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New Research Shows AI Can Ask another AI for Second Opinion on Medical Scans

By MedImaging International staff writers
Posted on 26 Jul 2023

Image: AI-annotated medical image showing enhanced tumor, tumor core and edema regions (Photo courtesy of Monash University)

The field of medical artificial intelligence has made remarkable strides thanks to deep learning. However, training these deep-learning models typically requires vast amounts of annotated data. This process of annotating large datasets is not only labor-intensive but also susceptible to human biases, especially for dense prediction tasks like image segmentation. Taking inspiration from semi-supervised algorithms, which utilize both labeled and unlabeled data for training, researchers have created a novel co-training AI algorithm for medical imaging that mimics the process of seeking a second opinion.

The research by scientists at Monash University (Melbourne, VIC, Australia) tackles the challenge of limited availability of human-annotated or labeled medical images by adopting an adversarial, or competitive, learning approach towards unlabeled data. This groundbreaking research is expected to push the boundaries of medical image analysis for radiologists and other healthcare experts. Manually annotating a large number of medical images demands considerable time, effort, and expertise, which often limits the availability of large-scale annotated medical image datasets. The algorithm designed by these researchers enables multiple AI models to harness the unique strengths of both labeled and unlabeled data, learning from each other's predictions to enhance overall accuracy. The next stage of the research will focus on broadening the application to accommodate various types of medical images and developing a dedicated end-to-end product for use in radiology practices.

“Our algorithm has produced groundbreaking results in semi-supervised learning, surpassing previous state-of-the-art methods. It demonstrates remarkable performance even with limited annotations, unlike algorithms that rely on large volumes of annotated data,” said Ph.D. candidate Himashi Peiris of the Faculty of Engineering at Monash University. “This enables AI models to make more informed decisions, validate their initial assessments, and uncover more accurate diagnoses and treatment decisions.”

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71 (!!!!! 2563.9533996582): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294798055 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

72 (!!!!! 44446.94519043): 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 (!!!!! 7403.8505554199): SELECT show_live FROM jos_com_show_setting LIMIT 1

74 (!!!!! 8306.0264587402): SELECT show_live FROM jos_com_show_setting LIMIT 1

75 (!!!!! 7683.0387115479): SELECT show_live FROM jos_com_show_setting LIMIT 1

76 (!!!!! 8188.009262085): SELECT show_live FROM jos_com_show_setting LIMIT 1

77 (!!!!! 7833.9576721191): SELECT show_live FROM jos_com_show_setting LIMIT 1

78 (!!!!! 7261.0378265381): SELECT show_live FROM jos_com_show_setting LIMIT 1

79 (!!!!! 7113.9335632324): SELECT show_live FROM jos_com_show_setting LIMIT 1

80 (!!!!! 2197.9808807373): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (!!!!! 6773.9486694336): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (!!!!! 7991.0755157471): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (!!!!! 4755.973815918): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (!!!!! 7051.944732666): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (!!!!! 7870.9125518799): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (!!!!! 3979.9213409424): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (!!!!! 6480.9322357178): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294798055 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

88 (!!!!! 9242.057800293): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294798055 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

89 (!!!!! 1245.9754943848): 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 (!!!!! 7642.9843902588): SELECT show_live FROM jos_com_show_setting LIMIT 1

91 (!!!!! 7995.8438873291): SELECT show_live FROM jos_com_show_setting LIMIT 1

92 (!!!!! 5127.9067993164): SELECT show_live FROM jos_com_show_setting LIMIT 1

93 (!!!!! 13761.043548584): SELECT show_live FROM jos_com_show_setting LIMIT 1

94 (!!!!! 1893.0435180664): SELECT show_live FROM jos_com_show_setting LIMIT 1

95 (!!!!! 7131.0997009277): SELECT show_live FROM jos_com_show_setting LIMIT 1

96 (!!!!! 3839.9696350098): SELECT show_live FROM jos_com_show_setting LIMIT 1

97 (!!!!! 8157.0148468018): SELECT show_live FROM jos_com_show_setting LIMIT 1

98 (!!!!! 7753.1337738037): SELECT show_live FROM jos_com_show_setting LIMIT 1

99 (!!!!! 7912.1589660645): SELECT show_live FROM jos_com_show_setting LIMIT 1

100 (!!!!! 5467.1764373779): SELECT show_live FROM jos_com_show_setting LIMIT 1

101 (!!!!! 4200.9353637695): SELECT show_live FROM jos_com_show_setting LIMIT 1

102 (!!!!! 11833.906173706): SELECT show_live FROM jos_com_show_setting LIMIT 1

103 (!!!!! 4036.9033813477): SELECT show_live FROM jos_com_show_setting LIMIT 1

104 (!!!!! 8871.0784912109): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798055 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798055 AND published='1' LIMIT 1

