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ACR Releases Second Research Road Map on Medical Imaging AI

By MedImaging International staff writers
Posted on 24 Jun 2019

The Journal of the American College of Radiology (JACR) has published a report detailing real-world artificial intelligence (AI) challenges and summarizing the priorities for translational research in AI for medical imaging to help accelerate the safe and effective use of AI in clinical practice. The report is the second part of a road map published in Radiology outlining the challenges, opportunities and priorities for foundational research in AI for medical imaging. The two reports are the outcome of an August 2018 workshop convened by the National Institute of Biomedical Imaging and Bioengineering {(NIBIB) Bethesda, MA, USA} to explore the future of AI in medical imaging.

The second report outlines four key priorities, namely creating structured AI use cases, defining and highlighting clinical challenges potentially solvable by AI; establishing methods to encourage data sharing for training and testing AI algorithms to promote generalizability to widespread clinical practice and mitigate unintended bias; establishing tools for validation and performance monitoring for AI algorithms to facilitate regulatory approval; and developing standards and common data elements for seamless integration of AI tools into existing clinical workflows.

“Radiology has transformed the practice of medicine in the past century, and AI has the potential to radically impact radiology in positive ways,” said Krishna Kandarpa, MD, PhD, co-author of the report and director of research sciences and strategic directions at NIBIB. “This roadmap is a timely survey and analysis by experts at federal agencies and among our industry and professional societies that will help us take the best advantage of AI technologies as they impact the medical imaging field.”

“Our companion paper gave a roadmap to advance foundational machine learning research. But for foundational research to benefit patients, novel algorithms must be evaluated and deployed in a safe and effective manner. This new roadmap paper gives guidance for the clinical translation of AI innovation,” said Curtis P. Langlotz, MD, PhD, report co-author and RSNA board liaison for information technology and annual meeting. “Together, these two connected roadmaps show us how AI not only will transform the work of radiologists and other medical imagers, but also will enhance the delivery of care throughout the clinical environment.”

Related Links:
National Institute of Biomedical Imaging and Bioengineering

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67 (371.21772766113): 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`

68 (59.843063354492): select jos_twitters.link from jos_twitters where cat=10

69 (36.954879760742): select jos_facebook.link from jos_facebook where cat=10

70 (37.908554077148): select jos_google_plus.link from jos_google_plus where cat=10

71 (36.001205444336): select jos_linkedin.link from jos_linkedin where cat=10

72 (42.200088500977): SELECT fid FROM jos_deeppockets WHERE id=294778410 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294778410 AND published='1' LIMIT 1

73 (38.14697265625): 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`

74 (364.06517028809): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294778410 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

75 (279.90341186523): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294778410 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

76 (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`

77 (63.896179199219): SELECT show_live FROM jos_com_show_setting LIMIT 1

78 (41.007995605469): SELECT show_live FROM jos_com_show_setting LIMIT 1

79 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

80 (35.04753112793): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (41.007995605469): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (34.809112548828): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (35.04753112793): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (36.954879760742): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (34.809112548828): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (33.855438232422): SELECT show_live FROM jos_com_show_setting LIMIT 1

88 (35.04753112793): SELECT show_live FROM jos_com_show_setting LIMIT 1

89 (41.007995605469): SELECT show_live FROM jos_com_show_setting LIMIT 1

90 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

91 (65.088272094727): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294778410 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

92 (39.100646972656): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294778410 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

93 (80.108642578125): 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`

94 (60.081481933594): SELECT show_live FROM jos_com_show_setting LIMIT 1

95 (30.994415283203): SELECT show_live FROM jos_com_show_setting LIMIT 1

96 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

97 (29.087066650391): SELECT show_live FROM jos_com_show_setting LIMIT 1

98 (27.179718017578): SELECT show_live FROM jos_com_show_setting LIMIT 1

99 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

100 (33.140182495117): SELECT show_live FROM jos_com_show_setting LIMIT 1

101 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

102 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

103 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

104 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

105 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

106 (27.179718017578): SELECT show_live FROM jos_com_show_setting LIMIT 1

107 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

108 (69.856643676758): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294778410 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294778410 AND published='1' LIMIT 1

