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AAPM 2025 - 67th Annual Meeting & Exhibition of the American Association of Physicists in Medicine

Innovative Use of fMRI Neurotechnology to Solve a Classic Social Problem

By MedImaging International staff writers
Posted on 24 Sep 2009

Economists and neuroscientists have shown that they can utilize data obtained through functional magnetic resonance imaging (fMRI) measurements of whole-brain activity to create practicable, effective, and fair solutions to one of the most problematic dilemmas in economics, the public goods free-rider problem--long thought to be unsolvable.

This is one of the first-ever applications of neurotechnology to real-life economic problems, the researchers, from the California Institute of Technology (Caltech; Pasadena, USA), noted. "We have shown that by applying tools from neuroscience to the public-goods problem, we can get solutions that are significantly better than those that can be obtained without brain data," said Dr. Antonio Rangel, associate professor of economics at Caltech and the study's lead investigator. The article describing their work was published in September 2009 the online edition of the journal Science.

Examples of public goods range from healthcare, education, and national defense to the weight room or pool that one's condominium board decides to purchase. But how does the government or the condominium board decide which public goods to spend its limited resources on? And how do these powers decide the best way to share the costs? "In order to make the decision optimally and fairly," noted Dr. Rangel, "a group needs to know how much everybody is willing to pay for the public good. This information is needed to know if the public good should be purchased, and in an ideal arrangement, how to split the costs in a fair way."

In such an ideal arrangement, someone who swims every day should be willing to pay more for a pool than someone who hardly ever swims. Similarly, someone who has kids in public school should have more of her taxes put toward education.

However, providing public goods optimally and fairly is difficult, Dr. Rangel noted, because the group leadership does not have the necessary information. Moreover when people are asked how much they value a particular public good--with that value measured in terms of how many of their own tax dollars, for instance, they would be willing to put into it--their tendency is to lowball. "People can enjoy the good even if they don't pay for it," explained Dr. Rangel. "Underreporting its value to you will have a small effect on the final decision by the group on whether to buy the good, but it can have a large effect on how much you pay for it. There's an incentive for you to lie about how much the good is worth to you."

That incentive to lie is at the heart of the free-rider problem, an essential dilemma in economics, political science, law, and sociology. It is a problem that professionals in these fields have long assumed has no solution that is both efficient and fair. In fact, for decades it has been assumed that there is no way to give people an incentive to be honest about the value they place on public goods while maintaining the fairness of the arrangement. "But this result assumed that the group's leadership does not have direct information about people's valuations," stated Dr. Rangel. "That's something that neurotechnology has now made feasible."

Therefore, Dr. Rangel, along with Caltech graduate student Ian Krajbich and their colleagues, set out to apply neurotechnology to the public-goods problem. In their series of experiments, the scientists tried to determine whether fMRI could allow them to construct informative measures of the value a person assigns to one or another public good. Once they determined that fMRI images--analyzed using pattern-classification techniques--can confer at least some information (although "noisy" and imprecise) about what an individual values, they went on to test whether that information could help them solve the free-rider problem.

The investigtors did this by setting up a classic economic experiment, in which subjects would be rewarded (paid) based on the values they were assigned for an abstract public good. As part of this experiment, volunteers were divided up into groups. "The entire group had to decide whether or not to spend their money purchasing a good from us," Dr. Rangel explained. "The good would cost a fixed amount of money to the group, but everybody would have a different benefit from it."

The subjects were asked to reveal how much they valued the good. However, their brains were being imaged via fMRI as they made their decision. If there was a match between their decision and the value detected by the fMRI, they paid a lower tax than if there was a mismatch. It was, therefore, in all subjects' best interest to reveal how they truly valued a good; by doing so, they would on average pay a lower tax than if they lied.

"The rules of the experiment are such that if you tell the truth," noted Dr. Krajbich, who is the first author of the article, "your expected tax will never exceed your benefit from the good." In fact, the more cooperative subjects are when undergoing this voluntary scanning procedure, "the more accurate the signal is," Dr. Krajbich said. "And that means the less likely they are to pay an inappropriate tax."

This changes the whole free-rider scenario, noted Dr. Rangel. "Now, given what we can do with the fMRI. Everybody's best strategy in assigning value to a public good is to tell the truth, regardless of what you think everyone else in the group is doing."

