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Devices such as the [[Silent Talker Lie Detector]] monitor large numbers of [[microexpression]]s over time slots and encodes them into large vectors which are classified as showing truthful or deceptive behavior by artificial intelligence or statistical classifiers.<ref>{{cite journal | last1 = Rothwell | first1 = J. | last2 = Bandar | first2 = Z. | last3 = O'Shea | first3 = J. | last4 = McLean | first4 = D. | year = 2006| title = Silent talker: a new computer-based system for the analysis of facial cues to deception | journal = Journal of Applied Cognitive Psychology | volume = 20 | issue = 6| pages = 757–777 | doi = 10.1002/acp.1204 | doi-access = free }}</ref><ref>{{cite journal | last1 = Rothwell | first1 = J. McLean | last2 = Bandar | first2 = J. | last3 = O'Shea | first3 = Z. | s2cid = 8968052 | year = 2006 | title = Charting the behavioural state of a person using a Backpropagation Neural Network | journal = Journal of Neural Computing and Applications | volume = 16| issue = 4–5| pages = 327–339| doi = 10.1007/s00521-006-0055-9 }}</ref>

Devices such as the [[Silent Talker Lie Detector]] monitor large numbers of [[microexpression]]s over time slots and encodes them into large vectors which are classified as showing truthful or deceptive behavior by artificial intelligence or statistical classifiers.<ref>{{cite journal | last1 = Rothwell | first1 = J. | last2 = Bandar | first2 = Z. | last3 = O'Shea | first3 = J. | last4 = McLean | first4 = D. | year = 2006| title = Silent talker: a new computer-based system for the analysis of facial cues to deception | journal = Journal of Applied Cognitive Psychology | volume = 20 | issue = 6| pages = 757–777 | doi = 10.1002/acp.1204 | doi-access = free }}</ref><ref>{{cite journal | last1 = Rothwell | first1 = J. McLean | last2 = Bandar | first2 = J. | last3 = O'Shea | first3 = Z. | s2cid = 8968052 | year = 2006 | title = Charting the behavioural state of a person using a Backpropagation Neural Network | journal = Journal of Neural Computing and Applications | volume = 16| issue = 4–5| pages = 327–339| doi = 10.1007/s00521-006-0055-9 }}</ref>



Dr. Alan Hirsch, from the department of Neurology and Psychiatry at the Rush Presbyterian-St. Luke's Medical Center in Chicago, explained the "Pinocchio syndrome" or "Pinocchio effect" as: blood rushes to the nose when people lie. This extra blood may make the nose itchy. As a result, people who stretch the truth tend to either scratch their nose or touch it more often.<ref>{{cite web| url=https://www.pressreader.com/canada/the-telegram-st-johns/20100726/281689726095936| title=Can 'Pinocchio Syndrome' solve the niqab dilemma?| author=Dr. Game W. Gifford Jones| date=26 July 2010| accessdate=12 August 2021| publisher=[[The Telegram]]| via=[[pressreader]]}}</ref>

Dr. Alan Hirsch, from the department of Neurology and Psychiatry at the Rush Presbyterian-St. Luke's Medical Center in Chicago, explained the "Pinocchio Syndrome" or "Pinocchio effect" as: blood rushes to the nose when people lie. This extra blood may make the nose itchy. As a result, people who stretch the truth tend to either scratch their nose or touch it more often.<ref>{{cite web| url=https://www.pressreader.com/canada/the-telegram-st-johns/20100726/281689726095936| title=Can 'Pinocchio Syndrome' solve the niqab dilemma?| author=Dr. Game W. Gifford Jones| date=26 July 2010| accessdate=12 August 2021| publisher=[[The Telegram]]| via=[[pressreader]]}}</ref>



===Eye-tracking===

===Eye-tracking===

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As there are different styles of lying, a spontaneous or artificial deception is constructed based on a mixture of information already stored in semantic and [[episodic memory]].<ref name=":0">{{Cite journal|doi = 10.1093/cercor/13.8.830|title = Neural Correlates of Different Types of Deception: An fMRI Investigation|year = 2003|last1 = Ganis|first1 = G.|last2 = Kosslyn|first2 = S. M.|last3 = Stose|first3 = S.|last4 = Thompson|first4 = W. L.|last5 = Yurgelun-Todd|first5 = D. A.|journal = Cerebral Cortex|volume = 13|issue = 8|pages = 830–836|pmid = 12853369|doi-access = free}}</ref> It is isolated and easier to generate because it lacks cross-checking into the larger picture. This style contrasts memorized lies that aren't as rich in detail but are retrieved from memory.<ref name=":0" /> They often fit into an actual scenario to make recall easier.

