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AI Tool Uses Chest X-Rays to Identify COVID-19 Patients Likely to Develop Life-Threatening Complications with 80% Accuracy

By MedImaging International staff writers
Posted on 13 May 2021
Trained to see patterns by analyzing thousands of chest X-rays, a computer program predicted with up to 80% accuracy which patients with COVID-19 would develop life-threatening complications within four days.

Developed by researchers at NYU Grossman School of Medicine (New York, NY, USA), the program used several hundred gigabytes of data gleaned from 5,224 chest X-rays taken from 2,943 seriously ill patients infected with SARS-CoV-2, the virus behind the infections.

The authors of the study cited the “pressing need” for the ability to quickly predict which patients with COVID-19 are likely to have lethal complications so that treatment resources can best be matched to those at increased risk. More...
For reasons not yet fully understood, the health of some patients with the disease suddenly worsens, requires intensive care, and increases their chances of dying. In a bid to address this need, the NYU Langone team fed not only X-ray information into their computer analysis, but also patients’ age, race, and gender, along with several vital signs and laboratory test results, including weight, body temperature, and blood immune cell levels. Also factored into their mathematical models, which can learn from examples, was the need for a mechanical ventilator and whether each patient survived (2,405) or died (538) from their infections.

Researchers then tested the predictive value of the software tool on 770 chest X-rays from 718 other patients admitted for COVID-19 through the emergency department at NYU Langone hospitals from March 3 to June 28, 2020. The computer program accurately predicted four out of five infected patients who required intensive care and mechanical ventilation and/or died within four days of admission.

A major advantage to machine intelligence programs such as this is that its accuracy can be tracked, updated, and improved with more data. The team plans to add more patient information as it becomes available and is also evaluating what additional clinical test results could be used to improve their test model. As part of further research, the team hopes to soon deploy NYU Langone’s COVID-19 classification test to emergency physicians and radiologists and is working with physicians to draft clinical guidelines for its use.

“Emergency room physicians and radiologists need effective tools like our program to quickly identify those patients with COVID-19 whose condition is most likely to deteriorate quickly so that healthcare providers can monitor them more closely and intervene earlier,” said study co-lead investigator Farah Shamout, PhD, an assistant professor in computer engineering at New York University’s campus in Abu Dhabi.

“We believe that our COVID-19 classification test represents the largest application of artificial intelligence in radiology to address some of the most urgent needs of patients and caregivers during the pandemic,” added Yiqiu “Artie” Shen, MS, a doctoral student at the NYU Center for Data Science.