Moreover, tell the truth they did--98% of the time, once the rules of the game had been established and participants realized what would happen if they lied. In this experiment, there is no free ride, and thus no free-rider problem. "If I know something about your values, I can give you an incentive to be truthful by penalizing you when I think you are lying," said Dr. Rangel.

While the readings do give the researchers insight into the value subjects might assign to a particular public good, thus allowing them to know when those subjects are being dishonest about the amount they would be willing to pay toward that good, Dr. Krajbich emphasized that this is not actually a lie-detector test. "It's not about detecting lies," he remarked. "It's about detecting values--and then comparing them to what the subjects say their values are."

"It's a socially desirable arrangement," added Dr. Rangel. "No one is hurt by it, and we give people an incentive to cooperate with it and reveal the truth. There is mind reading going on here that can be put to good use. In the end, you get a good produced that has a high value for you."

From a scientific point of view, according to Dr. Rangel, these experiments break new ground. "This is a powerful proof of concept of this technology; it shows that this is feasible and that it could have significant social gains." Moreover, this is only the beginning. "The application of neural technologies to these sorts of problems can generate a quantum leap improvement in the solutions we can bring to them," he said.

Indeed, according to Dr. Rangel, it is possible to imagine a future in which, instead of a vote on a proposition to fund a new highway, this technology is used to scan a random sample of the people who would benefit from the highway to see whether it is really worth the investment. "It would be an interesting alternative way to decide where to spend the government's money," he noted.

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48 (59.127807617188): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294725551 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294725551 AND published='1' LIMIT 1

49 (46.968460083008): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294725551 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294725551 AND published='1' LIMIT 1

50 (209.80834960938): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294725551 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294725551 AND published='1' LIMIT 1

51 (97.036361694336): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294725551 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294725551 AND published='1' LIMIT 1

52 (468.01567077637): SELECT name FROM jos_deeppockets WHERE id=294725551 LIMIT 1

53 (350.9521484375): SELECT name FROM jos_deeppockets_archive WHERE id=294725551 LIMIT 1

54 (117.06352233887): 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 (85.830688476562): 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=294725551 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

56 (684.02290344238): 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=294725551 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

57 (!!!!! 1338.9587402344): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294725551 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294725551 AND published='1' LIMIT 1

58 (106.0962677002): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294725551 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294725551 AND published='1' LIMIT 1

59 (143.05114746094): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294725551 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294725551 AND published='1' LIMIT 1

60 (69.856643676758): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294725551 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294725551 AND published='1' LIMIT 1

61 (125.88500976562): 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 (808.9542388916): SELECT fid FROM jos_deeppockets WHERE id=294725551 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294725551 AND published='1' LIMIT 1

63 (79.870223999023): 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 (52.928924560547): select jos_twitters.link from jos_twitters where cat=10

65 (37.908554077148): select jos_facebook.link from jos_facebook where cat=10

66 (41.007995605469): select jos_google_plus.link from jos_google_plus where cat=10

67 (37.193298339844): select jos_linkedin.link from jos_linkedin where cat=10

68 (51.975250244141): SELECT fid FROM jos_deeppockets WHERE id=294725551 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294725551 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 (488.9965057373): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294725551 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

71 (367.87986755371): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294725551 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

72 (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`

73 (61.03515625): SELECT show_live FROM jos_com_show_setting LIMIT 1

74 (49.114227294922): SELECT show_live FROM jos_com_show_setting LIMIT 1

75 (37.908554077148): SELECT show_live FROM jos_com_show_setting LIMIT 1

76 (31.948089599609): SELECT show_live FROM jos_com_show_setting LIMIT 1

77 (31.948089599609): SELECT show_live FROM jos_com_show_setting LIMIT 1

78 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

79 (38.14697265625): SELECT show_live FROM jos_com_show_setting LIMIT 1

80 (34.809112548828): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (37.908554077148): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (33.855438232422): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (33.140182495117): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (33.140182495117): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (50.067901611328): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294725551 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=294725551 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

89 (34.093856811523): 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 (83.92333984375): SELECT show_live FROM jos_com_show_setting LIMIT 1

