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Artificial Intelligence Software Cuts Prostate MRI Read Times by 56%
By MedImaging International staff writers Posted on 08 May 2023
Deep learning-based AI software drops prostate MRI read times by 56% (Photo courtesy of Freepik)
Multiparametric MRI (mpMRI) serves as a noninvasive triage tool that can not only detect clinically significant prostate cancer (csPCa) lesions but also provide information on locoregional staging and biopsy. When combined with serum prostate-specific antigen (PSA) tests, an "MRI diagnosis pathway" may help reduce excessive biopsies and overtreatment of indolent lesions. CAD systems can improve radiologists' diagnostic performance and minimize interpretation inconsistencies. While many studies suggest that AI-based CAD systems have potential clinical utility in csPCa detection, their generalization and performance on outside datasets have not been thoroughly explored.
Now, a study by researchers at Peking University First Hospital (Beijing, China) has found that AI software can decrease false positive reports of csPCa while also reducing radiologist read times. Using proprietary deep learning-based AI software, radiologists were able to halve their read times when interpreting mpMRI scans of patients with suspected prostate cancer, dropping from 423 to 185 seconds per exam. Additionally, the AI software improved sensitivity and specificity. The study's significance lies in the testing method, as it involved 11 different MRI systems from three institutions, demonstrating the software's reproducibility and real-world utility, which has been lacking in previous CAD system studies.
In the study, 480 mpMRI images with 349 csPCa lesions in 180 cases were used. Sixteen radiologists with varying experience levels from four hospitals participated, interpreting scans with and without the software before reinterpreting the same scans four weeks later in switched mode. The software increased sensitivity from 40.1% to 59.0% and specificity from 57.7% to 71.7%. It also reduced reading times by 56.3% and improved diagnostic confidence scores from 3.9 to 4.3. Despite the study's limitations, the researchers believe their results indicate how the AI software could benefit patients and providers in real-world clinical situations.
“The strength of our study is that the external data were collected from three different medical institutions,” the team noted. “The mpMRI images were acquired using a total of 11 different MR devices with some variation in scan parameters. Thus, the data are very heterogeneous, which is a challenging task for AI algorithms.”
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(111.10305786133): SELECT show_live FROM jos_com_show_setting LIMIT 199
(41.961669921875): SELECT show_live FROM jos_com_show_setting LIMIT 1100
(142.09747314453): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797105 AND published='1'
union
SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294797105 AND published='1'
LIMIT 1101
(80.108642578125): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797105 AND published='1'
union
SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294797105 AND published='1'
LIMIT 1102
(98.943710327148): 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=294797105
AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link')
AND dp.published='1' LIMIT 1103
(158.07151794434): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797105 AND published='1'
union
SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294797105 AND published='1'
LIMIT 1104
(51.975250244141): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797105 AND published='1'
union
SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294797105 AND published='1'
LIMIT 1105
(411.9873046875): 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=294797105
AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link')
AND dp.published='1' LIMIT 1106
(61.988830566406): 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=294797098
AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link')
AND dp.published='1' LIMIT 1107
(483.03604125977): 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=294797098
AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link')
AND dp.published='1' LIMIT 1108
(596.04644775391): 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 1109
(497.10273742676): 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 1110
(76.055526733398): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797105 AND published='1'
union
SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294797105 AND published='1'
LIMIT 1111
(63.896179199219): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797105 AND published='1'
union
SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294797105 AND published='1'
LIMIT 1112
(141.14379882812): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797105 AND published='1'
union
SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294797105 AND published='1'
LIMIT 1113
(59.127807617188): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797105 AND published='1'
union
SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294797105 AND published='1'
LIMIT 1114
(56.028366088867): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797105 AND published='1'
union
SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294797105 AND published='1'
LIMIT 1115
(51.021575927734): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797105 AND published='1'
union
SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294797105 AND published='1'
LIMIT 1116
(66.995620727539): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797105 AND published='1'
union
SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294797105 AND published='1'
LIMIT 1117
(51.021575927734): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797105 AND published='1'
