We use cookies to understand how you use our site and to improve your experience. This includes personalizing content and advertising. To learn more, click here. By continuing to use our site, you accept our use of cookies. Cookie Policy.

Features Partner Sites Information LinkXpress hp
Sign In
Advertise with Us
GLOBETECH PUBLISHING LLC

Download Mobile App




Accelerated MRI with AI Image Reconstruction Nearly Halves Scan Times (MI-MRI)

By MedImaging International staff writers
Posted on 20 Jan 2023
Print article
AI reconstructs missing data from rapid MRI scans (Photo courtesy of NYU Langone)
AI reconstructs missing data from rapid MRI scans (Photo courtesy of NYU Langone)

Artificial intelligence (AI) can reconstruct coarsely-sampled, rapid magnetic resonance imaging (MRI) scans into high-quality images with the same diagnostic value as those generated using traditional MRI, according to a new study. Reconstructing MRI scans with AI, which is four times faster than standard scans, has the potential to expand MRI access to more patients and lower appointment wait times, the study says.

The study is part of the fastMRI initiative established by NYU Langone Health (New York, NY, USA) and Meta AI Research (New York, NY, USA) (formerly Facebook) in 2018. This initiative, aimed at using AI to make MRI faster, led to the joint development of an AI model by Meta AI researchers and NYU Langone imaging scientists and radiologists. It also created the largest-ever publicly-available collection of raw MRI data, which has been used globally by scientists and engineers.

In an earlier “proof-of-principle” study, the NYU Langone team had simulated accelerated scans by removing about three-fourths of the raw data acquired by conventional, slow MRI scans. The fastMRI AI model then generated images that matched those created from the slower scans. In the new study, the researchers performed accelerated scans with only one-fourth of the total data and used the AI model to “fill in” the missing information, similar to the way the brain builds images by filling in missing visual information from local context and previous experiences. In both the studies, the team found that fastMRI scans were as accurate as traditional scans and offered better quality.

In the new study, a total of 170 participants received a diagnostic knee MRI using a conventional MRI protocol, followed by an accelerated AI protocol between January 2020 and February 2021. All the examinations were reviewed by six musculoskeletal radiologists, who searched for signs of meniscal or ligament tears and bone marrow or cartilage abnormalities. The radiologists evaluating the scans were not aware which images were reconstructed with AI. In order to limit the potential for recall bias, the evaluations of the standard images and AI-accelerated images were spaced at least four weeks apart. The radiologists judged the AI-reconstructed images as diagnostically equivalent to the conventional images for detecting tears or abnormalities. They also found that the overall image quality of the accelerated scans was significantly better than the conventional images.

FastMRI does not require special equipment, according to the researchers. Technicians can program standard MRI machines to gather less data than is usually required. The fastMRI initiative has made its data, models, and code available as an open-source project for other researchers and manufacturers of commercial MRI systems. An MRI examination that takes as much as 30 minutes can be completed in less than five minutes by using fastMRI, making examination time for MRI comparable to that for X-rays or CT scans. However, unlike these imaging techniques, MRI provides incredibly rich information, from enabling views of soft tissues from different perspectives to highlighting small cartilage abnormalities to locating tumors in the abdomen.

“Our new study translates the results from the earlier laboratory-based study and applies it to actual patients,” said Michael P. Recht, MD, the Louis Marx Professor of Radiology and chair of the Department of Radiology at NYU Grossman School of Medicine. “FastMRI has the potential to dramatically change how we do MRI and increase accessibility of MRI to more patients.”

“The price we have paid traditionally for all of that rich information is time,” added Daniel K. Sodickson, MD, PhD, chief of innovation in the Department of Radiology and director of the Center for Advanced Imaging Innovation and Research. “If we can supercharge MRI to approach the speed of CT scans, we can make all of that important information available to everybody.”