91 (32.901763916016): SELECT show_live FROM jos_com_show_setting LIMIT 1

92 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

93 (29.087066650391): SELECT show_live FROM jos_com_show_setting LIMIT 1

94 (33.140182495117): SELECT show_live FROM jos_com_show_setting LIMIT 1

95 (32.186508178711): SELECT show_live FROM jos_com_show_setting LIMIT 1

96 (38.862228393555): SELECT show_live FROM jos_com_show_setting LIMIT 1

97 (35.04753112793): SELECT show_live FROM jos_com_show_setting LIMIT 1

98 (29.802322387695): SELECT show_live FROM jos_com_show_setting LIMIT 1

99 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

100 (27.179718017578): SELECT show_live FROM jos_com_show_setting LIMIT 1

101 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

102 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

103 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

104 (72.002410888672): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294725551 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294725551 AND published='1' LIMIT 1

105 (48.160552978516): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294725551 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294725551 AND published='1' LIMIT 1

106 (48.160552978516): 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=294725551 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

107 (52.928924560547): 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=294725551 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

108 (102.04315185547): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294725551 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294725551 AND published='1' LIMIT 1

109 (58.889389038086): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294725551 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294725551 AND published='1' LIMIT 1

110 (67.949295043945): 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=294725551 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

111 (683.06922912598): 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=294725551 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

112 (697.85118103027): 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 (430.10711669922): 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 (103.95050048828): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294725551 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294725551 AND published='1' LIMIT 1

115 (105.14259338379): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294725551 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294725551 AND published='1' LIMIT 1

116 (68.902969360352): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294725551 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294725551 AND published='1' LIMIT 1

117 (51.975250244141): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294725551 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294725551 AND published='1' LIMIT 1

118 (73.909759521484): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294725551 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294725551 AND published='1' LIMIT 1

119 (52.213668823242): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294725551 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294725551 AND published='1' LIMIT 1

120 (57.93571472168): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294725551 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294725551 AND published='1' LIMIT 1

121 (50.067901611328): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294725551 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294725551 AND published='1' LIMIT 1

122 (347.85270690918): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

123 (!!!!! 22927.045822144): 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 (656.1279296875): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294725551 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294725551 AND type='deeppockets_item' AND published='1' LIMIT 1

125 (!!!!! 9628.0574798584): ( 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 (97.990036010742): ( 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 (48.87580871582): 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 (36.954879760742): 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 (80.82389831543): 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 (40.054321289062): 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 (439.88227844238): 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 (56.028366088867): 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 (58.174133300781): 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 (37.908554077148): 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 (607.01370239258): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294725551 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

136 (572.20458984375): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294725551 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

137 (41.007995605469): SELECT name FROM jos_deeppockets WHERE id=212

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

139 (696.89750671387): 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 (494.95697021484): 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 (85.115432739258): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294725551 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294725551 AND published='1' LIMIT 1

142 (50.067901611328): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294725551 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294725551 AND published='1' LIMIT 1

143 (!!!!! 9880.0659179688): TRUNCATE TABLE jos_trademed_module

144 (128.03077697754): 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=294725551 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

145 (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=294725551 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

146 (500.91743469238): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294725551 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

147 (89.883804321289): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294725551 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

148 (106.0962677002): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294725551 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294725551 AND published='1' LIMIT 1

149 (69.856643676758): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294725551 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294725551 AND published='1' LIMIT 1

150 (!!!!! 1546.8597412109): 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 (96.08268737793): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294725551 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294725551 AND published='1' LIMIT 1

152 (54.121017456055): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294725551 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294725551 AND published='1' LIMIT 1

153 (52.928924560547): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294725551 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294725551 AND type='deeppockets_item' AND published='1' LIMIT 1

154 (35.04753112793): 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 (533.10394287109): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294725551 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294725551 AND published='1' LIMIT 1

158 (87.02278137207): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294725551 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294725551 AND published='1' LIMIT 1

159 (51.021575927734): select jos_twitters.link from jos_twitters where cat=10

160 (30.040740966797): select jos_facebook.link from jos_facebook where cat=10

161 (31.948089599609): select jos_google_plus.link from jos_google_plus where cat=10

162 (39.100646972656): select jos_linkedin.link from jos_linkedin where cat=10

163 (304.9373626709): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)

164 (!!!!! 1235.0082397461): insert into jos_banners_delta values (14615,'2025-06-29 02:14:06','216.73.216.249','view'),(14202,'2025-06-29 02:14:06','216.73.216.249','view'),(14203,'2025-06-29 02:14:06','216.73.216.249','view')

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