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Ultrasound Equipment
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AI-Assisted Ultrasound Technology to Improve Outcomes in Low-and-Middle-Income Countries
By MedImaging International staff writers Posted on 21 Sep 2023
Image: AI-assisted ultrasound algorithms will be developed to run on multiple ultrasound devices (Photo courtesy of GE HealthCare)
Maternal and child mortality remains a significant health concern worldwide. In 2020, nearly 800 women died daily from preventable causes related to pregnancy and childbirth, and about 95% of these deaths occurred in low-and-middle-income countries (LMICs). In 2019, an alarming 2.4 million children passed away during their first month of life. Ultrasound technologies play a crucial role in maternal care, helping assess various indicators of fetal health. For children under five, pneumonia is the leading cause of death globally, and early diagnosis is essential for effective treatment. Point of care lung ultrasounds offer a reliable method for diagnosing pneumonia, surpassing the accuracy of bedside chest X-rays.
To address these challenges, GE HealthCare (Chicago, IL, USA) has received a grant of over USD 44 million from the Bill & Melinda Gates Foundation. The aim is to develop user-friendly, AI-powered ultrasound assessment tools that can assist medical staff—even those who may not have specialized ultrasound training—in making informed clinical decisions. These tools will focus on improving ultrasound scans for both maternal and fetal care, as well as pediatric lung health, and are intended to broaden access to healthcare in LMICs and various care settings.
Caption Health, an industry leader in medical AI that was acquired by GE HealthCare in February 2023, will spearhead the development of this technology. The technology will be compatible with a variety of ultrasound devices, including more affordable handheld options. Caption Health had previously received a grant from the Bill & Melinda Gates Foundation in 2020 to work on AI technology for lung ultrasound. Leveraging this grant, Caption Health will now focus on creating a series of lung ultrasound and obstetric algorithms, which will go through clinical validation and regulatory approval processes. Currently, Caption Health provides FDA-cleared Cardiac Guidance software.
“We are proud and excited to have received this grant from the Bill & Melinda Gates Foundation to make ultrasound more accessible in low-and-middle income countries. Ultrasound is an essential tool for screening and diagnosis of various medical conditions, including the health of expectant mothers and managing respiratory diseases,” said Roland Rott, President and CEO, Ultrasound, GE HealthCare. “However, a key limitation is the guidance of lesser-skilled users to effectively apply affordable point-of-care ultrasound in their care environment. This grant will help bring Caption Health’s leading AI technology customized to more users, and therefore contribute to increased access to higher-quality medical care.”
“Caption Health AI applications are designed to guide healthcare professionals, step-by-step, during an ultrasound exam to help them capture and interpret high-quality ultrasound images,” said Karley Yoder, Chief Digital Officer, Ultrasound, GE HealthCare and General Manager, Caption Health. “We are thankful for the continued support of the Bill & Melinda Gates Foundation, which enables us to expand the development of our existing lung ultrasound project and also broaden the reach of this powerful, novel technology to help provide care to mothers and children.”
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(27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 187
(43.153762817383): SELECT fid FROM jos_deeppockets
WHERE cat=10
AND id=294798702
AND (type='deeppockets_item' OR type='deeppockets_item_link')
AND published='1'
LIMIT 188
(30.040740966797): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294798702 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 189
(33.140182495117): 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
(45.061111450195): SELECT show_live FROM jos_com_show_setting LIMIT 191
(30.040740966797): SELECT show_live FROM jos_com_show_setting LIMIT 192
(27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 193
(26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 194
(25.98762512207): SELECT show_live FROM jos_com_show_setting LIMIT 195
(26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 196
(33.855438232422): SELECT show_live FROM jos_com_show_setting LIMIT 197
(27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 198
(26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 199
(27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1100
(37.193298339844): SELECT show_live FROM jos_com_show_setting LIMIT 1101
(32.901763916016): SELECT show_live FROM jos_com_show_setting LIMIT 1102
(28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1103
(28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1104
(66.041946411133): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798702 AND published='1'
union
SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798702 AND published='1'
LIMIT 1105
(42.915344238281): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798702 AND published='1'
union
SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798702 AND published='1'
LIMIT 1106
(51.975250244141): 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=294798702
AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link')
AND dp.published='1' LIMIT 1107
(46.968460083008): 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=294798702
AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link')
AND dp.published='1' LIMIT 1108
(70.095062255859): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798702 AND published='1'
union
SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798702 AND published='1'
LIMIT 1109
(45.061111450195): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798702 AND published='1'
union
SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798702 AND published='1'
LIMIT 1110
(51.021575927734): 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=294798702
AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link')
AND dp.published='1' LIMIT 1111
(468.01567077637): 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=294798702
AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link')
AND dp.published='1' LIMIT 1112
(636.81602478027): 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 1113
(423.90823364258): 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 1114
(206.94732666016): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798702 AND published='1'
union
SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798702 AND published='1'