Gold Member
Ultrasound System
FUTUS LE
Gold Member
Electrode Solution and Skin Prep
Signaspray
Imaging Table
Stille imagiQ2
Radiography System
ANTARIX II PLUS

Print article
Radcal

Channels

Nuclear Medicine

view channel
Image: The new SPECT/CT technique demonstrated impressive biomarker identification (Journal of Nuclear Medicine: doi.org/10.2967/jnumed.123.267189)

New SPECT/CT Technique Could Change Imaging Practices and Increase Patient Access

The development of lead-212 (212Pb)-PSMA–based targeted alpha therapy (TAT) is garnering significant interest in treating patients with metastatic castration-resistant prostate cancer. The imaging of 212Pb,... Read more

General/Advanced Imaging

view channel
Image: The Tyche machine-learning model could help capture crucial information. (Photo courtesy of 123RF)

New AI Method Captures Uncertainty in Medical Images

In the field of biomedicine, segmentation is the process of annotating pixels from an important structure in medical images, such as organs or cells. Artificial Intelligence (AI) models are utilized to... Read more

Imaging IT

view channel
Image: The new Medical Imaging Suite makes healthcare imaging data more accessible, interoperable and useful (Photo courtesy of Google Cloud)

New Google Cloud Medical Imaging Suite Makes Imaging Healthcare Data More Accessible

