72:(Gc). Early studies utilized information from patients with brain damage, noticing changes in intelligence scores that correlated to certain regions of the brain. As imaging technology has improved, so has the ability for deeper neuro-analysis. MRI studies have found that the volume of gray matter correlates to intelligence, providing evidence for generalizations made regarding brain/head-size and intelligence. Additionally, PET and fMRI studies have revealed more information regarding the functionality of certain regions of the brain. By recording and interpreting the brain activity of subjects as they complete a variety of tasks, researchers are able to draw connections between the types of task (and thus, the type of intelligence) that calls on particular areas of the brain. Knowing how parts of the brain are utilized may reveal more information about the structure and hierarchy used in neural development. It also may provide interesting information regarding the pathways of neural signals as they navigate the nervous system. Image-based testing may allow researchers to discover why certain neurons are connected, if they are indeed aligned in a purposeful manner and consequently, how to repair such pathways when they are damaged.
297:
the workplace. It was found by van den Heuvel et al. that higher intelligence individuals employ more efficient whole-brain network organization. This had led to the thought that cognitive control capacity may be supported by these whole-brain network properties. The 2012 study used a theoretic approach to neuroimage data known as global brain connectivity (GBC) or weighted degree centrality. GBC let the researches look closely at specific regions and their range of connectivity. It was then possible to examine each region's role in human cognitive control and intelligence. The study used fMRI to acquire data and examine each region's connectivity.
117:. Some studies have tried to explain the relationship between brain size (meaning volume) and intelligence, specifically in terms of IQ. In general, it has been found that Full Scale IQ and Verbal IQ have a stronger correlation with brain size than Performance IQ. It is thought by some that grey and white matter specifically relate to different IQs (grey matter with Verbal IQ and white matter with Performance IQ), but the results have not been consistent. It has been found that within the cortex, the correlation with IQ was very influenced by the volume of prefrontal grey matter.
151:(RPM) is a test consisting of 60 multiple-choice questions that increase in difficulty. RPM is based on pattern recognition and is a nonverbal group test, requiring the test taker to identify the missing element that completes the pattern. The test is designed to measure reasoning ability. The results of these tests are then paired with the results of imaging studies and relationships are drawn i.e. higher RPM scores and the increased size of a specific brain structure.
336:. It is important to consider the consequences of studies that investigate intelligence differences in population-groups (racial or ethnic) and if it is ethical to conduct these studies. A study suggesting that one group is biologically more intelligent than another may cause tension. This has made neuroscientists reluctant to investigate individual or group differences in intelligence, as they may be perceived as racist.
121:
and genes. By examining the differences or lack thereof between the brain size of twin children, the researchers drew conclusions that individuals that share genes (i.e. twins) will show similar physiological brain properties compared to genetically-unrelated individuals. This study provides evidence of the genetic influence of the brain structure and size, which are believed to both influence intelligence in some way.
140:(NCV) has been studied, giving varying results. Some have hypothesized that "higher intelligence is associated with better 'neural efficiency.'" A few studies suggested an association between nerve conduction velocity and scores on the Multidimensional Aptitude Battery (MAB). However, other studies have challenged these claims, finding little correlation between nerve conduction velocity and reaction time (RT).
288:"A lateral prefrontal cortex (LPFC) region's activity was found to predict performance in a high control demand working memory task and also to exhibit high global connectivity. Critically, global connectivity in this LPFC region, involving connections both within and outside the frontoparietal network, showed a highly selective relationship with individual differences in fluid intelligence."
223:
209:(CAT) or computed tomography (CT) creates tomographic images of the body. For neuroimaging studies, computer-processed X-rays are used and the amount of X-ray blockage by different structures is used to generate image 'slices' of the brain. CAT scans are particularly useful for determining the size (volume) of specific structures of the brain.
48:
120:
A 2009 study examined intracerebral volumetric relationships in twins. Making use of high resolution MRI data, they found strong genetic connections correlations between cerebral structures. Specifically, the study suggests that a strong correlation exists between the tissue type or spatial proximity
87:
is a field of study specifically dedicated to psychological measurement and involves two main tasks: (i) constructing instruments and procedures for measurement; and (ii) the development and refinement of theoretical approaches to measurement. Brain-based intelligence tests are concerned with both of
75:
In general, there have been two types of intelligence studies: psychometric and biological. Biological approaches make use of neuroimaging techniques and examine brain function. Psychometrics focuses on mental abilities. Ian Deary and associates suggest that a greater overlap of these techniques will
296:
is a region of interest because those who have injuries to that part of the brain often have issues with common, everyday tasks such as planning their day. The LPFC is thought to be important for "cognitive control capacity," which can be used to predict future outcomes such as success in school and
128:
score and the volume of their brain regions. Prior to death, the subjects had completed the WAIS test, which measures verbal and visuospatial abilities. The factors considered important to the relationship between brain size and intelligence were age, sex and hemispheric functional lateralization.
104:
ERPs can be measured using electroencephalography (EEG), which uses electrodes placed on the scalp to measure the electrical activity of the brain. The ERP waveform itself is constructed from the averaged results of many trials (100 or more). The average reduces signal noise from random-brain
159:
Raven's
Advanced Progressive Matrices (RAPM) is a 36-item test used to measure gF. RAPM tests for differences in novel problem solving and reasoning abilities. Similar to the RPM, subjects complete the pattern, identifying the missing piece of a 3x3 matrix from a list of eight options.
