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Subtle Medical Showcases AI-Powered Imaging Workflow Solutions at RSNA 2022

By MedImaging International staff writers
Posted on 29 Nov 2022

Image: Subtle`s software solutions are trusted in over 400 sites worldwide (Photo courtesy of Subtle Medical)

Subtle Medical, Inc. (Menlo Park, CA, USA) is showcasing its award winning AI-powered software solutions, SubtleMR and SubtlePET, alongside a robust pipeline of new products in research and development, at the 108th Scientific Assembly and Annual Meeting of the Radiological Society of North America (RSNA). Subtle’s solutions provide hospitals and imaging centers the flexibility to deliver faster, higher quality PET and MRI exams.

SubtleMR uses denoising and resolution enhancement to improve MRI image quality on original and accelerated protocols, while SubtlePET denoises low count PET images acquired in up to 25% of the original scan time. With faster scan times, centers can dramatically increase profitability, workflow efficiency, and patient comfort. SubtleSYNTH, currently FDA pending, uses deep learning to synthesize STIR like contrast from already acquired T1 and T2 contrasts. The first commercial release will support spine imaging with other anatomies to follow. Subtle's (AI) products (both FDA cleared and CE marked) have been commercially deployed in over 400 sites worldwide. Subtle has developed partnerships with leading pharmaceutical manufacturers, imaging equipment manufacturers, and pharmaceutical clinical trial business companies.

Subtle is also taking part in the Imaging Artificial Intelligence in Practice (IAIP) demonstration at RSNA 2022. The IAIP demo is a showcase of new AI technologies and integration standards needed to embed AI into the diagnostic radiology workflow. The interactive exhibit enables attendees to learn what is possible, identify the right questions to ask, and learn how to introduce and scale AI into their radiology practices. Using real-world clinical scenarios involving both emergent and long-term care, 19 vendors with 30 products will walk RSNA 2022 meeting attendees through the exhibit to see AI tools and health information technology standards in action. The demonstration highlights steps in the radiology workflow where AI can assist the radiologist and improve the efficiency and quality of care: from radiologist scheduling and imaging examination ordering to acquisition protocoling, image interpretation with AI clinical decision support at the point of care, reporting, and electronic health record integration.

"Subtle Medical is dedicated to investing in healthcare innovation for the benefit of all of our customers and their patients," said Ajit Shankaranarayanan, Chief Product Officer at Subtle Medical. "SubtleMR, in combination with Equium's AI-driven demand and capacity forecasting, will enable optimum resource utilization and efficiency for radiologists and administrators. We're looking forward to showcasing our partnership at this year's RSNA IAIP demo."

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80 (449.89585876465): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (!!!!! 1406.9080352783): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (!!!!! 1729.9652099609): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (855.92269897461): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (!!!!! 2717.9718017578): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (!!!!! 1931.1904907227): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (!!!!! 1087.9039764404): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (661.13471984863): SELECT show_live FROM jos_com_show_setting LIMIT 1

88 (!!!!! 2790.9278869629): SELECT show_live FROM jos_com_show_setting LIMIT 1

89 (486.13548278809): SELECT show_live FROM jos_com_show_setting LIMIT 1

90 (357.15103149414): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795503 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795503 AND published='1' LIMIT 1

91 (87.976455688477): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795503 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795503 AND published='1' LIMIT 1

92 (!!!!! 2135.0383758545): 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=294795503 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

93 (898.12278747559): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795503 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795503 AND published='1' LIMIT 1

94 (!!!!! 1888.0367279053): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795503 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795503 AND published='1' LIMIT 1

95 (!!!!! 1326.0841369629): 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=294795503 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

96 (!!!!! 3603.9352416992): 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

97 (!!!!! 4415.9889221191): 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 (!!!!! 14459.848403931): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795503 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795503 AND published='1' LIMIT 1

99 (!!!!! 6431.1027526855): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795503 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795503 AND published='1' LIMIT 1

100 (!!!!! 7703.0658721924): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795503 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795503 AND published='1' LIMIT 1

101 (!!!!! 7788.8965606689): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795503 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795503 AND published='1' LIMIT 1

102 (!!!!! 7340.9080505371): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795503 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795503 AND published='1' LIMIT 1

103 (!!!!! 8154.8690795898): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795503 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795503 AND published='1' LIMIT 1

104 (!!!!! 11193.990707397): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

105 (!!!!! 193576.0974884): 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

106 (85.830688476562): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795503 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795503 AND published='1' LIMIT 1

107 (46.014785766602): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795503 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795503 AND published='1' LIMIT 1

108 (!!!!! 2659.0824127197): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294795503 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294795503 AND type='deeppockets_item' AND published='1' LIMIT 1

109 (!!!!! 1149002.0751953): ( 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 (144.95849609375): ( 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

111 (798.22540283203): 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 (119.92454528809): 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

113 (823.02093505859): 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 (519.0372467041): 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

115 (591.99333190918): 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 (189.06593322754): 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

117 (!!!!! 4122.0188140869): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795503 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

118 (!!!!! 1267.1947479248): SELECT name FROM jos_deeppockets WHERE id=1144

119 (123.97766113281): SELECT name FROM jos_deeppockets WHERE id=1144

120 (494.00329589844): 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 '((;)|(^))1144((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

121 (!!!!! 1132.0114135742): 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 '((;)|(^))1144((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

122 (!!!!! 2157.9265594482): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795503 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795503 AND published='1' LIMIT 1

123 (113.01040649414): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795503 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795503 AND published='1' LIMIT 1

124 (!!!!! 16509.056091309): TRUNCATE TABLE jos_trademed_module

125 (626.0871887207): 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=294795503 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

126 (467.06199645996): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795503 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

127 (535.01129150391): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795503 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

128 (60.081481933594): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795503 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795503 AND published='1' LIMIT 1

129 (38.14697265625): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795503 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795503 AND published='1' LIMIT 1

130 (!!!!! 1582.8609466553): 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

131 (!!!!! 1337.0513916016): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795503 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795503 AND published='1' LIMIT 1

132 (!!!!! 8696.0792541504): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795503 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795503 AND published='1' LIMIT 1

133 (198.1258392334): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294795503 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294795503 AND type='deeppockets_item' AND published='1' LIMIT 1

134 (423.19297790527): 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=1144 or channel_id is null)

135 (99.897384643555): 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=1144 or channel_id is null)

136 (444.88906860352): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

137 (!!!!! 3222.9423522949): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795503 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795503 AND published='1' LIMIT 1

138 (57.93571472168): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795503 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795503 AND published='1' LIMIT 1

139 (!!!!! 11214.017868042): select jos_twitters.link from jos_twitters where cat=10

140 (!!!!! 3056.0493469238): select jos_facebook.link from jos_facebook where cat=10

141 (!!!!! 6883.8596343994): select jos_google_plus.link from jos_google_plus where cat=10

142 (!!!!! 7940.0539398193): select jos_linkedin.link from jos_linkedin where cat=10

143 (771.04568481445): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)

144 (!!!!! 9003.8776397705): insert into jos_banners_delta values (14615,'2025-04-29 16:49:41','52.14.137.94','view'),(14202,'2025-04-29 16:49:41','52.14.137.94','view'),(14203,'2025-04-29 16:49:41','52.14.137.94','view')

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