Medical imaging is a critical tool used to diagnose patients, and there are billions of medical images scanned globally each year. Imaging data accounts for about 90% of all healthcare data1 and, until... Read more
Copyright © 2000-2025 Globetech Media. All rights reserved.
162 queries executed
1
(117.06352233887): SET sql_mode = 'MYSQL40'
2 (82.015991210938): SELECT folder, element, published, params FROM jos_mambots WHERE published >= 1 AND access <= 0 AND folder = 'system' ORDER BY ordering
3 (412.94097900391): SELECT template FROM jos_templates_menu WHERE client_id = 0 AND ( menuid = 0 OR menuid = 294795971 ) ORDER BY menuid DESC LIMIT 1
4 (546.93222045898): DELETE FROM jos_session WHERE time < 1746022503 AND guest = 1 AND userid = 0
5 (66.041946411133): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1
6 (50.067901611328): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1
7 (42.915344238281): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1
8 (!!!!! 1198.0533599854): SELECT * FROM jos_menu WHERE id = 294795971
9 (!!!!! 2262.1154785156): SELECT dp.*, ch.title as channel, ch.name as channel_name, 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=294795971 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
10 (706.91108703613): SELECT dp.*, ch.title as channel, ch.name as channel_name, 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=294795971 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
11 (!!!!! 1052.1411895752): SELECT dp.*, ch.title as channel, ch.name as channel_name, 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=294795971 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
12 (!!!!! 1332.9982757568): SELECT * FROM jos_deeppockets WHERE 1=1 AND cat=10 AND type='deeppockets_item' AND published='1' AND (id<>294795971) AND (fid=212) ORDER BY id DESC, `created` DESC LIMIT 0,16
13 (!!!!! 2134.0847015381): SELECT * FROM jos_deeppockets WHERE 1=1 AND cat=10 AND type='deeppockets_item' AND published='1' AND (id<>294795971) AND (fid=212) ORDER BY id DESC, `created` DESC LIMIT 0,16
14 (!!!!! 10594.129562378): 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='P' AND jos_item.numberID= ( SELECT jos_number.id FROM jos_number WHERE jos_number.journalID IN (10) and jos_item.fid=212 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 ) AND (jos_number.channelID=294795971 OR jos_number.channelID=0) ORDER BY RAND() DESC LIMIT 3
15 (!!!!! 10875.940322876): 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='P' AND jos_item.numberID= ( SELECT jos_number.id FROM jos_number WHERE jos_number.journalID IN (10) and jos_item.fid=212 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 ) AND (jos_number.channelID=294795971 OR jos_number.channelID=0) ORDER BY RAND() DESC LIMIT 3
16 (!!!!! 3286.8385314941): 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='P' 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 ) AND (jos_number.channelID=294795971 OR jos_number.channelID=0) ORDER BY RAND() DESC LIMIT 3
17 (!!!!! 4231.9297790527): 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='P' 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 ) AND (jos_number.channelID=294795971 OR jos_number.channelID=0) ORDER BY RAND() DESC LIMIT 3
18 (!!!!! 2197.0272064209): SELECT name,id,title FROM jos_deeppockets WHERE id=212 LIMIT 1
19 (328.06396484375): SELECT name,id,title FROM jos_deeppockets WHERE id=212 LIMIT 1
20 (690.93704223633): 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=294795971 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
21 (926.01776123047): 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=294795971 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
22 (254.15420532227): 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=294795971 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
23 (267.98248291016): 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=294795971 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
24 (!!!!! 1106.0237884521): 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=294795971 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
25 (429.15344238281): 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=294795971 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
26 (436.06758117676): 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=294795971 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
27 (66.041946411133): 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=294795971 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
28 (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=294795971 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
29 (63.180923461914): 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=294795971 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
30 (142.09747314453): SELECT conference_items.channel_id, conference_items.tracking_code FROM conference_items LEFT JOIN conference_groups ON conference_groups.id = conference_items.group_id LEFT JOIN jos_deeppockets ON jos_deeppockets.id = conference_items.channel_id LEFT JOIN jos_journal ON jos_journal.cat = jos_deeppockets.cat AND jos_journal.real = 1 AND jos_journal.directory IS NOT NULL WHERE 1 = 1 ORDER BY conference_items.id
31 (804.90112304688): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294795971 LIMIT 1
32 (69.856643676758): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294795971 LIMIT 1
33 (349.99847412109): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets_archive AS dp WHERE dp.id = 294795971 LIMIT 1
34 (284.19494628906): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets_archive AS dp WHERE dp.id = 294795971 LIMIT 1
35 (!!!!! 1707.0770263672): SELECT id, title, module, position, content, showtitle, params FROM jos_modules AS m INNER JOIN jos_modules_menu AS mm ON mm.moduleid = m.id WHERE m.published = 1 AND m.access <= 0 AND m.client_id != 1 AND ( mm.menuid = 0 OR mm.menuid = 294795971 ) ORDER BY ordering
36 (!!!!! 3459.9304199219): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795971 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795971 AND published='1' LIMIT 1
37 (334.9781036377): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795971 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795971 AND published='1' LIMIT 1
38 (!!!!! 10002.851486206): SELECT * FROM jos_bannersmanager_banner WHERE `groupid` = 98 AND `site_id` = 10 AND `published` = 1
39 (!!!!! 9236.0973358154): SELECT * FROM jos_bannersmanager_banner WHERE `groupid` = 99 AND `site_id` = 10 AND `published` = 1
40 (!!!!! 3780.1265716553): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795971 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795971 AND published='1' LIMIT 1
41 (691.89071655273): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795971 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795971 AND published='1' LIMIT 1
42 (123.97766113281): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294795971 LIMIT 1
