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Global AI in Medical Diagnostics Market to Be Driven by Demand for Image Recognition in Radiology

By MedImaging International staff writers
Posted on 12 Oct 2021

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The global artificial intelligence (AI) in medical diagnostics market is expanding with early disease detection being one of its key applications and image recognition becoming a compelling consumer proposition that is driving AI players to zealously invest in deploying AI in radiology.

These are the latest findings of TMR Research (San Francisco, CA, USA).

AI has shown transformative potential in medical and healthcare industry. In particular, the effects of AI penetration in medical diagnostics have expanded the canvas for offering high-quality patient care. Early disease detection is one of the key applications where AI players are exploring game-changing potential and are zealously investing in deploying AI in radiology to complement conventional procedures. Image recognition is perhaps the most compelling consumer proposition in the AI in medical diagnostics market. Algorithms have been learning and unlearning and relearning signs of diseases in millions of images clinicians extract from the target population. A key trend has been outsourcing these to developing economies to save cost.

There has been a flurry of activities in deep learning algorithms to advance access to quality diagnostics and at a low cost. This can be lifesaving in the case of chronic conditions that may become fatal if not diagnosed early. Patients who are at the receiving end are those with significant cardiovascular diseases risks. Further, another factor that is driving research in AI in medical diagnostics market is the need for improving the accuracy of diagnosis, either through single or several images. The internet of medical things is making vast strides, as evident in the proliferation of AI-based apps. AI companies are keen on bridging the vast gap between demand and supply of radiologists while simultaneously reducing the cost of radiological examinations. On the whole, the key clinical proposition of AI in healthcare is the use of AI apps in the detection of diseases and advance patient-centered care.

Several recent research and development projects, including those pioneered by stalwart technology companies, show rising huge dollar inflows into the AI in medical diagnostics market such as the advent of AI-based apps that improve breast cancer detection accuracy. The prospects of AI-driven software in cancer detection present vast possibilities. Another area that holds strong prospects is the use of AI for detecting skin problems from the images of skin lesions. Such developments are expected to open up new avenues for various industry stakeholders in the AI in medical diagnostics market. Companies are also intensifying R&D efforts for leveraging the potential of AI in multiple retinal diseases.

Geographically, North America is a highly lucrative region, fuelled largely by increasing R&D in developing AI-apps for reducing the burden and prevalence of various chronic diseases. The North American market is expected to witness vast revenue streams from the efforts by players in the ecosystem to bring AI and deep learning systems from the bench to the bedside, notably in diseases that are more prevalent in countries such as the US. Asia Pacific is also a promising regional market for AI in medical diagnostics and is anticipated to make rapid strides in the near future, fueled by the growing penetration of AI in healthcare.

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88 (33.855438232422): SELECT show_live FROM jos_com_show_setting LIMIT 1

89 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

90 (!!!!! 3684.0438842773): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790086 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790086 AND published='1' LIMIT 1

91 (367.16461181641): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790086 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790086 AND published='1' LIMIT 1

92 (967.97943115234): 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=294790086 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

93 (!!!!! 7472.9919433594): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790086 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790086 AND published='1' LIMIT 1

94 (!!!!! 7802.9632568359): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790086 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790086 AND published='1' LIMIT 1

95 (!!!!! 7261.9915008545): 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=294790086 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

96 (509.02366638184): 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 (419.85511779785): 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 (146.86584472656): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790086 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790086 AND published='1' LIMIT 1

99 (58.889389038086): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790086 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790086 AND published='1' LIMIT 1

100 (102.99682617188): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790086 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790086 AND published='1' LIMIT 1

101 (80.108642578125): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790086 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790086 AND published='1' LIMIT 1

102 (101.80473327637): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790086 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790086 AND published='1' LIMIT 1

103 (42.915344238281): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790086 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790086 AND published='1' LIMIT 1

104 (309.94415283203): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

105 (!!!!! 161787.98675537): 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 (92.029571533203): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790086 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790086 AND published='1' LIMIT 1

107 (61.988830566406): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790086 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790086 AND published='1' LIMIT 1

108 (!!!!! 1955.9860229492): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294790086 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294790086 AND type='deeppockets_item' AND published='1' LIMIT 1

109 (!!!!! 1015487.909317): ( 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 (!!!!! 617942.81005859): ( 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 (72.002410888672): 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 (31.948089599609): 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 (44.107437133789): 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 (29.087066650391): 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 (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

116 (56.982040405273): 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 (967.02575683594): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790086 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

118 (277.99606323242): SELECT name FROM jos_deeppockets WHERE id=216

119 (33.140182495117): SELECT name FROM jos_deeppockets WHERE id=216

120 (511.16943359375): 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 '((;)|(^))216((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

121 (437.02125549316): 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 '((;)|(^))216((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

122 (633.00132751465): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790086 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790086 AND published='1' LIMIT 1

123 (138.0443572998): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790086 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790086 AND published='1' LIMIT 1

124 (!!!!! 3799.2000579834): TRUNCATE TABLE jos_trademed_module

125 (131.13021850586): 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=294790086 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

126 (445.12748718262): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790086 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

127 (77.009201049805): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790086 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

128 (56.982040405273): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790086 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790086 AND published='1' LIMIT 1

129 (40.054321289062): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790086 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790086 AND published='1' LIMIT 1

130 (!!!!! 1114.1300201416): 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 (51.021575927734): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790086 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790086 AND published='1' LIMIT 1

132 (42.915344238281): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790086 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790086 AND published='1' LIMIT 1

133 (120.87821960449): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294790086 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294790086 AND type='deeppockets_item' AND published='1' LIMIT 1

134 (38.14697265625): 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=216 or channel_id is null)

135 (35.04753112793): 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=216 or channel_id is null)

136 (46.014785766602): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

137 (109.19570922852): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790086 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790086 AND published='1' LIMIT 1

138 (42.915344238281): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790086 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790086 AND published='1' LIMIT 1

139 (40.769577026367): select jos_twitters.link from jos_twitters where cat=10

140 (57.93571472168): select jos_facebook.link from jos_facebook where cat=10

141 (30.994415283203): select jos_google_plus.link from jos_google_plus where cat=10

142 (27.179718017578): select jos_linkedin.link from jos_linkedin where cat=10

143 (!!!!! 1106.9774627686): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)

144 (!!!!! 1603.8417816162): insert into jos_banners_delta values (14615,'2025-04-29 10:17:15','52.14.154.79','view'),(14202,'2025-04-29 10:17:15','52.14.154.79','view'),(14203,'2025-04-29 10:17:15','52.14.154.79','view')

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