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New AI Software Cuts Radiation Therapy Planning Time

By MedImaging International staff writers
Posted on 10 Aug 2018

Image: Aaron Babier shows the screen from the new AI software (Photo courtesy of Brian Tran).

Researchers from the University of Toronto (Toronto, Canada) have developed automation software that will cut down the time for developing radiation therapy plans — individualized maps that help doctors determine where to blast tumors — from days to mere hours.

The software uses artificial intelligence (AI) to mine historical radiation therapy data and then applies this information to an optimization engine for developing treatment plans. The researchers applied this software tool to study 217 patients with throat cancer, who also received treatments developed using conventional methods. The therapies generated by the AI software achieved comparable results to the patients’ conventionally planned treatments within 20 minutes.

They believe that with further development and validation, healthcare professionals will be able to use the tool in the clinic that will help them divert their energy towards increasing patient comfort and easing distress. However, while the AI may provide a strong head start to treatment planners in helping patients, it will not make the trained human mind obsolete, according to the researchers. After the software creates a treatment plan, it would still need to be reviewed and further customized by a radiation physicist, which could take a few hours. Trained doctors and specialists are still necessary to fine-tune treatments at a more granular level and perform quality checks. The researchers believe that these roles still lie firmly outside the domain of machines. The researchers hope that if AI can relieve clinicians of the optimization challenge of developing treatments, more resources will become available for improving patient care and outcomes in other ways.

“Right now treatment planners have this big time sink. If we can intelligently burn this time sink, they’ll be able to focus on other aspects of treatment. The idea of having automation and streamlining jobs will help make healthcare costs more efficient. I think it’ll really help to ensure high-quality care,” said Aaron Babier (MIE PhD candidate), who along with co-authors Justin Boutilier (MIE PhD candidate), supervisor Professor Timothy Chan (MIE) and Professor Andrea McNiven (Faculty of Medicine), recently published their findings in Medical Physics.

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71 (270.12825012207): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294774433 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

72 (46.968460083008): 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 (57.93571472168): SELECT show_live FROM jos_com_show_setting LIMIT 1

74 (37.908554077148): SELECT show_live FROM jos_com_show_setting LIMIT 1

75 (33.140182495117): SELECT show_live FROM jos_com_show_setting LIMIT 1

76 (32.901763916016): SELECT show_live FROM jos_com_show_setting LIMIT 1

77 (31.948089599609): SELECT show_live FROM jos_com_show_setting LIMIT 1

78 (32.901763916016): SELECT show_live FROM jos_com_show_setting LIMIT 1

79 (31.948089599609): SELECT show_live FROM jos_com_show_setting LIMIT 1

80 (32.901763916016): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (32.901763916016): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (33.855438232422): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (33.855438232422): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (35.04753112793): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (32.901763916016): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (33.855438232422): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (60.081481933594): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294774433 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

88 (37.908554077148): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294774433 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

89 (40.054321289062): 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 (54.836273193359): SELECT show_live FROM jos_com_show_setting LIMIT 1

91 (36.954879760742): SELECT show_live FROM jos_com_show_setting LIMIT 1

92 (34.093856811523): SELECT show_live FROM jos_com_show_setting LIMIT 1

93 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

94 (34.093856811523): SELECT show_live FROM jos_com_show_setting LIMIT 1

95 (35.04753112793): SELECT show_live FROM jos_com_show_setting LIMIT 1

96 (56.028366088867): SELECT show_live FROM jos_com_show_setting LIMIT 1

97 (37.908554077148): SELECT show_live FROM jos_com_show_setting LIMIT 1

98 (33.855438232422): SELECT show_live FROM jos_com_show_setting LIMIT 1

99 (35.04753112793): SELECT show_live FROM jos_com_show_setting LIMIT 1

100 (33.855438232422): SELECT show_live FROM jos_com_show_setting LIMIT 1

101 (34.093856811523): SELECT show_live FROM jos_com_show_setting LIMIT 1

102 (33.140182495117): SELECT show_live FROM jos_com_show_setting LIMIT 1

103 (33.855438232422): SELECT show_live FROM jos_com_show_setting LIMIT 1

104 (87.02278137207): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774433 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774433 AND published='1' LIMIT 1