43 (60.796737670898): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294795971 LIMIT 1
44 (64.13459777832): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets_archive AS dp WHERE dp.id = 294795971 LIMIT 1
45 (54.836273193359): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets_archive AS dp WHERE dp.id = 294795971 LIMIT 1
46 (127.07710266113): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795971 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795971 AND published='1' LIMIT 1
47 (97.036361694336): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795971 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795971 AND published='1' LIMIT 1
48 (181.91337585449): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795971 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795971 AND published='1' LIMIT 1
49 (78.916549682617): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795971 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795971 AND published='1' LIMIT 1
50 (157.83309936523): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795971 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795971 AND published='1' LIMIT 1
51 (82.969665527344): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795971 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795971 AND published='1' LIMIT 1
52 (351.90582275391): SELECT name FROM jos_deeppockets WHERE id=294795971 LIMIT 1
53 (998.02017211914): SELECT name FROM jos_deeppockets_archive WHERE id=294795971 LIMIT 1
54 (176.90658569336): 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'
55 (92.029571533203): 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=294795971 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
56 (572.91984558105): 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=294795971 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
57 (!!!!! 6423.9501953125): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795971 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795971 AND published='1' LIMIT 1
58 (133.99124145508): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795971 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795971 AND published='1' LIMIT 1
59 (!!!!! 3859.9967956543): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795971 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795971 AND published='1' LIMIT 1
60 (107.0499420166): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795971 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795971 AND published='1' LIMIT 1
61 (!!!!! 3386.9743347168): 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 1
62 (!!!!! 2378.9405822754): SELECT fid FROM jos_deeppockets WHERE id=294795971 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294795971 AND published='1' LIMIT 1
63 (679.01611328125): 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=212 ORDER BY `ordering`
64 (905.99060058594): select jos_twitters.link from jos_twitters where cat=10
65 (51.021575927734): select jos_facebook.link from jos_facebook where cat=10
66 (113.96408081055): select jos_google_plus.link from jos_google_plus where cat=10
67 (828.98139953613): select jos_linkedin.link from jos_linkedin where cat=10
68 (77.962875366211): SELECT fid FROM jos_deeppockets WHERE id=294795971 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294795971 AND published='1' LIMIT 1
69 (51.975250244141): 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=212 ORDER BY `ordering`
70 (962.0189666748): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294795971 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
71 (552.89268493652): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294795971 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
72 (652.07481384277): 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`
73 (!!!!! 1570.9400177002): SELECT show_live FROM jos_com_show_setting LIMIT 1
74 (75.817108154297): SELECT show_live FROM jos_com_show_setting LIMIT 1
75 (49.114227294922): SELECT show_live FROM jos_com_show_setting LIMIT 1
76 (39.815902709961): SELECT show_live FROM jos_com_show_setting LIMIT 1
77 (41.007995605469): SELECT show_live FROM jos_com_show_setting LIMIT 1
78 (79.870223999023): SELECT show_live FROM jos_com_show_setting LIMIT 1
79 (46.014785766602): SELECT show_live FROM jos_com_show_setting LIMIT 1
80 (82.969665527344): SELECT show_live FROM jos_com_show_setting LIMIT 1
81 (152.1110534668): SELECT show_live FROM jos_com_show_setting LIMIT 1
82 (70.810317993164): SELECT show_live FROM jos_com_show_setting LIMIT 1
83 (71.048736572266): SELECT show_live FROM jos_com_show_setting LIMIT 1
84 (49.114227294922): SELECT show_live FROM jos_com_show_setting LIMIT 1
85 (76.055526733398): SELECT show_live FROM jos_com_show_setting LIMIT 1
86 (43.153762817383): SELECT show_live FROM jos_com_show_setting LIMIT 1
87 (!!!!! 3883.8386535645): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294795971 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
88 (67.949295043945): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294795971 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
89 (56.028366088867): 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 (96.797943115234): SELECT show_live FROM jos_com_show_setting LIMIT 1
91 (44.107437133789): SELECT show_live FROM jos_com_show_setting LIMIT 1
92 (36.954879760742): SELECT show_live FROM jos_com_show_setting LIMIT 1
93 (36.954879760742): SELECT show_live FROM jos_com_show_setting LIMIT 1
94 (61.988830566406): SELECT show_live FROM jos_com_show_setting LIMIT 1
95 (39.100646972656): SELECT show_live FROM jos_com_show_setting LIMIT 1
96 (!!!!! 2162.9333496094): SELECT show_live FROM jos_com_show_setting LIMIT 1
97 (107.0499420166): SELECT show_live FROM jos_com_show_setting LIMIT 1
98 (58.174133300781): SELECT show_live FROM jos_com_show_setting LIMIT 1
99 (42.915344238281): SELECT show_live FROM jos_com_show_setting LIMIT 1
100 (44.107437133789): SELECT show_live FROM jos_com_show_setting LIMIT 1
101 (92.983245849609): SELECT show_live FROM jos_com_show_setting LIMIT 1
102 (44.107437133789): SELECT show_live FROM jos_com_show_setting LIMIT 1
103 (39.100646972656): SELECT show_live FROM jos_com_show_setting LIMIT 1
104 (!!!!! 2769.947052002): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795971 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795971 AND published='1' LIMIT 1
105 (140.90538024902): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795971 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795971 AND published='1' LIMIT 1
106 (100.13580322266): 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=294795971 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
107 (704.05006408691): 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=294795971 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
108 (!!!!! 4869.9378967285): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795971 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795971 AND published='1' LIMIT 1
