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Researchers Develop AI Algorithm to Predict Immunotherapy Response

A team of French researchers have designed an algorithm and developed it to analyze Computed Tomography (CT) scan images, establishing for the first time that artificial intelligence (AI) can process medical images to extract biological and clinical information. The researchers have created a so-called radiomic signature, which defines the level of lymphocyte infiltration of a tumor and provides a predictive score for the efficacy of immunotherapy in the patient. More...
12 Sep 2018

Fujifilm and IU School of Medicine to Study AI in Diagnostic Imaging

Fujifilm Corporation has entered into a joint research agreement with Indiana University School of Medicine to develop the application of artificial intelligence (AI) in medical imaging diagnostic support systems. More...
12 Sep 2018

VR Tool Increases Efficiency of Brain Scan Analysis

Researchers at the Mark and Mary Stevens Neuroimaging and Informatics Institute at the Keck School of Medicine of University of Southern California have designed a virtual reality (VR) tool for correcting errors in brain scan data. The tool named Virtual Brain Segmenter (VBS) transforms a tedious step in the scientific process into an immersive experience and significantly increases the efficiency of brain scan analysis. More...
06 Sep 2018

Machine Learning Shows Promise for Supporting Medical Decisions

A number of studies presented at the 67th Annual Scientific Session of the American College of Cardiology demonstrated how machine learning can be used to accurately predict clinical outcomes in patients with known or potential heart problems. The findings of these studies indicate that machine learning can usher in a new era in digital health care tools capable of enhancing health care delivery by aiding routine processes and helping physicians to assess the patients’ risk. More...
05 Apr 2018

Philips Launches Artificial Intelligence Platform for Healthcare

Royal Philips has launched HealthSuite Insights, including the Insights Marketplace, to support the advancing adoption of analytics and artificial intelligence (AI) in key healthcare domains. HealthSuite Insights, which made its debut at the 2018 HIMSS Conference & Exhibition (HIMSS18), gives data scientists, software developers, clinicians and healthcare providers access to advanced analytic capabilities to curate and analyze healthcare data, and offers them tools and technologies to build, maintain, deploy and scale AI-based solutions. Insights Marketplace will provide the healthcare industry's first ecosystem where curated AI assets from Philips and others are readily available for license. More...
05 Apr 2018

Image: syngo Dynamics facilitates CVIS access across the healthcare continuum (Photo courtesy of Siemens Healthineers).

Next-Generation CVIS Upgrades Communicability and Security

An updated cardiovascular imaging and Information system (CVIS) enhances communication and efficiency across the care continuum. More...
20 Mar 2018

Image: The scatterplot shows the machine learning model score compared to a random number in the independent test set (Photo courtesy of RSNA).

Researchers Train Model to Identify Breast Lesions

Researchers have trained a machine-learning tool to identify high-risk, biopsy-diagnosed breast cancer lesions that are unlikely to become cancerous, and do not require immediate surgery. More...
24 Oct 2017

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				dp.name,
				dp.title,
				dp.video,
				dp.video_source,
				dp.created