105 (60.796737670898): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774433 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774433 AND published='1' LIMIT 1

106 (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 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=294774433 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

107 (59.127807617188): 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=294774433 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

108 (92.983245849609): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774433 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774433 AND published='1' LIMIT 1

109 (63.896179199219): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774433 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774433 AND published='1' LIMIT 1

110 (85.115432739258): 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=294774433 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

111 (631.09397888184): 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=294774433 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

112 (671.8635559082): 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 (480.89027404785): 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 (136.13700866699): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774433 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774433 AND published='1' LIMIT 1

115 (68.902969360352): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774433 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774433 AND published='1' LIMIT 1

116 (71.048736572266): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774433 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774433 AND published='1' LIMIT 1

117 (51.975250244141): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774433 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774433 AND published='1' LIMIT 1

118 (62.942504882812): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774433 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774433 AND published='1' LIMIT 1

119 (52.928924560547): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774433 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774433 AND published='1' LIMIT 1

120 (311.13624572754): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

121 (!!!!! 25856.018066406): 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 (112.05673217773): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774433 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774433 AND published='1' LIMIT 1

123 (57.93571472168): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774433 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774433 AND published='1' LIMIT 1

124 (526.90505981445): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294774433 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294774433 AND type='deeppockets_item' AND published='1' LIMIT 1

125 (!!!!! 606059.07440186): ( 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 (101.08947753906): ( 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 (43.869018554688): 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 (36.954879760742): 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 (42.200088500977): 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 (37.908554077148): 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 (34.809112548828): 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 (35.04753112793): 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 (587.94021606445): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774433 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

134 (!!!!! 3165.9603118896): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774433 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

135 (85.830688476562): SELECT name FROM jos_deeppockets WHERE id=217

136 (36.954879760742): SELECT name FROM jos_deeppockets WHERE id=217

137 (658.03527832031): 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

138 (653.98216247559): 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

139 (503.0632019043): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774433 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774433 AND published='1' LIMIT 1

140 (178.09867858887): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774433 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774433 AND published='1' LIMIT 1

141 (!!!!! 14839.887619019): TRUNCATE TABLE jos_trademed_module

142 (162.12463378906): 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=294774433 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

143 (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=294774433 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

144 (545.97854614258): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774433 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

145 (66.041946411133): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774433 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

146 (63.896179199219): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774433 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774433 AND published='1' LIMIT 1

147 (52.928924560547): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774433 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774433 AND published='1' LIMIT 1

148 (!!!!! 1419.0673828125): 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 (92.983245849609): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774433 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774433 AND published='1' LIMIT 1

150 (57.93571472168): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774433 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774433 AND published='1' LIMIT 1

151 (51.021575927734): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294774433 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294774433 AND type='deeppockets_item' AND published='1' LIMIT 1

152 (36.001205444336): 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)

153 (33.855438232422): 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)

154 (32.901763916016): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

155 (129.93812561035): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774433 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774433 AND published='1' LIMIT 1

156 (51.975250244141): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774433 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774433 AND published='1' LIMIT 1

157 (45.061111450195): select jos_twitters.link from jos_twitters where cat=10

158 (35.04753112793): select jos_facebook.link from jos_facebook where cat=10

159 (30.994415283203): select jos_google_plus.link from jos_google_plus where cat=10

160 (30.040740966797): select jos_linkedin.link from jos_linkedin where cat=10

161 (320.9114074707): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)

162 (!!!!! 1168.966293335): insert into jos_banners_delta values (14615,'2025-06-18 02:34:08','216.73.216.120','view'),(14202,'2025-06-18 02:34:08','216.73.216.120','view'),(14203,'2025-06-18 02:34:08','216.73.216.120','view')

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