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Neuroimaging Devised to Help Predict Future Behavior

By MedImaging International staff writers
Posted on 02 Feb 2015

A review article has focused on a number of recent studies showing that brain imaging can help predict an individual’s future learning, criminality, health-related behaviors, and response to drug or behavioral treatments. The technology may offer new strategies for customizing educational and clinical practices.

Noninvasive brain scans, such as functional magnetic resonance imaging (MRI), have led to new insights about the human brain; however they have had only limited impacts on people’s day-to-day lives. Dr. John Gabrieli, from Massachusetts Institute of Technology (MIT; Cambridge, MA, USA) and his colleagues reported on the predictive power of brain imaging across a range of different future behaviors, including infants’ later performance in reading, students’ later performance in math, criminals’ likelihood of becoming repeat offenders, adolescents’ future drug and alcohol use, and addicts’ probability of relapse. “Presently, we often wait for failure, in school or in mental health, to prompt attempts to help, but by then a lot of harm has occurred,” said Dr. Gabrieli. “If we can use neuroimaging to identify individuals at high risk for future failure, we may be able to help those individuals avoid such failure altogether.”

Moreover, the investigators stressed to the distinct ethical and societal issues that are raised by studies attempting to predict individuals’ behavior. “We will need to make sure that knowledge of future behavior is used to personalize educational and medical practices, and not be used to limit support for individuals at higher risk of failure,” stated Dr. Gabrieli. “For example, rather than simply identifying individuals to be more or less likely to succeed in a program of education, such information could be used to promote differentiated education for those less likely to succeed with the standard education program.”

The new findings were published in the January 7, 2015, issue of the Cell Press journal Neuron.

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71 (264.88304138184): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294757046 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

72 (42.915344238281): 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 (56.982040405273): SELECT show_live FROM jos_com_show_setting LIMIT 1

74 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

75 (30.994415283203): SELECT show_live FROM jos_com_show_setting LIMIT 1

76 (30.994415283203): SELECT show_live FROM jos_com_show_setting LIMIT 1

77 (50.067901611328): SELECT show_live FROM jos_com_show_setting LIMIT 1

78 (41.007995605469): SELECT show_live FROM jos_com_show_setting LIMIT 1

79 (43.869018554688): SELECT show_live FROM jos_com_show_setting LIMIT 1

80 (35.04753112793): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (32.186508178711): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (30.994415283203): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (30.040740966797): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (30.994415283203): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (30.994415283203): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (30.994415283203): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (54.836273193359): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294757046 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

88 (33.140182495117): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294757046 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

89 (36.954879760742): 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 (56.982040405273): SELECT show_live FROM jos_com_show_setting LIMIT 1

91 (34.093856811523): SELECT show_live FROM jos_com_show_setting LIMIT 1

92 (30.040740966797): SELECT show_live FROM jos_com_show_setting LIMIT 1

93 (30.994415283203): SELECT show_live FROM jos_com_show_setting LIMIT 1

94 (30.040740966797): SELECT show_live FROM jos_com_show_setting LIMIT 1

95 (30.994415283203): SELECT show_live FROM jos_com_show_setting LIMIT 1

96 (731.9450378418): SELECT show_live FROM jos_com_show_setting LIMIT 1

97 (64.13459777832): SELECT show_live FROM jos_com_show_setting LIMIT 1

98 (34.093856811523): SELECT show_live FROM jos_com_show_setting LIMIT 1

99 (30.994415283203): SELECT show_live FROM jos_com_show_setting LIMIT 1

100 (30.040740966797): SELECT show_live FROM jos_com_show_setting LIMIT 1

101 (29.802322387695): SELECT show_live FROM jos_com_show_setting LIMIT 1

102 (30.040740966797): SELECT show_live FROM jos_com_show_setting LIMIT 1

103 (30.994415283203): SELECT show_live FROM jos_com_show_setting LIMIT 1

104 (69.856643676758): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294757046 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294757046 AND published='1' LIMIT 1

105 (49.114227294922): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294757046 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294757046 AND published='1' LIMIT 1

