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High-Accuracy AI Model Can Improve Radiologists' Chest X-Ray Analysis Performance

By MedImaging International staff writers
Posted on 04 Jul 2023
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Image: The Lunit INSIGHT CXR chest X-ray AI analysis solution (Photo courtesy of Lunit)
Image: The Lunit INSIGHT CXR chest X-ray AI analysis solution (Photo courtesy of Lunit)

A recent study presents compelling evidence that a high-accuracy AI model can significantly enhance radiologists' ability to analyze chest X-rays. The study reveals that only medical AI solutions with high diagnostic accuracy can markedly improve the diagnostic performance of radiologists.

Lunit (Seoul, Korea) has shared the results of a study investigating the impact of medical AI solutions' accuracy on radiologists' diagnostic decisions. The research involved a group of 30 physicians, consisting of 20 board-certified radiologists with 5 to 18 years of experience and 10 radiology residents with 2 to 3 years of training. The group assessed a total of 120 chest radiographs collected retrospectively, half from lung cancer patients and the rest showing no abnormalities. In the initial session, the readers were split into two groups and each group analyzed 120 chest X-rays without AI assistance. In the following session, they reexamined the images using either a high-accuracy or low-accuracy AI model.

For the study, the researchers used Lunit INSIGHT CXR, a commercially available AI solution for chest X-ray analysis. The low-accuracy model, in contrast, was trained using only 10% of the data utilized for Lunit INSIGHT CXR. The AUROC (area under the receiver operating characteristic curve), a standard metric for diagnostic accuracy, for Lunit INSIGHT CXR was 0.88, while the low-accuracy AI model achieved only 0.77. The study findings showed that the use of the high-accuracy AI model, Lunit INSIGHT CXR, led to a significant enhancement in radiologists' performance. The AUROC improved remarkably from 0.77 to 0.82 when the high-accuracy AI model was used.

On the other hand, the group using the low-accuracy AI model did not witness any performance improvement, with the AUROC remaining at 0.75. Interestingly, the group utilizing the high-accuracy AI model exhibited a higher inclination to accept AI suggestions. They agreed with 67% of AI recommendations that conflicted with their initial interpretations, as opposed to a 59% acceptance rate from the group using the low-accuracy AI model. Moreover, the study concluded that individual factors such as the radiologists' expertise, their prior experience with AI, or attitudes toward AI had minimal effect on their diagnostic performance in the second session. Instead, the AI model's accuracy and the radiologists' initial diagnostic precision were identified as the primary influences on the final diagnostic outcomes. These results underscore the importance of the AI model's performance when used as a secondary reader by radiologists. They also show that such AI support can increase radiologists' receptiveness to AI suggestions, leading to more accurate diagnoses in the long run.

"The study backs that irrespective of radiologists' individual characteristics, the utilization of high-performance AI significantly enhances diagnostic accuracy and fosters a greater acceptance of AI within medical practices," said Brandon Suh, CEO of Lunit. "At Lunit, we are committed to developing AI-powered solutions that not only improve patient outcomes but also augment the expertise of healthcare professionals. This publication is a testament to our dedication to advancing the field of cancer diagnostics through cutting-edge technology."

