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AI Software Analyzes Neuroimaging Data and Patient Information to Diagnose 10 Types of Dementia

By MedImaging International staff writers
Posted on 02 Sep 2024

Image: The new AI software could make diagnosing dementia easier and faster for doctors (Photo courtesy of 123RF)

Alzheimer’s disease is the leading cause of dementia, which broadly refers to impairments in cognitive functions such as memory and language that affect daily living. However, diagnosing dementia is challenging due to the possible coexistence of multiple dementia causes, often making it difficult to identify the precise cause until it is too late for effective intervention. A new artificial intelligence (AI) tool has been developed to accurately diagnose the cause of cognitive decline, aiding doctors in establishing a more accurate diagnosis quickly.

Developed by a team of researchers from Boston University (Boston, MA, USA) and external collaborators, the AI tool utilizes a range of commonly collected patient information, including medical history, medication usage, demographic details, and results from neurological and neuropsychological exams, alongside neuroimaging data such as MRI scans. This information is processed by the AI software to predict the type of dementia and provide a confidence score. The algorithm which has been trained with data from over 50,000 individuals across nine global datasets is capable of diagnosing 10 different dementia types, such as vascular dementia and frontotemporal dementia, even when they are present simultaneously.

The effectiveness of this AI tool was evaluated by having neurologists assess 100 cases both with and without the assistance of the AI software. The results, published in Nature Medicine, demonstrated that the AI-enhanced evaluations increased diagnostic accuracy by 26%. With a global shortage of neurology specialists and a rising number of dementia patients, this discrepancy strains healthcare systems. An AI diagnostic tool could significantly alleviate the burden on healthcare professionals who are pressed for time and resources. The research team is now focused on advancing this AI tool into clinical settings for broader testing, aiming to integrate it into hospitals and practices for routine use.

“We believe AI can help by identifying these disorders early and assisting doctors in managing their patients more effectively, preventing the diseases from getting worse,” said Boston University’s Vijaya B. Kolachalama, an expert on using computers to aid medical diagnoses, who developed the AI tool.

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68 (30.994415283203): SELECT fid FROM jos_deeppockets WHERE id=294802335 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294802335 AND published='1' LIMIT 1

69 (45.061111450195): 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 (273.9429473877): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294802335 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

71 (216.00723266602): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294802335 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

72 (43.869018554688): 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 (50.067901611328): SELECT show_live FROM jos_com_show_setting LIMIT 1

74 (30.040740966797): SELECT show_live FROM jos_com_show_setting LIMIT 1

75 (29.087066650391): SELECT show_live FROM jos_com_show_setting LIMIT 1

76 (28.848648071289): SELECT show_live FROM jos_com_show_setting LIMIT 1

77 (27.179718017578): SELECT show_live FROM jos_com_show_setting LIMIT 1

78 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

79 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

80 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (42.915344238281): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294802335 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

88 (30.994415283203): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294802335 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

89 (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 (64.849853515625): SELECT show_live FROM jos_com_show_setting LIMIT 1

91 (31.948089599609): SELECT show_live FROM jos_com_show_setting LIMIT 1

92 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

93 (47.922134399414): SELECT show_live FROM jos_com_show_setting LIMIT 1

94 (34.093856811523): SELECT show_live FROM jos_com_show_setting LIMIT 1

95 (28.848648071289): SELECT show_live FROM jos_com_show_setting LIMIT 1

96 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

97 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

98 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

99 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

100 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

101 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

102 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

103 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

104 (95.844268798828): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802335 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802335 AND published='1' LIMIT 1

105 (62.942504882812): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802335 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802335 AND published='1' LIMIT 1

106 (87.976455688477): 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=294802335 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

107 (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_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=294802335 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

108 (82.969665527344): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802335 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802335 AND published='1' LIMIT 1

109 (45.061111450195): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802335 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802335 AND published='1' LIMIT 1

110 (49.829483032227): 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=294802335 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

111 (571.01249694824): 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=294802335 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

112 (582.93342590332): 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 (391.00646972656): 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 (78.916549682617): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802335 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802335 AND published='1' LIMIT 1

115 (59.127807617188): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802335 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802335 AND published='1' LIMIT 1

116 (51.021575927734): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802335 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802335 AND published='1' LIMIT 1

117 (36.954879760742): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802335 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802335 AND published='1' LIMIT 1

118 (45.061111450195): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802335 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802335 AND published='1' LIMIT 1

119 (39.100646972656): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802335 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802335 AND published='1' LIMIT 1

120 (87.976455688477): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802335 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802335 AND published='1' LIMIT 1

121 (36.954879760742): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802335 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802335 AND published='1' LIMIT 1

122 (355.00526428223): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

123 (!!!!! 20728.826522827): 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

124 (731.9450378418): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294802335 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294802335 AND type='deeppockets_item' AND published='1' LIMIT 1

125 (!!!!! 7571.9356536865): ( 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 (81.062316894531): ( 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 (41.007995605469): 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

128 (29.087066650391): 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

129 (66.041946411133): 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

130 (43.869018554688): 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

131 (257.96890258789): 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

132 (61.03515625): 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

133 (32.901763916016): 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

134 (27.894973754883): 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

135 (396.0132598877): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802335 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

136 (256.06155395508): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802335 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

137 (38.14697265625): SELECT name FROM jos_deeppockets WHERE id=212

138 (28.848648071289): SELECT name FROM jos_deeppockets WHERE id=212

139 (535.96496582031): 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

140 (425.10032653809): 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

141 (61.988830566406): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802335 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802335 AND published='1' LIMIT 1

142 (46.968460083008): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802335 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802335 AND published='1' LIMIT 1

143 (!!!!! 8583.0688476562): TRUNCATE TABLE jos_trademed_module

144 (124.93133544922): 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=294802335 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

145 (73.909759521484): 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=294802335 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

146 (923.87199401855): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802335 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

147 (56.982040405273): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802335 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

148 (73.909759521484): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802335 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802335 AND published='1' LIMIT 1

149 (46.968460083008): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802335 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802335 AND published='1' LIMIT 1

150 (!!!!! 1299.1428375244): 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

151 (63.896179199219): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802335 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802335 AND published='1' LIMIT 1

152 (61.988830566406): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802335 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802335 AND published='1' LIMIT 1

153 (40.054321289062): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294802335 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294802335 AND type='deeppockets_item' AND published='1' LIMIT 1

154 (34.809112548828): 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)

155 (31.948089599609): 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)

156 (35.04753112793): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

157 (67.949295043945): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802335 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802335 AND published='1' LIMIT 1

158 (48.160552978516): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802335 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802335 AND published='1' LIMIT 1

159 (39.100646972656): select jos_twitters.link from jos_twitters where cat=10

160 (39.815902709961): select jos_facebook.link from jos_facebook where cat=10

161 (46.014785766602): select jos_google_plus.link from jos_google_plus where cat=10

162 (46.014785766602): select jos_linkedin.link from jos_linkedin where cat=10

163 (346.89903259277): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)

164 (!!!!! 1212.1200561523): insert into jos_banners_delta values (14615,'2025-08-01 09:22:42','216.73.216.8','view'),(14202,'2025-08-01 09:22:42','216.73.216.8','view'),(14203,'2025-08-01 09:22:42','216.73.216.8','view')

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