106 (60.081481933594): 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=294757046 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

107 (51.975250244141): 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=294757046 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

108 (101.08947753906): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294757046 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294757046 AND published='1' LIMIT 1

109 (65.088272094727): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294757046 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294757046 AND published='1' LIMIT 1

110 (51.975250244141): 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=294757046 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

111 (504.0168762207): 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=294757046 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

112 (670.9098815918): 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 (481.12869262695): 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 (122.0703125): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294757046 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294757046 AND published='1' LIMIT 1

115 (139.95170593262): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294757046 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294757046 AND published='1' LIMIT 1

116 (79.870223999023): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294757046 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294757046 AND published='1' LIMIT 1

117 (47.922134399414): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294757046 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294757046 AND published='1' LIMIT 1

118 (94.890594482422): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294757046 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294757046 AND published='1' LIMIT 1

119 (58.889389038086): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294757046 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294757046 AND published='1' LIMIT 1

120 (325.91819763184): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

121 (!!!!! 30449.867248535): 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 (199.0795135498): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294757046 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294757046 AND published='1' LIMIT 1

123 (81.062316894531): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294757046 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294757046 AND published='1' LIMIT 1

124 (514.03045654297): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294757046 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294757046 AND type='deeppockets_item' AND published='1' LIMIT 1

125 (!!!!! 937912.940979): ( 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 (106.0962677002): ( 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 (!!!!! 2003.1929016113): 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 (71.048736572266): 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 (277.99606323242): 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 (45.061111450195): 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 (162.83988952637): 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 (38.862228393555): 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 (545.97854614258): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294757046 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

134 (427.0076751709): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294757046 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

135 (207.18574523926): SELECT name FROM jos_deeppockets WHERE id=213

136 (51.021575927734): SELECT name FROM jos_deeppockets WHERE id=213

137 (772.95303344727): 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 '((;)|(^))213((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

138 (679.01611328125): 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 '((;)|(^))213((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

139 (110.14938354492): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294757046 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294757046 AND published='1' LIMIT 1

140 (79.870223999023): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294757046 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294757046 AND published='1' LIMIT 1

141 (!!!!! 14029.026031494): TRUNCATE TABLE jos_trademed_module

142 (139.95170593262): 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=294757046 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

143 (80.82389831543): 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=294757046 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

144 (663.99574279785): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294757046 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

145 (90.122222900391): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294757046 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

146 (113.01040649414): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294757046 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294757046 AND published='1' LIMIT 1

147 (77.962875366211): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294757046 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294757046 AND published='1' LIMIT 1

148 (!!!!! 1881.8378448486): 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 (118.01719665527): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294757046 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294757046 AND published='1' LIMIT 1

150 (78.916549682617): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294757046 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294757046 AND published='1' LIMIT 1

151 (103.95050048828): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294757046 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294757046 AND type='deeppockets_item' AND published='1' LIMIT 1

152 (56.982040405273): select distinct links.* from jos_textlinks links join jos_textlinks_placement placement on links.id=placement.link_id where journal_id=(10) and (channel_id=213 or channel_id is null)

153 (49.114227294922): 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=213 or channel_id is null)

154 (64.849853515625): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

155 (105.85784912109): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294757046 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294757046 AND published='1' LIMIT 1

156 (75.817108154297): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294757046 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294757046 AND published='1' LIMIT 1

157 (166.89300537109): select jos_twitters.link from jos_twitters where cat=10

158 (41.007995605469): select jos_facebook.link from jos_facebook where cat=10

159 (33.140182495117): select jos_google_plus.link from jos_google_plus where cat=10

160 (32.186508178711): select jos_linkedin.link from jos_linkedin where cat=10

161 (338.07754516602): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)

162 (!!!!! 1363.99269104): insert into jos_banners_delta values (14615,'2025-06-18 01:52:19','216.73.216.120','view'),(14202,'2025-06-18 01:52:19','216.73.216.120','view'),(14203,'2025-06-18 01:52:19','216.73.216.120','view')

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