LIMIT 1115
(290.87066650391): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798702 AND published='1'
union
SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798702 AND published='1'
LIMIT 1116
(164.03198242188): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798702 AND published='1'
union
SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798702 AND published='1'
LIMIT 1117
(323.05717468262): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798702 AND published='1'
union
SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798702 AND published='1'
LIMIT 1118
(102.04315185547): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798702 AND published='1'
union
SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798702 AND published='1'
LIMIT 1119
(232.93495178223): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798702 AND published='1'
union
SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798702 AND published='1'
LIMIT 1120
(108.95729064941): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798702 AND published='1'
union
SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798702 AND published='1'
LIMIT 1121
(!!!!! 1204.0138244629): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798702 AND published='1'
union
SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798702 AND published='1'
LIMIT 1122
(442.0280456543): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294798702 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294798702 AND type='deeppockets_item' AND published='1' LIMIT 1123
(!!!!! 886857.9864502): (
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
3124
(!!!!! 407037.97340393): (
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
3125
(72.956085205078): SELECT
dp.id,
dp.name,
dp.title,
dp.video,
dp.video_source,
dp.created
FROM
jos_deeppockets AS dp
WHERE
dp.id = 294800513
LIMIT 1126
(30.040740966797): SELECT
dp.id,
dp.name,
dp.title,
dp.video,
dp.video_source,
dp.created
FROM
jos_deeppockets AS dp
WHERE
dp.id = 294800513
LIMIT 1127
(44.822692871094): SELECT
dp.id,
dp.name,
dp.title,
dp.video,
dp.video_source,
dp.created
FROM
jos_deeppockets AS dp
WHERE
dp.id = 294800359
LIMIT 1128
(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 1129
(28.848648071289): SELECT
dp.id,
dp.name,
dp.title,
dp.video,
dp.video_source,
dp.created
FROM
jos_deeppockets AS dp
WHERE
dp.id = 294800361
LIMIT 1130
(29.087066650391): SELECT
dp.id,
dp.name,
dp.title,
dp.video,
dp.video_source,
dp.created
FROM
jos_deeppockets AS dp
WHERE
dp.id = 294800361
LIMIT 1131
(560.99891662598): SELECT *
FROM jos_deeppockets
WHERE 1=1
AND id=294798702
AND (type='deeppockets_item' OR type='deeppockets_item_link')
AND published='1'
LIMIT 1132
(326.87187194824): SELECT *
FROM jos_deeppockets_archive
WHERE 1=1
AND id=294798702
AND (type='deeppockets_item' OR type='deeppockets_item_link')
AND published='1'
LIMIT 1133
(36.001205444336): SELECT name FROM jos_deeppockets WHERE id=214134
(30.040740966797): SELECT name FROM jos_deeppockets WHERE id=214135
(476.12190246582): 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 '((;)|(^))214((;)|($))' AND catid IN (0,110)
ORDER BY publish_up ASC LIMIT 3136
(!!!!! 1750.9460449219): SELECT *,
DATE_FORMAT(publish_up,'%d %b %Y') AS date_publish_up,
DATE_FORMAT(publish_down,'%d %b %Y') AS date_publish_down
FROM jos_events
WHERE state=1
AND publish_up > NOW()
and extra_info REGEXP '((;)|(^))214((;)|($))' AND catid IN (0,110)
ORDER BY publish_up ASC LIMIT 3137
(!!!!! 2565.860748291): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798702 AND published='1'
union
SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798702 AND published='1'
LIMIT 1138
(77.009201049805): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798702 AND published='1'
union
SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798702 AND published='1'
LIMIT 1139
(293.01643371582): SELECT *
FROM jos_deeppockets
WHERE 1=1
AND id=294798702
AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1140
(48.87580871582): SELECT *
FROM jos_deeppockets
WHERE 1=1
AND id=294798702
AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1141
(45.061111450195): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798702 AND published='1'
union
SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798702 AND published='1'
LIMIT 1142
(38.862228393555): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798702 AND published='1'
union
SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798702 AND published='1'
LIMIT 1143
(!!!!! 1085.0429534912): 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 6144
(90.122222900391): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798702 AND published='1'
union
SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798702 AND published='1'
LIMIT 1145
(51.975250244141): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798702 AND published='1'
union
SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798702 AND published='1'
LIMIT 1146
(356.91261291504): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294798702 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294798702 AND type='deeppockets_item' AND published='1' LIMIT 1147
(36.954879760742): 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=214 or channel_id is null)148
(28.848648071289): 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=214 or channel_id is null)149
(29.802322387695): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1150
(138.99803161621): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798702 AND published='1'
union
SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798702 AND published='1'
LIMIT 1151
(52.213668823242): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294798702 AND published='1'
union
SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294798702 AND published='1'
LIMIT 1152
(40.054321289062): select jos_twitters.link from jos_twitters where cat=10153
(30.040740966797): select jos_facebook.link from jos_facebook where cat=10154
(30.994415283203): select jos_google_plus.link from jos_google_plus where cat=10155
(30.994415283203): select jos_linkedin.link from jos_linkedin where cat=10156
(298.97689819336): update jos_bannersmanager_banner
set impmade=impmade+1
where id in(14615,14202,14203)157
(!!!!! 1259.0885162354): insert into jos_banners_delta values (14615,'2025-05-12 02:14:36','3.148.179.161','view'),(14202,'2025-05-12 02:14:36','3.148.179.161','view'),(14203,'2025-05-12 02:14:36','3.148.179.161','view')
Expo
.jpg "Image: CT coronary angiography for diagnosing coronary artery disease offers advantages over other diagnostic tests (Photo courtesy of 123RF)")
.jpg "Image: Exemplary illustration of the labeling and segmentation process (Photo courtesy of TUM)")
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