105 (!!!!! 7455.1105499268): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798055 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798055 AND published='1' LIMIT 1

106 (!!!!! 9581.8042755127): 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=294798055 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

107 (!!!!! 7941.9612884521): 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=294798055 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

108 (!!!!! 7954.1206359863): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798055 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798055 AND published='1' LIMIT 1

109 (!!!!! 8049.0112304688): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798055 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798055 AND published='1' LIMIT 1

110 (!!!!! 7946.0144042969): 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=294798055 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

111 (!!!!! 8443.8323974609): 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=294798055 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

112 (912.90473937988): 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 (687.83760070801): 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 (977.99301147461): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798055 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798055 AND published='1' LIMIT 1

115 (102.04315185547): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798055 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798055 AND published='1' LIMIT 1

116 (483.98971557617): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798055 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798055 AND published='1' LIMIT 1

117 (51.021575927734): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798055 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798055 AND published='1' LIMIT 1

118 (774.14512634277): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798055 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798055 AND published='1' LIMIT 1

119 (190.97328186035): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798055 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798055 AND published='1' LIMIT 1

120 (430.10711669922): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

121 (!!!!! 49674.034118652): 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 (712.15629577637): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798055 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798055 AND published='1' LIMIT 1

123 (59.127807617188): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798055 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798055 AND published='1' LIMIT 1

124 (!!!!! 1200.9143829346): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294798055 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294798055 AND type='deeppockets_item' AND published='1' LIMIT 1

125 (!!!!! 2397462.8448486): ( 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 (!!!!! 1206207.9906464): ( 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 (277.04238891602): 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 (!!!!! 2307.8918457031): 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 (702.1427154541): 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 (138.99803161621): 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 (181.91337585449): 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 (152.1110534668): 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 (225.06713867188): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798055 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

134 (260.82992553711): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798055 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

135 (48.160552978516): SELECT name FROM jos_deeppockets WHERE id=215

136 (31.948089599609): SELECT name FROM jos_deeppockets WHERE id=215

137 (564.0983581543): 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 (521.89826965332): 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 (!!!!! 2804.9945831299): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798055 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798055 AND published='1' LIMIT 1

140 (!!!!! 3010.9882354736): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798055 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798055 AND published='1' LIMIT 1

141 (!!!!! 23823.976516724): TRUNCATE TABLE jos_trademed_module

142 (596.04644775391): 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=294798055 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

143 (655.17425537109): 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=294798055 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

144 (!!!!! 5033.016204834): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798055 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

145 (88.930130004883): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798055 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

146 (!!!!! 3339.0522003174): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798055 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798055 AND published='1' LIMIT 1

147 (82.969665527344): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798055 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798055 AND published='1' LIMIT 1

148 (!!!!! 1456.9759368896): 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 (107.0499420166): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798055 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798055 AND published='1' LIMIT 1

150 (118.01719665527): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798055 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798055 AND published='1' LIMIT 1

151 (!!!!! 3689.0506744385): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294798055 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294798055 AND type='deeppockets_item' AND published='1' LIMIT 1

152 (126.83868408203): 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 (735.04447937012): 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 (705.00373840332): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

155 (127.07710266113): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798055 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798055 AND published='1' LIMIT 1

156 (57.93571472168): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798055 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798055 AND published='1' LIMIT 1

157 (56.028366088867): select jos_twitters.link from jos_twitters where cat=10

158 (27.894973754883): select jos_facebook.link from jos_facebook where cat=10

159 (26.941299438477): select jos_google_plus.link from jos_google_plus where cat=10

160 (87.02278137207): select jos_linkedin.link from jos_linkedin where cat=10

161 (599.14588928223): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)

162 (!!!!! 11534.929275513): insert into jos_banners_delta values (14615,'2025-04-30 07:03:34','18.191.157.31','view'),(14202,'2025-04-30 07:03:34','18.191.157.31','view'),(14203,'2025-04-30 07:03:34','18.191.157.31','view')

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