109 (55.074691772461): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294778410 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294778410 AND published='1' LIMIT 1

110 (73.909759521484): 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=294778410 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

111 (66.995620727539): 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=294778410 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

112 (94.890594482422): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294778410 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294778410 AND published='1' LIMIT 1

113 (62.942504882812): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294778410 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294778410 AND published='1' LIMIT 1

114 (48.160552978516): 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=294778410 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

115 (464.91622924805): 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=294778410 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

116 (551.93901062012): 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

117 (311.13624572754): 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

118 (106.0962677002): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294778410 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294778410 AND published='1' LIMIT 1

119 (66.995620727539): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294778410 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294778410 AND published='1' LIMIT 1

120 (53.882598876953): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294778410 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294778410 AND published='1' LIMIT 1

121 (39.100646972656): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294778410 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294778410 AND published='1' LIMIT 1

122 (128.98445129395): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294778410 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294778410 AND published='1' LIMIT 1

123 (40.054321289062): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294778410 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294778410 AND published='1' LIMIT 1

124 (227.92816162109): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

125 (!!!!! 17410.99357605): 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

126 (95.844268798828): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294778410 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294778410 AND published='1' LIMIT 1

127 (58.174133300781): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294778410 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294778410 AND published='1' LIMIT 1

128 (391.96014404297): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294778410 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294778410 AND type='deeppockets_item' AND published='1' LIMIT 1

129 (!!!!! 401026.96418762): ( 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

130 (72.956085205078): ( 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

131 (37.908554077148): 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

132 (29.087066650391): 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

133 (41.007995605469): 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

134 (31.948089599609): 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

135 (34.093856811523): 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

136 (27.894973754883): 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

137 (535.01129150391): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294778410 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

138 (354.05158996582): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294778410 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

139 (226.02081298828): SELECT name FROM jos_deeppockets WHERE id=217

140 (36.001205444336): SELECT name FROM jos_deeppockets WHERE id=217

141 (472.06878662109): 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

142 (380.9928894043): 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

143 (64.849853515625): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294778410 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294778410 AND published='1' LIMIT 1

144 (46.968460083008): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294778410 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294778410 AND published='1' LIMIT 1

145 (!!!!! 8718.0137634277): TRUNCATE TABLE jos_trademed_module

146 (122.0703125): 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=294778410 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

147 (78.201293945312): 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=294778410 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

148 (704.05006408691): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294778410 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

149 (51.021575927734): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294778410 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

150 (56.028366088867): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294778410 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294778410 AND published='1' LIMIT 1

151 (46.014785766602): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294778410 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294778410 AND published='1' LIMIT 1

152 (!!!!! 1177.0725250244): 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

153 (54.836273193359): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294778410 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294778410 AND published='1' LIMIT 1

154 (41.961669921875): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294778410 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294778410 AND published='1' LIMIT 1

155 (41.007995605469): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294778410 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294778410 AND type='deeppockets_item' AND published='1' LIMIT 1

156 (31.948089599609): 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)

157 (26.941299438477): 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)

158 (29.087066650391): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

159 (72.956085205078): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294778410 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294778410 AND published='1' LIMIT 1

160 (46.014785766602): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294778410 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294778410 AND published='1' LIMIT 1

161 (35.04753112793): select jos_twitters.link from jos_twitters where cat=10

162 (30.040740966797): select jos_facebook.link from jos_facebook where cat=10

163 (30.994415283203): select jos_google_plus.link from jos_google_plus where cat=10

164 (30.994415283203): select jos_linkedin.link from jos_linkedin where cat=10

165 (237.94174194336): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)

166 (!!!!! 1554.9659729004): insert into jos_banners_delta values (14615,'2025-05-01 23:18:14','18.219.224.246','view'),(14202,'2025-05-01 23:18:14','18.219.224.246','view'),(14203,'2025-05-01 23:18:14','18.219.224.246','view')

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