Related Links:
NYU Grossman School of Medicine


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88 (29.087066650391): SELECT show_live FROM jos_com_show_setting LIMIT 1
89 (35.04753112793): SELECT show_live FROM jos_com_show_setting LIMIT 1
90 (29.087066650391): SELECT show_live FROM jos_com_show_setting LIMIT 1
91 (!!!!! 3484.9643707275): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294788253 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
92 (83.92333984375): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294788253 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
93 (41.961669921875): 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`
94 (!!!!! 3644.9432373047): SELECT show_live FROM jos_com_show_setting LIMIT 1
95 (94.175338745117): SELECT show_live FROM jos_com_show_setting LIMIT 1
96 (43.869018554688): SELECT show_live FROM jos_com_show_setting LIMIT 1
97 (33.140182495117): SELECT show_live FROM jos_com_show_setting LIMIT 1
98 (30.040740966797): SELECT show_live FROM jos_com_show_setting LIMIT 1
99 (28.848648071289): SELECT show_live FROM jos_com_show_setting LIMIT 1
100 (28.848648071289): SELECT show_live FROM jos_com_show_setting LIMIT 1
101 (29.087066650391): SELECT show_live FROM jos_com_show_setting LIMIT 1
102 (29.087066650391): SELECT show_live FROM jos_com_show_setting LIMIT 1
103 (28.848648071289): SELECT show_live FROM jos_com_show_setting LIMIT 1
104 (28.848648071289): SELECT show_live FROM jos_com_show_setting LIMIT 1
105 (28.848648071289): SELECT show_live FROM jos_com_show_setting LIMIT 1
106 (28.848648071289): SELECT show_live FROM jos_com_show_setting LIMIT 1
107 (30.994415283203): SELECT show_live FROM jos_com_show_setting LIMIT 1
108 (94.890594482422): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294788253 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294788253 AND published='1' LIMIT 1
109 (44.107437133789): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294788253 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294788253 AND published='1' LIMIT 1
110 (71.048736572266): 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=294788253 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
111 (84.877014160156): 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=294788253 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
112 (87.02278137207): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294788253 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294788253 AND published='1' LIMIT 1
113 (49.114227294922): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294788253 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294788253 AND published='1' LIMIT 1
114 (442.0280456543): 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=294788253 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
115 (491.14227294922): 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=294788253 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
116 (64.849853515625): 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=294788252 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
117 (374.07875061035): 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=294788252 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
118 (699.04327392578): 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
119 (468.96934509277): 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
120 (72.002410888672): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294788253 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294788253 AND published='1' LIMIT 1
121 (61.03515625): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294788253 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294788253 AND published='1' LIMIT 1
122 (51.975250244141): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294788253 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294788253 AND published='1' LIMIT 1
123 (39.815902709961): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294788253 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294788253 AND published='1' LIMIT 1
124 (45.061111450195): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294788253 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294788253 AND published='1' LIMIT 1
125 (38.862228393555): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294788253 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294788253 AND published='1' LIMIT 1
126 (44.107437133789): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294788253 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294788253 AND published='1' LIMIT 1
127 (47.922134399414): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294788253 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294788253 AND published='1' LIMIT 1
128 (317.09671020508): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`
129 (!!!!! 43514.013290405): 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
130 (!!!!! 1163.0058288574): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294788253 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294788253 AND type='deeppockets_item' AND published='1' LIMIT 1
131 (!!!!! 19806.146621704): ( 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
132 (87.976455688477): ( 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
133 (85.115432739258): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294803337 LIMIT 1
134 (154.97207641602): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294803337 LIMIT 1
135 (!!!!! 5751.8482208252): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294803276 LIMIT 1
136 (!!!!! 3743.1716918945): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294803276 LIMIT 1
137 (!!!!! 3309.0114593506): 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 1
138 (!!!!! 1121.0441589355): 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 1
139 (88.930130004883): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294802958 LIMIT 1
140 (46.014785766602): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294802958 LIMIT 1
141 (!!!!! 1430.0346374512): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294788253 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
142 (880.95664978027): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294788253 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
143 (459.90943908691): SELECT name FROM jos_deeppockets WHERE id=211
144 (37.908554077148): SELECT name FROM jos_deeppockets WHERE id=211
145 (853.06167602539): 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 '((;)|(^))211((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3
146 (679.96978759766): SELECT *, DATE_FORMAT(publish_up,'%d %b %Y') AS date_publish_up, DATE_FORMAT(publish_down,'%d %b %Y') AS date_publish_down FROM jos_events WHERE state=1 AND publish_up > NOW() and extra_info REGEXP '((;)|(^))211((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3
147 (!!!!! 3590.1069641113): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294788253 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294788253 AND published='1' LIMIT 1
148 (288.00964355469): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294788253 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294788253 AND published='1' LIMIT 1
149 (!!!!! 12389.898300171): TRUNCATE TABLE jos_trademed_module
150 (!!!!! 1189.9471282959): 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=294788253 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
151 (216.00723266602): 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=294788253 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
152 (!!!!! 1394.9871063232): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294788253 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
153 (656.8431854248): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294788253 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
154 (658.03527832031): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294788253 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294788253 AND published='1' LIMIT 1
155 (58.889389038086): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294788253 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294788253 AND published='1' LIMIT 1
156 (!!!!! 3026.9622802734): 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
157 (856.16111755371): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294788253 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294788253 AND published='1' LIMIT 1
158 (182.8670501709): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294788253 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294788253 AND published='1' LIMIT 1
159 (328.06396484375): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294788253 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294788253 AND type='deeppockets_item' AND published='1' LIMIT 1
160 (132.79914855957): 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)
161 (92.983245849609): 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)
162 (602.00691223145): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1
163 (!!!!! 1309.1564178467): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294788253 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294788253 AND published='1' LIMIT 1
164 (138.99803161621): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294788253 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294788253 AND published='1' LIMIT 1
165 (972.98622131348): select jos_twitters.link from jos_twitters where cat=10
166 (56.982040405273): select jos_facebook.link from jos_facebook where cat=10
167 (41.961669921875): select jos_google_plus.link from jos_google_plus where cat=10
168 (31.948089599609): select jos_linkedin.link from jos_linkedin where cat=10