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Image: The CheXpert dataset of chest X-rays is designed for automated chest X-ray interpretation (Photo courtesy of Stanford University School of Medicine).

Researchers Publish Chest X-Ray Dataset to Train AI Models

Researchers from the Stanford University School of Medicine have published CheXpert, a large dataset of chest X-rays and competition for automated chest X-ray interpretation, which features uncertainty labels and radiologist-labeled reference standard evaluation sets. More...
20 Feb 2019

ECR 2019 Debuts Artificial Intelligence Exhibition

The Artificial Intelligence Exhibition (AIX) made its grand debut at the 2019 European Congress of Radiology (ECR) annual meeting held on Feb. 27-March 3 in Vienna, Austria, bringing AI to the heart of the technical exhibition. More...
20 Feb 2019

AI-based Software for Chest X-rays Receives CE Certification

Oxipit, a provider of AI-based medical imaging solutions, has received CE certification for its ChestEye radiology imaging suite. More...
20 Feb 2019

Alliance for AI in Healthcare Formally Launched

The Alliance for Artificial Intelligence in Healthcare was formally launched following the inaugural meeting of its 22-person board of directors. More...
20 Feb 2019

New AI System Prioritizes Chest X-Rays Containing Critical Findings

A team of UK researchers has trained an artificial intelligence (AI) system to interpret and prioritize abnormal chest X-rays with critical findings, thereby creating the potential for reducing the backlog of exams and bringing urgently needed care to patients more quickly. More...
07 Feb 2019

Image: The growth of the global MRI systems market size is projected to grow by almost USD 1.58 billion between 2019-2023 (Photo courtesy of Siemens Healthcare).

Global MRI Systems Market to Grow by USD 1.5 Billion in 2019-2023

The global MRI systems market size is projected to grow at a CAGR of more than 5%, or by almost USD 1.58 billion, during the forecast period 2019-2023, driven primarily by technological advances. More...
07 Feb 2019

Global CT Scanners Market to Reach USD 8.6 billion by 2026

The global CT scanners market is projected to grow at a CAGR of 8.6% from USD 4.12 billion in 2017 to reach USD 8.67 billion by 2026, driven by the increasing prevalence of chronic diseases across the world, growing patient preference for minimally invasive diagnostic procedures, and increasing procedural benefits offered by CT scanners. More...
06 Feb 2019

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(46.968460083008): SELECT show_live FROM jos_com_show_setting LIMIT 180
(201.94053649902): SELECT show_live FROM jos_com_show_setting LIMIT 181
(251.05476379395): SELECT show_live FROM jos_com_show_setting LIMIT 182
(!!!!! 2881.0501098633): 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
(!!!!! 3772.9740142822): SELECT show_live FROM jos_com_show_setting LIMIT 184
(87.02278137207): SELECT show_live FROM jos_com_show_setting LIMIT 185
(193.11904907227): SELECT show_live FROM jos_com_show_setting LIMIT 186
(!!!!! 1112.9379272461): SELECT show_live FROM jos_com_show_setting LIMIT 187
(56.028366088867): SELECT show_live FROM jos_com_show_setting LIMIT 188
(40.054321289062): SELECT show_live FROM jos_com_show_setting LIMIT 189
(40.054321289062): SELECT show_live FROM jos_com_show_setting LIMIT 190
(37.908554077148): SELECT show_live FROM jos_com_show_setting LIMIT 191
(37.908554077148): SELECT show_live FROM jos_com_show_setting LIMIT 192
(36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 193
(37.908554077148): SELECT show_live FROM jos_com_show_setting LIMIT 194
(36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 195
(37.193298339844): SELECT show_live FROM jos_com_show_setting LIMIT 196
(36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 197
(!!!!! 2595.1862335205): 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 198
(971.07887268066): 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 199
(563.8599395752): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`100
(!!!!! 153062.10517883): 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
				7101
(!!!!! 90093.851089478): (
				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
				3102
(!!!!! 1787.9009246826): (
				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
				3103
(!!!!! 1027.8224945068): SELECT
				dp.id,
				dp.name,
				dp.title,
				dp.video,
				dp.video_source,
				dp.created

			FROM
				jos_deeppockets AS dp

			WHERE
				dp.id = 294803337

			LIMIT 1104
(!!!!! 4881.8588256836): SELECT
				dp.id,
				dp.name,
				dp.title,
				dp.video,
				dp.video_source,
				dp.created

			FROM
				jos_deeppockets AS dp

			WHERE
				dp.id = 294803337

			LIMIT 1105
(!!!!! 2323.8658905029): SELECT
				dp.id,
				dp.name,
				dp.title,
				dp.video,
				dp.video_source,
				dp.created

			FROM
				jos_deeppockets AS dp

			WHERE
				dp.id = 294803276

			LIMIT 1106
(!!!!! 2527.9521942139): SELECT
				dp.id,
				dp.name,
				dp.title,
				dp.video,
				dp.video_source,
				dp.created

			FROM
				jos_deeppockets AS dp

			WHERE
				dp.id = 294803276

			LIMIT 1107
(!!!!! 2717.0181274414): 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 1108
(!!!!! 4997.0149993896): 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 1109
(917.19627380371): SELECT
				dp.id,
				dp.name,
				dp.title,
				dp.video,
				dp.video_source,
				dp.created

			FROM
				jos_deeppockets AS dp

			WHERE
				dp.id = 294802958

			LIMIT 1110
(679.96978759766): SELECT
				dp.id,
				dp.name,
				dp.title,
				dp.video,
				dp.video_source,
				dp.created

			FROM
				jos_deeppockets AS dp

			WHERE
				dp.id = 294802958

			LIMIT 1111
(293.97010803223): SELECT name FROM jos_deeppockets WHERE id=217112
(83.92333984375): SELECT name FROM jos_deeppockets WHERE id=217113
(!!!!! 1446.9623565674): 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 '((;)|(^))217((;)|($))' AND catid IN (0,110) 
    ORDER BY publish_up ASC LIMIT 3114
(732.8987121582): SELECT *,
    DATE_FORMAT(publish_up,'%d %b %Y') AS date_publish_up,
    DATE_FORMAT(publish_down,'%d %b %Y') AS date_publish_down
    FROM jos_events
    WHERE state=1
    AND publish_up > NOW()
    and extra_info REGEXP '((;)|(^))217((;)|($))' AND catid IN (0,110) 
    ORDER BY publish_up ASC LIMIT 3115
(!!!!! 13447.046279907): TRUNCATE TABLE jos_trademed_module116
(!!!!! 1581.9072723389): 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 6117
(!!!!! 3430.8433532715): 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=217 or channel_id is null)118
(56.982040405273): 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=217 or channel_id is null)119
(69.141387939453): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1120
(159.02519226074): select jos_twitters.link from jos_twitters where cat=10121
(41.007995605469): select jos_facebook.link from jos_facebook where cat=10122
(36.954879760742): select jos_google_plus.link from jos_google_plus where cat=10123
(36.954879760742): select jos_linkedin.link from jos_linkedin where cat=10

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