union
SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294797105 AND published='1'
LIMIT 1118
(304.9373626709): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`119
(!!!!! 23491.859436035): 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
7120
(640.869140625): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294797105 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294797105 AND type='deeppockets_item' AND published='1' LIMIT 1121
(!!!!! 8995.0561523438): (
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
3122
(117.06352233887): (
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
3123
(501.15585327148): SELECT
dp.id,
dp.name,
dp.title,
dp.video,
dp.video_source,
dp.created
FROM
jos_deeppockets AS dp
WHERE
dp.id = 294803337
LIMIT 1124
(73.19450378418): SELECT
dp.id,
dp.name,
dp.title,
dp.video,
dp.video_source,
dp.created
FROM
jos_deeppockets AS dp
WHERE
dp.id = 294803337
LIMIT 1125
(435.11390686035): SELECT
dp.id,
dp.name,
dp.title,
dp.video,
dp.video_source,
dp.created
FROM
jos_deeppockets AS dp
WHERE
dp.id = 294803276
LIMIT 1126
(138.99803161621): SELECT
dp.id,
dp.name,
dp.title,
dp.video,
dp.video_source,
dp.created
FROM
jos_deeppockets AS dp
WHERE
dp.id = 294803276
LIMIT 1127
(343.08433532715): SELECT
dp.id,
dp.name,
dp.title,
dp.video,
dp.video_source,
dp.created
FROM
jos_deeppockets_archive AS dp
WHERE
dp.id = 294803276
LIMIT 1128
(63.180923461914): SELECT
dp.id,
dp.name,
dp.title,
dp.video,
dp.video_source,
dp.created
FROM
jos_deeppockets_archive AS dp
WHERE
dp.id = 294803276
LIMIT 1129
(349.99847412109): SELECT
dp.id,
dp.name,
dp.title,
dp.video,
dp.video_source,
dp.created
FROM
jos_deeppockets AS dp
WHERE
dp.id = 294802958
LIMIT 1130
(56.982040405273): SELECT
dp.id,
dp.name,
dp.title,
dp.video,
dp.video_source,
dp.created
FROM
jos_deeppockets AS dp
WHERE
dp.id = 294802958
LIMIT 1131
(544.07119750977): SELECT *
FROM jos_deeppockets
WHERE 1=1
AND id=294797105
AND (type='deeppockets_item' OR type='deeppockets_item_link')
AND published='1'
LIMIT 1132
(220.06034851074): SELECT name FROM jos_deeppockets WHERE id=216133
(40.054321289062): SELECT name FROM jos_deeppockets WHERE id=216134
(594.8543548584): 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((;)|($))' AND catid IN (0,110)
ORDER BY publish_up ASC LIMIT 3135
(658.98895263672): SELECT *,
DATE_FORMAT(publish_up,'%d %b %Y') AS date_publish_up,
DATE_FORMAT(publish_down,'%d %b %Y') AS date_publish_down
FROM jos_events
WHERE state=1
AND publish_up > NOW()
and extra_info REGEXP '((;)|(^))216((;)|($))' AND catid IN (0,110)
ORDER BY publish_up ASC LIMIT 3136
(76.055526733398): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797105 AND published='1'
union
SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294797105 AND published='1'
LIMIT 1137
(55.789947509766): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797105 AND published='1'
union
SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294797105 AND published='1'
LIMIT 1138
(!!!!! 25858.163833618): TRUNCATE TABLE jos_trademed_module139
(319.00405883789): 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=294797105
AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link')
AND dp.published='1' LIMIT 1140
(989.91394042969): SELECT *
FROM jos_deeppockets
WHERE 1=1
AND id=294797105
AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1141
(95.129013061523): SELECT *
FROM jos_deeppockets
WHERE 1=1
AND id=294797105
AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1142
(234.84230041504): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797105 AND published='1'
union
SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294797105 AND published='1'
LIMIT 1143
(488.0428314209): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797105 AND published='1'
union
SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294797105 AND published='1'
LIMIT 1144
(!!!!! 1655.101776123): 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 6145
(482.79762268066): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797105 AND published='1'
union
SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294797105 AND published='1'
LIMIT 1146
(333.07075500488): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797105 AND published='1'
union
SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294797105 AND published='1'
LIMIT 1147
(553.84635925293): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294797105 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294797105 AND type='deeppockets_item' AND published='1' LIMIT 1148
(641.1075592041): 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=0 or channel_id is null)149
(296.11587524414): 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=0 or channel_id is null)150
(51.975250244141): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1151
(!!!!! 1091.0034179688): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797105 AND published='1'
union
SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294797105 AND published='1'
LIMIT 1152
(72.002410888672): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294797105 AND published='1'
union
SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294797105 AND published='1'
LIMIT 1153
(445.84274291992): select jos_twitters.link from jos_twitters where cat=10154
(39.100646972656): select jos_facebook.link from jos_facebook where cat=10155
(30.994415283203): select jos_google_plus.link from jos_google_plus where cat=10156
(165.93933105469): select jos_linkedin.link from jos_linkedin where cat=10157
(579.1187286377): update jos_bannersmanager_banner
set impmade=impmade+1
where id in(14202,14203)158
(!!!!! 1508.9511871338): insert into jos_banners_delta values (14202,'2025-09-23 03:45:43','216.73.216.133','view'),(14203,'2025-09-23 03:45:43','216.73.216.133','view')
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