569274902): SELECT show_live FROM jos_com_show_setting LIMIT 1

77 (372.17140197754): SELECT show_live FROM jos_com_show_setting LIMIT 1

78 (363.82675170898): SELECT show_live FROM jos_com_show_setting LIMIT 1

79 (391.00646972656): SELECT show_live FROM jos_com_show_setting LIMIT 1

80 (247.95532226562): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (363.11149597168): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (339.03121948242): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (296.83113098145): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (262.97569274902): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (421.04721069336): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (360.01205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (!!!!! 1286.9834899902): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294796328 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

88 (117.06352233887): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294796328 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 (43.153762817383): SELECT show_live FROM jos_com_show_setting LIMIT 1

91 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

92 (25.033950805664): SELECT show_live FROM jos_com_show_setting LIMIT 1

93 (25.033950805664): SELECT show_live FROM jos_com_show_setting LIMIT 1

94 (25.033950805664): SELECT show_live FROM jos_com_show_setting LIMIT 1

95 (25.033950805664): SELECT show_live FROM jos_com_show_setting LIMIT 1

96 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

97 (25.033950805664): SELECT show_live FROM jos_com_show_setting LIMIT 1

98 (25.033950805664): SELECT show_live FROM jos_com_show_setting LIMIT 1

99 (25.033950805664): SELECT show_live FROM jos_com_show_setting LIMIT 1

100 (25.033950805664): SELECT show_live FROM jos_com_show_setting LIMIT 1

101 (25.033950805664): SELECT show_live FROM jos_com_show_setting LIMIT 1

102 (24.080276489258): SELECT show_live FROM jos_com_show_setting LIMIT 1

103 (25.033950805664): SELECT show_live FROM jos_com_show_setting LIMIT 1

104 (61.988830566406): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294796328 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294796328 AND published='1' LIMIT 1

105 (38.862228393555): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294796328 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294796328 AND published='1' LIMIT 1

106 (46.968460083008): 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=294796328 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

107 (44.107437133789): 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=294796328 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

108 (863.07525634766): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294796328 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294796328 AND published='1' LIMIT 1

109 (133.03756713867): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294796328 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294796328 AND published='1' LIMIT 1

110 (77.962875366211): 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=294796328 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

111 (418.90144348145): 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=294796328 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

112 (505.92422485352): 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 (296.11587524414): 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 (72.002410888672): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294796328 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294796328 AND published='1' LIMIT 1

115 (56.028366088867): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294796328 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294796328 AND published='1' LIMIT 1

116 (43.869018554688): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294796328 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294796328 AND published='1' LIMIT 1

117 (36.001205444336): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294796328 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294796328 AND published='1' LIMIT 1

118 (41.961669921875): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294796328 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294796328 AND published='1' LIMIT 1

119 (36.001205444336): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294796328 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294796328 AND published='1' LIMIT 1

120 (144.00482177734): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

121 (!!!!! 65453.052520752): 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 (104.90417480469): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294796328 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294796328 AND published='1' LIMIT 1

123 (97.036361694336): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294796328 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294796328 AND published='1' LIMIT 1

124 (!!!!! 6871.9387054443): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294796328 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294796328 AND type='deeppockets_item' AND published='1' LIMIT 1

125 (!!!!! 1268435.9550476): ( 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 (171.89979553223): ( 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 (149.96528625488): 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 (183.10546875): 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 (134.94491577148): 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 (130.89179992676): 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 (119.92454528809): 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 (128.03077697754): 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 (!!!!! 1288.890838623): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294796328 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

134 (!!!!! 3288.0306243896): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294796328 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

135 (104.18891906738): SELECT name FROM jos_deeppockets WHERE id=215

136 (37.193298339844): SELECT name FROM jos_deeppockets WHERE id=215

137 (802.99377441406): 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 (569.10514831543): 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 (124.93133544922): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294796328 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294796328 AND published='1' LIMIT 1

140 (82.015991210938): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294796328 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294796328 AND published='1' LIMIT 1

141 (!!!!! 9342.9088592529): TRUNCATE TABLE jos_trademed_module

142 (571.96617126465): 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=294796328 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

143 (248.90899658203): 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=294796328 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

144 (528.09715270996): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294796328 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

145 (141.85905456543): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294796328 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

146 (!!!!! 4946.231842041): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294796328 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294796328 AND published='1' LIMIT 1

147 (215.05355834961): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294796328 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294796328 AND published='1' LIMIT 1

148 (!!!!! 1652.9560089111): 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 (272.03559875488): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294796328 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294796328 AND published='1' LIMIT 1

150 (148.05793762207): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294796328 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294796328 AND published='1' LIMIT 1

151 (397.92060852051): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294796328 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294796328 AND type='deeppockets_item' AND published='1' LIMIT 1

152 (118.01719665527): 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 (108.00361633301): 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 (205.03997802734): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

155 (308.99047851562): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294796328 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294796328 AND published='1' LIMIT 1

156 (119.92454528809): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294796328 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294796328 AND published='1' LIMIT 1

157 (40.054321289062): select jos_twitters.link from jos_twitters where cat=10

158 (28.848648071289): select jos_facebook.link from jos_facebook where cat=10

159 (27.894973754883): select jos_google_plus.link from jos_google_plus where cat=10

160 (27.894973754883): select jos_linkedin.link from jos_linkedin where cat=10

161 (291.10908508301): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)

162 (!!!!! 1827.9552459717): insert into jos_banners_delta values (14615,'2025-04-30 18:42:47','18.221.85.236','view'),(14202,'2025-04-30 18:42:47','18.221.85.236','view'),(14203,'2025-04-30 18:42:47','18.221.85.236','view')

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