109 (107.0499420166): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795971 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795971 AND published='1' LIMIT 1
110 (85.115432739258): 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=294795971 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
111 (860.92948913574): 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=294795971 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
112 (!!!!! 1768.1121826172): 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 (!!!!! 1737.117767334): 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 (769.85359191895): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795971 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795971 AND published='1' LIMIT 1
115 (!!!!! 1077.8903961182): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795971 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795971 AND published='1' LIMIT 1
116 (!!!!! 1654.8633575439): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795971 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795971 AND published='1' LIMIT 1
117 (119.92454528809): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795971 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795971 AND published='1' LIMIT 1
118 (102.04315185547): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795971 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795971 AND published='1' LIMIT 1
119 (71.048736572266): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795971 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795971 AND published='1' LIMIT 1
120 (571.96617126465): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`
121 (!!!!! 99975.109100342): 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 (154.97207641602): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795971 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795971 AND published='1' LIMIT 1
123 (89.883804321289): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795971 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795971 AND published='1' LIMIT 1
124 (632.04765319824): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294795971 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294795971 AND type='deeppockets_item' AND published='1' LIMIT 1
125 (!!!!! 1305864.0956879): ( 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 (205.99365234375): ( 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 (!!!!! 1302.95753479): 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 (81.062316894531): 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 (387.90702819824): 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 (60.796737670898): 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 (385.04600524902): 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 (97.990036010742): 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 (530.00450134277): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795971 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
134 (434.87548828125): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795971 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
135 (402.92739868164): SELECT name FROM jos_deeppockets WHERE id=212
136 (97.990036010742): SELECT name FROM jos_deeppockets WHERE id=212
137 (647.06802368164): 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 '((;)|(^))212((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3
138 (577.92663574219): SELECT *, DATE_FORMAT(publish_up,'%d %b %Y') AS date_publish_up, DATE_FORMAT(publish_down,'%d %b %Y') AS date_publish_down FROM jos_events WHERE state=1 AND publish_up > NOW() and extra_info REGEXP '((;)|(^))212((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3
139 (105.14259338379): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795971 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795971 AND published='1' LIMIT 1
140 (61.988830566406): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795971 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795971 AND published='1' LIMIT 1
141 (!!!!! 21252.155303955): TRUNCATE TABLE jos_trademed_module
142 (!!!!! 6719.1123962402): 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=294795971 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
143 (714.06364440918): 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=294795971 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
144 (391.00646972656): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795971 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
145 (111.10305786133): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795971 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
146 (71.048736572266): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795971 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795971 AND published='1' LIMIT 1
147 (43.153762817383): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795971 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795971 AND published='1' LIMIT 1
148 (!!!!! 1219.9878692627): 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 (!!!!! 2640.962600708): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795971 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795971 AND published='1' LIMIT 1
150 (!!!!! 1260.9958648682): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795971 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795971 AND published='1' LIMIT 1
151 (!!!!! 3396.0342407227): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294795971 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294795971 AND type='deeppockets_item' AND published='1' LIMIT 1
152 (55.074691772461): 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=212 or channel_id is null)
153 (43.869018554688): 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=212 or channel_id is null)
154 (39.100646972656): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1
155 (!!!!! 3396.9879150391): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795971 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795971 AND published='1' LIMIT 1
156 (106.8115234375): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795971 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795971 AND published='1' LIMIT 1
157 (145.91217041016): select jos_twitters.link from jos_twitters where cat=10
158 (30.994415283203): select jos_facebook.link from jos_facebook where cat=10
159 (29.087066650391): select jos_google_plus.link from jos_google_plus where cat=10
160 (28.133392333984): select jos_linkedin.link from jos_linkedin where cat=10
161 (289.9169921875): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)
162 (!!!!! 5870.1038360596): insert into jos_banners_delta values (14615,'2025-04-30 14:30:06','18.223.33.204','view'),(14202,'2025-04-30 14:30:06','18.223.33.204','view'),(14203,'2025-04-30 14:30:06','18.223.33.204','view')