As there are different styles of lying, a spontaneous or artificial deception is constructed based on a mixture of information already stored in semantic and [[episodic memory]].<ref name=":0">{{Cite journal|doi = 10.1093/cercor/13.8.830|title = Neural Correlates of Different Types of Deception: An fMRI Investigation|year = 2003|last1 = Ganis|first1 = G.|last2 = Kosslyn|first2 = S. M.|last3 = Stose|first3 = S.|last4 = Thompson|first4 = W. L.|last5 = Yurgelun-Todd|first5 = D. A.|journal = Cerebral Cortex|volume = 13|issue = 8|pages = 830–836|pmid = 12853369|doi-access = free}}</ref> It is isolated and easier to generate because it lacks cross-checking into the larger picture. This style contrasts memorized lies that aren't as rich in detail but are retrieved from memory.<ref name=":0" /> They often fit into an actual scenario to make recall easier.



===Functional transcranial Doppler (fTCD)===

===Functional Transcranial Doppler (fTCD)===

Recent developments that permit non-invasive monitoring using [[Transcranial Doppler#Functional transcranial Doppler (fTCD)|functional transcranial Doppler (fTCD)]] technique showed that successful problem-solving employs a discrete knowledge strategy (DKS) that selects neural pathways represented in one hemisphere, while unsuccessful outcome implicates a non-discrete knowledge strategy (nDKS).<ref>{{cite journal | last1 = Njemanze | first1 = P. C. | s2cid = 12440401 | year = 2005 | title = Cerebral lateralization and general intelligence: Gender differences in a transcranial Doppler study | journal = Brain and Language | volume = 92 | issue = 3| pages = 234–239 | doi=10.1016/j.bandl.2004.06.104 | pmid=15721956| citeseerx = 10.1.1.532.5734 }}</ref> A polygraphic test could be viewed as a working memory task. This suggests that the DKS model may have a correlate in mnemonic operations. In other words, the DKS model may have a discrete knowledge base (DKB) of essential components needed for task resolution, while for nDKS, DKB is absent and, hence, a "global" or bi-hemispheric search occurs. Based on the latter premise, a 'lie detector' system was designed as described in {{US Patent|6390979|United States Patent No. 6,390,979}}. A pattern of blood-flow-velocity changes is obtained in response to questions that include correct and incorrect answers. The wrong answer will elicit bi-hemispheric activation, from correct answer that activates unilateral response. Cognitive polygraphy based on this system is devoid of any subjective control of mental processes and, hence, high reliability and specificity; however, this is yet to be tested in forensic practice. See also cognitive [[biometrics]].

Recent developments that permit non-invasive monitoring using [[Transcranial Doppler#Functional Transcranial Doppler (fTCD)|functional transcranial Doppler (fTCD)]] technique showed that successful problem-solving employs a discrete knowledge strategy (DKS) that selects neural pathways represented in one hemisphere, while unsuccessful outcome implicates a non-discrete knowledge strategy (nDKS).<ref>{{cite journal | last1 = Njemanze | first1 = P. C. | s2cid = 12440401 | year = 2005 | title = Cerebral lateralization and general intelligence: Gender differences in a transcranial Doppler study | journal = Brain and Language | volume = 92 | issue = 3| pages = 234–239 | doi=10.1016/j.bandl.2004.06.104 | pmid=15721956| citeseerx = 10.1.1.532.5734 }}</ref> A polygraphic test could be viewed as a working memory task. This suggests that the DKS model may have a correlate in mnemonic operations. In other words, the DKS model may have a discrete knowledge base (DKB) of essential components needed for task resolution, while for nDKS, DKB is absent and, hence, a "global" or bi-hemispheric search occurs. Based on the latter premise, a 'lie detector' system was designed as described in {{US Patent|6390979|United States Patent No. 6,390,979}}. A pattern of blood-flow-velocity changes is obtained in response to questions that include correct and incorrect answers. The wrong answer will elicit bi-hemispheric activation, from correct answer that activates unilateral response. Cognitive polygraphy based on this system is devoid of any subjective control of mental processes and, hence, high reliability and specificity; however, this is yet to be tested in forensic practice. See also cognitive [[biometrics]].



===Event-related potentials (ERP)===

===Event-related potentials (ERP)===

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