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Imaging Societies Publish Statement on Use of AI in Radiology

By MedImaging International staff writers
Posted on 16 Oct 2019
Experts in the use of artificial intelligence (AI) in radiology from many of the world’s leading radiology, medical physics and imaging informatics groups have published an aspirational statement to guide the development of AI in radiology. The multi-society statement focuses on three major areas: data, algorithms and practice. The authoring societies include the American College of Radiology (ACR), European Society of Radiology (ESR), Radiological Society of North America (RSNA), Society for Imaging Informatics in Medicine (SIIM), European Society of Medical Imaging Informatics (EuSoMII), Canadian Association of Radiologists (CAR) and American Association of Physicists in Medicine (AAPM).

As a new technology, AI lacks clear standards guiding its development and use. Authors emphasize that ethical use of AI in radiology should promote wellbeing and minimize harm resulting from potential pitfalls and inherent biases. It should also ensure that benefits and harms are distributed among stakeholders in a just manner that respects human rights and freedoms, including dignity and privacy.

“Radiologists remain ultimately responsible for patient care and will need to acquire new skills to do their best for patients in the new AI ecosystem,” said J. Raymond Geis, MD, FACR, FSIIM, ACR Data Science Institute senior scientist and one of the paper’s leading contributors. “The radiology community needs an ethical framework to help steer technological development, influence how different stakeholders respond to and use AI, and implement these tools to make the best decisions for — and increasingly with — patients.”

"Developments in artificial intelligence represent one of the most exciting, and most challenging, changes in how radiology services will be delivered to patients in the near future,” said Dr. Adrian Brady, Chairperson of the ESR Quality, Safety and Standards Committee and co-author. “The potential for patient benefit from AI implementation is great, but there are also significant risks of unexpected or unplanned harmful effects of these changes. It's incumbent on professionals working in this area to ensure that patient and public benefit and safety are paramount.”

“With the prospect of integration of AI into radiology research and clinical practice, it is incumbent upon the radiology community to develop codes of ethics and practice to guide the utilization of this powerful technology and ensure the privacy and safety of patients,” said co-author Matthew B. Morgan, MD, MS, associate professor and director of IT and Quality Improvement in Breast Imaging, Department of Radiology and Imaging Sciences, University of Utah, and member of the RSNA Radiology Informatics Committee.

"Because of the international nature of AI research, rapid pace of technology development and cross-border deployment of AI software, an ethical framework for AI in radiology was much needed," said An Tang, MD, MSc, FRCPC, chair of CAR's AI Working Group and co-author. "This multi-society statement highlights ethical issues and discusses how to detect and manage them in a manner that is beneficial to patients."

“Applications of AI to patient care in imaging have great potential, both for good as well as unintended consequences. The multi-society, multi-nationality statement draws from strengths of the participating organizations to broadly describe ethical challenges and presents several concrete considerations for those implementing and building AI models,” said Marc D. Kohli, MD, associate professor of radiology and biomedical imaging, medical director of imaging informatics for UCSF Health, chair-elect for SIIM and co-author.

“The application of AI tools in radiological practice lies in the hand of the radiologists, which also means that they have to be well-informed not only about the advantages they can offer to improve their services to patients, but also about the potential risks and pitfalls that might occur when implementing them,” said Erik R. Ranschaert, MD, PhD, president of EuSoMII. “This paper is therefore an excellent basis to improve their awareness about the potential issues that might arise, and should stimulate them in thinking proactively on how to answer the existing questions.”

Cynthia McCollough, PhD, FACR, FAAPM, FAIMBE and president of the AAPM emphasized that, “in order for AI technology to positively impact human health, it is crucial that robust and reproducible data, methods, guidelines, and tools are developed and made available. As quantitative and interdisciplinary scientists, medical physicists are playing an essential role in the development of these essential resources — we need to ensure that variability and bias are minimized in the data used to answer compelling medical questions.”