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89 (41.007995605469): 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 (87.02278137207): SELECT show_live FROM jos_com_show_setting LIMIT 1
91 (45.061111450195): SELECT show_live FROM jos_com_show_setting LIMIT 1
92 (34.093856811523): SELECT show_live FROM jos_com_show_setting LIMIT 1
93 (223.87504577637): SELECT show_live FROM jos_com_show_setting LIMIT 1
94 (77.009201049805): SELECT show_live FROM jos_com_show_setting LIMIT 1
95 (32.901763916016): SELECT show_live FROM jos_com_show_setting LIMIT 1
96 (30.040740966797): SELECT show_live FROM jos_com_show_setting LIMIT 1
97 (30.994415283203): SELECT show_live FROM jos_com_show_setting LIMIT 1
98 (125.88500976562): SELECT show_live FROM jos_com_show_setting LIMIT 1
99 (36.954879760742): SELECT show_live FROM jos_com_show_setting LIMIT 1
100 (491.14227294922): SELECT show_live FROM jos_com_show_setting LIMIT 1
101 (208.85467529297): SELECT show_live FROM jos_com_show_setting LIMIT 1
102 (41.007995605469): SELECT show_live FROM jos_com_show_setting LIMIT 1
103 (32.901763916016): SELECT show_live FROM jos_com_show_setting LIMIT 1
104 (!!!!! 4809.8564147949): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797766 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294797766 AND published='1' LIMIT 1
105 (301.12266540527): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797766 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294797766 AND published='1' LIMIT 1
106 (!!!!! 1243.8297271729): 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=294797766 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
107 (138.99803161621): 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=294797766 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
108 (!!!!! 3433.9427947998): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797766 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294797766 AND published='1' LIMIT 1
109 (211.00044250488): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797766 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294797766 AND published='1' LIMIT 1
110 (238.89541625977): 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=294797766 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
111 (!!!!! 1036.8824005127): 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=294797766 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
112 (!!!!! 5861.0439300537): 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 (867.84362792969): 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 (!!!!! 1722.0973968506): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797766 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294797766 AND published='1' LIMIT 1
115 (!!!!! 1132.9650878906): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797766 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294797766 AND published='1' LIMIT 1
116 (!!!!! 1483.9172363281): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797766 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294797766 AND published='1' LIMIT 1
117 (390.05279541016): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797766 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294797766 AND published='1' LIMIT 1
118 (604.15267944336): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797766 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294797766 AND published='1' LIMIT 1
119 (344.99168395996): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797766 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294797766 AND published='1' LIMIT 1
120 (!!!!! 5930.9005737305): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`
121 (!!!!! 104546.07009888): 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 (!!!!! 3542.9000854492): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797766 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294797766 AND published='1' LIMIT 1
123 (!!!!! 3503.0841827393): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797766 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294797766 AND published='1' LIMIT 1
124 (!!!!! 7470.1309204102): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294797766 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294797766 AND type='deeppockets_item' AND published='1' LIMIT 1
125 (!!!!! 1539350.9864807): ( 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 (!!!!! 1298269.9871063): ( 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 (!!!!! 1450.0617980957): 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 (820.15991210938): 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 (637.05444335938): 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 (!!!!! 1056.9095611572): 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 (!!!!! 3746.9863891602): 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 (892.87757873535): 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 (518.0835723877): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797766 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
134 (!!!!! 1463.8900756836): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294797766 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
135 (!!!!! 1283.1687927246): SELECT name FROM jos_deeppockets WHERE id=211
136 (!!!!! 1570.9400177002): SELECT name FROM jos_deeppockets WHERE id=211
137 (!!!!! 5945.9209442139): 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 '((;)|(^))211((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3
138 (!!!!! 1315.8321380615): SELECT *, DATE_FORMAT(publish_up,'%d %b %Y') AS date_publish_up, DATE_FORMAT(publish_down,'%d %b %Y') AS date_publish_down FROM jos_events WHERE state=1 AND publish_up > NOW() and extra_info REGEXP '((;)|(^))211((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3
139 (!!!!! 1950.9792327881): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797766 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294797766 AND published='1' LIMIT 1
140 (!!!!! 3231.0485839844): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797766 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294797766 AND published='1' LIMIT 1
141 (!!!!! 19849.061965942): TRUNCATE TABLE jos_trademed_module
142 (239.13383483887): 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=294797766 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
143 (!!!!! 1480.1025390625): 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=294797766 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
144 (!!!!! 3342.866897583): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797766 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
145 (66.995620727539): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797766 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
146 (!!!!! 1315.1168823242): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797766 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294797766 AND published='1' LIMIT 1
147 (171.89979553223): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797766 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294797766 AND published='1' LIMIT 1
148 (!!!!! 1062.8700256348): 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 (56.028366088867): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797766 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294797766 AND published='1' LIMIT 1
150 (43.869018554688): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797766 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294797766 AND published='1' LIMIT 1
151 (!!!!! 1366.138458252): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294797766 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294797766 AND type='deeppockets_item' AND published='1' LIMIT 1
152 (38.862228393555): 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=211 or channel_id is null)
153 (28.133392333984): 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=211 or channel_id is null)
154 (234.12704467773): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1
155 (120.16296386719): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797766 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294797766 AND published='1' LIMIT 1
156 (207.90100097656): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797766 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294797766 AND published='1' LIMIT 1
157 (545.02487182617): select jos_twitters.link from jos_twitters where cat=10
158 (278.94973754883): select jos_facebook.link from jos_facebook where cat=10
159 (95.129013061523): select jos_google_plus.link from jos_google_plus where cat=10
160 (118.97087097168): select jos_linkedin.link from jos_linkedin where cat=10
161 (546.93222045898): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)
162 (!!!!! 9702.9209136963): insert into jos_banners_delta values (14615,'2025-04-30 09:02:11','13.59.252.174','view'),(14202,'2025-04-30 09:02:11','13.59.252.174','view'),(14203,'2025-04-30 09:02:11','13.59.252.174','view')