			FROM
				jos_deeppockets_archive AS dp

			WHERE
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			LIMIT 174
(45.061111450195): SELECT a.*
 FROM jos_components AS a
 WHERE ( a.admin_menu_link = 'option=com_syndicate' OR a.admin_menu_link = 'option=com_syndicate&hidemainmenu=1' )
 AND a.option = 'com_syndicate'75
(168.0850982666): select cover from jos_number
where journalid in (5) and cover is not null
order by left(issue,2)+right(issue,2)*12 desc limit 176
(597.95379638672): SELECT id,name,sponsor_text
                    FROM jos_deeppockets dp
					left outer join jos_channel_sponsor cs
					on dp.id=cs.fid
                    WHERE cat=10
                    AND TYPE='file_folder'
                    AND published=1
                    AND id=216
                    ORDER BY `ordering`77
(70.095062255859): select jos_twitters.link from jos_twitters where cat=1078
(44.107437133789): select jos_facebook.link from jos_facebook where cat=1079
(35.04753112793): select jos_google_plus.link from jos_google_plus where cat=1080
(30.994415283203): select jos_linkedin.link from jos_linkedin where cat=1081
(70.810317993164): SELECT id,name,sponsor_text
                    FROM jos_deeppockets dp
					left outer join jos_channel_sponsor cs
					on dp.id=cs.fid
                    WHERE cat=10
                    AND TYPE='file_folder'
                    AND published=1
                    AND id=216
                    ORDER BY `ordering`82
(87.976455688477): 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`83
(72.956085205078): SELECT show_live FROM jos_com_show_setting LIMIT 184
(40.769577026367): SELECT show_live FROM jos_com_show_setting LIMIT 185
(39.100646972656): SELECT show_live FROM jos_com_show_setting LIMIT 186
(35.04753112793): SELECT show_live FROM jos_com_show_setting LIMIT 187
(43.869018554688): SELECT show_live FROM jos_com_show_setting LIMIT 188
(38.14697265625): SELECT show_live FROM jos_com_show_setting LIMIT 189
(37.908554077148): SELECT show_live FROM jos_com_show_setting LIMIT 190
(39.100646972656): SELECT show_live FROM jos_com_show_setting LIMIT 191
(38.14697265625): SELECT show_live FROM jos_com_show_setting LIMIT 192
(38.862228393555): SELECT show_live FROM jos_com_show_setting LIMIT 193
(40.054321289062): SELECT show_live FROM jos_com_show_setting LIMIT 194
(36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 195
(43.153762817383): SELECT show_live FROM jos_com_show_setting LIMIT 196
(35.04753112793): SELECT show_live FROM jos_com_show_setting LIMIT 197
(85.830688476562): 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`98
(62.942504882812): SELECT show_live FROM jos_com_show_setting LIMIT 199
(36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1100
(97.036361694336): SELECT show_live FROM jos_com_show_setting LIMIT 1101
(41.007995605469): SELECT show_live FROM jos_com_show_setting LIMIT 1102
(59.127807617188): SELECT show_live FROM jos_com_show_setting LIMIT 1103
(53.882598876953): SELECT show_live FROM jos_com_show_setting LIMIT 1104
(51.021575927734): SELECT show_live FROM jos_com_show_setting LIMIT 1105
(40.054321289062): SELECT show_live FROM jos_com_show_setting LIMIT 1106
(40.054321289062): SELECT show_live FROM jos_com_show_setting LIMIT 1107
(38.14697265625): SELECT show_live FROM jos_com_show_setting LIMIT 1108
(40.054321289062): SELECT show_live FROM jos_com_show_setting LIMIT 1109
(38.862228393555): SELECT show_live FROM jos_com_show_setting LIMIT 1110
(37.908554077148): SELECT show_live FROM jos_com_show_setting LIMIT 1111
(38.14697265625): SELECT show_live FROM jos_com_show_setting LIMIT 1112
(921.96464538574): 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
(771.99935913086): 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
(254.86946105957): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`115
(!!!!! 21814.107894897): 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
				7116
(56.982040405273): (
				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
				3117
(36.001205444336): (
				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
				3118
(57.93571472168): SELECT
				dp.id,
				dp.name,
				dp.title,
				dp.video,
				dp.video_source,
				dp.created

			FROM
				jos_deeppockets AS dp

			WHERE
				dp.id = 294800513

			LIMIT 1119
(143.05114746094): SELECT
				dp.id,
				dp.name,
				dp.title,
				dp.video,
				dp.video_source,
				dp.created

			FROM
				jos_deeppockets AS dp

			WHERE
				dp.id = 294800513

			LIMIT 1120
(99.18212890625): SELECT
				dp.id,
				dp.name,
				dp.title,
				dp.video,
				dp.video_source,
				dp.created

			FROM
				jos_deeppockets AS dp

			WHERE
				dp.id = 294800359

			LIMIT 1121
(31.948089599609): SELECT
				dp.id,
				dp.name,
				dp.title,
				dp.video,
				dp.video_source,
				dp.created

			FROM
				jos_deeppockets AS dp

			WHERE
				dp.id = 294800359

			LIMIT 1122
(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 1123
(30.994415283203): SELECT
				dp.id,
				dp.name,
				dp.title,
				dp.video,
				dp.video_source,
				dp.created

			FROM
				jos_deeppockets AS dp

			WHERE
				dp.id = 294800361

			LIMIT 1124
(430.10711669922): SELECT name FROM jos_deeppockets WHERE id=216125
(43.869018554688): SELECT name FROM jos_deeppockets WHERE id=216126
(699.04327392578): 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((;)|($))' AND catid IN (0,110) 
    ORDER BY publish_up ASC LIMIT 3127
(579.1187286377): SELECT *,
    DATE_FORMAT(publish_up,'%d %b %Y') AS date_publish_up,
    DATE_FORMAT(publish_down,'%d %b %Y') AS date_publish_down
    FROM jos_events
    WHERE state=1
    AND publish_up > NOW()
    and extra_info REGEXP '((;)|(^))216((;)|($))' AND catid IN (0,110) 
    ORDER BY publish_up ASC LIMIT 3128
(!!!!! 9532.2132110596): TRUNCATE TABLE jos_trademed_module129
(!!!!! 1197.0996856689): 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 6130
(499.01008605957): 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)131
(40.054321289062): 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)132
(32.901763916016): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1133
(42.915344238281): select jos_twitters.link from jos_twitters where cat=10134
(25.98762512207): select jos_facebook.link from jos_facebook where cat=10135
(25.98762512207): select jos_google_plus.link from jos_google_plus where cat=10136
(25.033950805664): select jos_linkedin.link from jos_linkedin where cat=10137
(228.8818359375): update jos_bannersmanager_banner
			set impmade=impmade+1
			where id in(14615,14202,14203)138
(!!!!! 1152.0385742188): insert into jos_banners_delta values (14615,'2025-04-29 16:41:34','3.21.125.27','view'),(14202,'2025-04-29 16:41:34','3.21.125.27','view'),(14203,'2025-04-29 16:41:34','3.21.125.27','view')

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