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79 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1
80 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1
81 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1
82 (33.855438232422): SELECT show_live FROM jos_com_show_setting LIMIT 1
83 (40.054321289062): SELECT show_live FROM jos_com_show_setting LIMIT 1
84 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1
85 (41.007995605469): SELECT show_live FROM jos_com_show_setting LIMIT 1
86 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1
87 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1
88 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1
89 (32.901763916016): SELECT show_live FROM jos_com_show_setting LIMIT 1
90 (35.04753112793): SELECT show_live FROM jos_com_show_setting LIMIT 1
91 (61.988830566406): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294779696 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
92 (30.994415283203): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294779696 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
93 (43.153762817383): 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 (49.114227294922): SELECT show_live FROM jos_com_show_setting LIMIT 1
95 (30.994415283203): SELECT show_live FROM jos_com_show_setting LIMIT 1
96 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1
97 (94.175338745117): SELECT show_live FROM jos_com_show_setting LIMIT 1
98 (41.961669921875): SELECT show_live FROM jos_com_show_setting LIMIT 1
99 (34.093856811523): SELECT show_live FROM jos_com_show_setting LIMIT 1
100 (49.114227294922): SELECT show_live FROM jos_com_show_setting LIMIT 1
101 (28.848648071289): SELECT show_live FROM jos_com_show_setting LIMIT 1
102 (32.901763916016): SELECT show_live FROM jos_com_show_setting LIMIT 1
103 (29.087066650391): SELECT show_live FROM jos_com_show_setting LIMIT 1
104 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1
105 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1
106 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1
107 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1
108 (77.009201049805): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294779696 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294779696 AND published='1' LIMIT 1
109 (42.915344238281): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294779696 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294779696 AND published='1' LIMIT 1
110 (78.916549682617): 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=294779696 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
111 (52.928924560547): 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=294779696 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
112 (82.015991210938): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294779696 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294779696 AND published='1' LIMIT 1
113 (46.968460083008): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294779696 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294779696 AND published='1' LIMIT 1
114 (52.928924560547): 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=294779696 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
115 (576.97296142578): 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=294779696 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
116 (650.88272094727): 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 (401.97372436523): 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 (84.877014160156): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294779696 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294779696 AND published='1' LIMIT 1
119 (57.93571472168): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294779696 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294779696 AND published='1' LIMIT 1
120 (146.15058898926): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294779696 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294779696 AND published='1' LIMIT 1
121 (49.114227294922): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294779696 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294779696 AND published='1' LIMIT 1
122 (56.982040405273): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294779696 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294779696 AND published='1' LIMIT 1
123 (37.908554077148): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294779696 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294779696 AND published='1' LIMIT 1
124 (369.07196044922): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`
125 (!!!!! 27656.078338623): 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 (143.05114746094): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294779696 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294779696 AND published='1' LIMIT 1
127 (57.93571472168): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294779696 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294779696 AND published='1' LIMIT 1
128 (491.14227294922): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294779696 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294779696 AND type='deeppockets_item' AND published='1' LIMIT 1
129 (!!!!! 475470.06607056): ( 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 (77.962875366211): ( 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 (65.088272094727): 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 (41.007995605469): 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 (72.002410888672): 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 (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
135 (66.041946411133): 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 (36.954879760742): 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 (650.88272094727): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294779696 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
138 (530.00450134277): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294779696 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
139 (66.041946411133): SELECT name FROM jos_deeppockets WHERE id=217
140 (33.855438232422): SELECT name FROM jos_deeppockets WHERE id=217
141 (566.95938110352): 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((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3
142 (520.94459533691): SELECT *, DATE_FORMAT(publish_up,'%d %b %Y') AS date_publish_up, DATE_FORMAT(publish_down,'%d %b %Y') AS date_publish_down FROM jos_events WHERE state=1 AND publish_up > NOW() and extra_info REGEXP '((;)|(^))217((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3
143 (105.85784912109): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294779696 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294779696 AND published='1' LIMIT 1
144 (59.843063354492): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294779696 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294779696 AND published='1' LIMIT 1
145 (!!!!! 13092.041015625): TRUNCATE TABLE jos_trademed_module
146 (124.93133544922): 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=294779696 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
147 (80.108642578125): 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=294779696 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
148 (608.92105102539): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294779696 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
149 (67.949295043945): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294779696 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
150 (77.962875366211): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294779696 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294779696 AND published='1' LIMIT 1
151 (49.114227294922): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294779696 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294779696 AND published='1' LIMIT 1
152 (!!!!! 1603.1265258789): 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 (99.18212890625): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294779696 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294779696 AND published='1' LIMIT 1
154 (73.19450378418): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294779696 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294779696 AND published='1' LIMIT 1
155 (64.13459777832): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294779696 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294779696 AND type='deeppockets_item' AND published='1' LIMIT 1
156 (46.014785766602): 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 (44.822692871094): 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 (61.03515625): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1
159 (231.98127746582): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294779696 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294779696 AND published='1' LIMIT 1
160 (92.029571533203): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294779696 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294779696 AND published='1' LIMIT 1
161 (55.074691772461): select jos_twitters.link from jos_twitters where cat=10
162 (45.061111450195): select jos_facebook.link from jos_facebook where cat=10
163 (41.961669921875): select jos_google_plus.link from jos_google_plus where cat=10
164 (32.901763916016): select jos_linkedin.link from jos_linkedin where cat=10
165 (373.84033203125): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)
166 (!!!!! 5248.0697631836): insert into jos_banners_delta values (14615,'2025-05-01 16:13:05','18.223.28.135','view'),(14202,'2025-05-01 16:13:05','18.223.28.135','view'),(14203,'2025-05-01 16:13:05','18.223.28.135','view')