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AI Model Analyzes Patient Data to Diagnose Multiple Sclerosis With 90% Accuracy

By MedImaging International staff writers
Posted on 01 May 2025

Image: The new AI model improves MS diagnostics (Photo courtesy of 123RF)

Multiple sclerosis (MS) is a chronic inflammatory condition affecting the central nervous system. Most patients initially experience the relapsing-remitting form (RRMS), characterized by periods of symptom flare-ups followed by stability. Over time, many individuals transition to secondary progressive MS (SPMS), where symptoms gradually worsen without noticeable breaks. Identifying this transition is critical, as the two forms of MS require different treatment approaches. Currently, the diagnosis is typically made an average of three years after the transition begins, which can result in patients receiving treatments that are no longer effective. Now, a new artificial intelligence (AI) model can predict with 90 percent certainty which form of MS a patient has. This model enhances the likelihood of starting the correct treatment promptly, helping to slow disease progression.

The AI model, developed by researchers at Uppsala University (Uppsala, Sweden), synthesizes clinical data from over 22,000 patients in the Swedish MS Registry. The model is based on data routinely collected during regular healthcare visits, including neurological tests, magnetic resonance imaging (MRI) scans, and ongoing treatments. In a study published in Digital Medicine, the model was able to identify the transition to secondary progressive MS correctly or earlier than recorded in the patient's medical history in nearly 87 percent of cases, achieving an overall accuracy of around 90 percent. For patients, this means an earlier diagnosis, allowing for timely adjustments in treatment to slow the disease's progression. This also reduces the likelihood of patients receiving medications that are no longer effective. In the future, the model could be used to identify appropriate candidates for clinical trials, potentially leading to more effective and personalized treatment strategies.

“By recognizing patterns from previous patients, the model can determine whether a patient has the relapsing-remitting form or whether the disease has transitioned to secondary progressive MS,” said Kim Kultima, researcher at the Department of Medical Sciences, Uppsala University, who led the study. “What is unique about the model is that it also indicates how confident it is in each individual assessment. This means that the doctor will know how reliable the conclusion is and how confident the AI is in its assessment.”

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75 (34.093856811523): SELECT show_live FROM jos_com_show_setting LIMIT 1

76 (68.902969360352): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294804833 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

77 (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`

78 (82.015991210938): SELECT show_live FROM jos_com_show_setting LIMIT 1

79 (48.160552978516): SELECT show_live FROM jos_com_show_setting LIMIT 1

80 (45.061111450195): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (41.961669921875): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (60.081481933594): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (41.961669921875): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (52.928924560547): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (43.153762817383): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (41.961669921875): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (41.961669921875): SELECT show_live FROM jos_com_show_setting LIMIT 1

88 (43.153762817383): SELECT show_live FROM jos_com_show_setting LIMIT 1

89 (43.869018554688): SELECT show_live FROM jos_com_show_setting LIMIT 1

90 (41.007995605469): SELECT show_live FROM jos_com_show_setting LIMIT 1

91 (39.100646972656): SELECT show_live FROM jos_com_show_setting LIMIT 1

92 (108.95729064941): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804833 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804833 AND published='1' LIMIT 1

93 (120.87821960449): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804833 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804833 AND published='1' LIMIT 1

94 (92.983245849609): 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=294804833 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

95 (116.10984802246): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804833 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804833 AND published='1' LIMIT 1

96 (99.897384643555): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804833 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804833 AND published='1' LIMIT 1

97 (689.98336791992): 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=294804833 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

98 (646.11434936523): 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=294804829 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

99 (964.16473388672): 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

100 (607.96737670898): 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

101 (183.8207244873): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804833 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804833 AND published='1' LIMIT 1

102 (76.055526733398): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804833 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804833 AND published='1' LIMIT 1

103 (84.877014160156): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804833 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804833 AND published='1' LIMIT 1

104 (64.13459777832): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804833 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804833 AND published='1' LIMIT 1

105 (79.870223999023): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804833 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804833 AND published='1' LIMIT 1

106 (57.93571472168): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804833 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804833 AND published='1' LIMIT 1

107 (77.009201049805): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804833 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804833 AND published='1' LIMIT 1

108 (62.942504882812): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804833 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804833 AND published='1' LIMIT 1

109 (519.0372467041): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

110 (!!!!! 38969.039916992): 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

111 (759.12475585938): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294804833 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294804833 AND type='deeppockets_item' AND published='1' LIMIT 1

112 (!!!!! 35667.896270752): ( 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

113 (100.13580322266): ( 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

114 (463.00888061523): 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

115 (67.949295043945): 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

116 (359.05838012695): 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

117 (70.095062255859): 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

118 (46.014785766602): 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

119 (66.995620727539): 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

120 (349.04479980469): 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

121 (56.028366088867): 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

122 (494.00329589844): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804833 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

123 (240.80276489258): SELECT name FROM jos_deeppockets WHERE id=212

124 (46.014785766602): SELECT name FROM jos_deeppockets WHERE id=212

125 (786.06605529785): 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

126 (859.02214050293): 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

127 (94.890594482422): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804833 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804833 AND published='1' LIMIT 1

128 (59.843063354492): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804833 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804833 AND published='1' LIMIT 1

129 (!!!!! 27769.088745117): TRUNCATE TABLE jos_trademed_module

130 (344.99168395996): 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=294804833 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

131 (533.8191986084): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804833 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

132 (375.98609924316): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804833 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

133 (107.0499420166): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804833 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804833 AND published='1' LIMIT 1

134 (68.902969360352): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804833 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804833 AND published='1' LIMIT 1

135 (!!!!! 2505.0640106201): 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

136 (!!!!! 4549.9801635742): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804833 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804833 AND published='1' LIMIT 1

137 (!!!!! 6977.7965545654): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804833 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804833 AND published='1' LIMIT 1

138 (288.96331787109): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294804833 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294804833 AND type='deeppockets_item' AND published='1' LIMIT 1

139 (686.8839263916): 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)

140 (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=0 or channel_id is null)

141 (263.92936706543): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

142 (!!!!! 7874.9656677246): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804833 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804833 AND published='1' LIMIT 1

143 (!!!!! 1219.9878692627): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294804833 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294804833 AND published='1' LIMIT 1

144 (170.94612121582): select jos_twitters.link from jos_twitters where cat=10

145 (351.90582275391): select jos_facebook.link from jos_facebook where cat=10

146 (41.007995605469): select jos_google_plus.link from jos_google_plus where cat=10

147 (36.001205444336): select jos_linkedin.link from jos_linkedin where cat=10

148 (!!!!! 1124.8588562012): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)

149 (!!!!! 15031.099319458): insert into jos_banners_delta values (14615,'2025-07-31 12:18:27','216.73.216.8','view'),(14202,'2025-07-31 12:18:27','216.73.216.8','view'),(14203,'2025-07-31 12:18:27','216.73.216.8','view')

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