100:
are measured brain responses to specific stimuli, such as sensory, cognitive or motor events. ERPs, when compared to "mental speed," have shown a negative correlation with IQ. Research with ERPs suggests that high IQ individuals have a faster response time in some test conditions, have
176:"The n-back task is typically thought to require the updating of information in WM, because, for each sequentially presented item, the participant must judge whether it matches the item presented n trials back (where n is prespecified, and usually equals 1, 2, or 3 items)."
105:
activity, leaving just the ERP. An advantage of ERPs are that they measure processing between stimulus and response continuously. Having this stream of information makes it possible to see where the brain's electrical activity is being affected by specific stimuli.
101:
distinguishable ERP waveforms that are different than those of people with lower IQs, and may have less variability in their ERPs. The lack of variability suggests that individuals with a high IQ will have good scores in a variety of testing situations.
327:
It is becoming more accepted that a neurobiological basis for intelligence exists (at least for reasoning and problem-solving). The success of these intelligence studies present ethical issues. A large concern for the general population is the issue of
39:
Traditional IQ tests observe the test-taker's performance in a standardized battery of samples of behavior. The resulting IQ standard score is the subject of much investigation as psychologists check correlations between IQ and other life outcomes. The
180:
While inside the MRI machine, subjects are asked to complete a variety of tasks. The brain activity is then captured and recorded by using MRI, allowing specific brain responses to be paired with their respective n-back tasks.
197:
detects gamma rays as they are emitted from a tracer that has been injected into the body. It is useful in neuroimaging because of the assumption that areas of high radioactivity are associated with high brain activity.
283:
described the global connectivity of the prefrontal cortex. Global connectivity is the mechanism by which components of the frontoparietal brain network might coordinate control of other tasks. Cole et al. wrote that:
88:
these aspects. Modern techniques have evolved to focus on a few biological characteristics: Brain ERPs, brain size, and speed of neural conduction. Various instruments have been employed to measure these things.
129:
They found that general verbal ability was correlated with cerebral volume in women and right-handed men. It was not possible to find a relationship between ability and volume in with every group, however.
870:
Kulynych, J (December 2002). "Legal and ethical issues in neuroimaging research: human subjects protection, medical privacy, and the public communication of research results".
332:. While little variation has been found between racial groups, the public perception of intelligence studies has been negatively impacted by concerns of
233:
60:
The varying techniques of imaging-based testing search for different signs of intelligence. The types of intelligence analyzed in this review were
27:. Neuroimaging technology has advanced such that scientists hope to use neuroimaging increasingly for investigations of brain function related to
638:
444:
433:
422:
411:
400:
389:
280:
805:
585:
266:
125:
41:
345:
148:
654:
Schmitt, JE; Wallace, GL; Lenroot, RK; Ordaz, SE; Greenstein, D; Clasen, L; Kendler, KS; Neale, MC; Giedd, JN (March 2010).
501:
Deary, Ian J.; Austin, Elizabeth J.; Caryl, Peter G. (1 January 2000). "Testing versus understanding human intelligence".
360:
749:"Neural mechanisms of interference control underlie the relationship between fluid intelligence and working memory span"
194:
248:
293:
206:
69:
312:
are major concerns for neuroimaging studies. With high-resolution anatomical images, such as those generated by
124:
Another study in 2006 examined 100 postmortem brains, seeking a relationship between an individualβs Full Scale
97:
172:
WM task has commonly utilized to measure cognitive activity during neuroimaging. According to
Burgess et al.,
240:
47:
137:
966:
961:
329:
28:
913:
Gray, Jeremy R.; Thompson, Paul M. (1 June 2004). "Neurobiology of intelligence: science and ethics".
65:
44:
IQ tests for adults and for children have long been regarded as the "gold standard" in IQ testing.
938:
895:
595:
558:
483:
61:
930:
887:
852:
801:
778:
747:
Burgess, Gregory C.; Gray, Jeremy R.; Conway, Andrew R. A.; Braver, Todd S. (1 January 2011).
726:
685:
634:
630:
581:
550:
475:
922:
879:
842:
834:
768:
760:
716:
675:
667:
622:
542:
510:
467:
705:"Intelligence and brain size in 100 postmortem brains: sex, lateralization and age factors"
607:
317:
309:
458:
Gray, J. R.; Thompson, P. M. (2004). "Neurobiology of intelligence: science and ethics".
847:
822:
773:
748:
680:
655:
533:
Deary, IJ; Caryl, PG (August 1997). "Neuroscience and human intelligence differences".
96:
Brain ERPs allow for the "sequencing" of psychologically interesting processing. These
883:
823:"Global connectivity of prefrontal cortex predicts cognitive control and intelligence"
546:
955:
623:
355:
84:
562:
942:
899:
838:
487:
365:
350:
24:
20:
320:
at risk. It is possible to create surface renderings of the brain and face from a
821:
Cole, M. W.; Yarkoni, T.; Repovs, G.; Anticevic, A.; Braver, T. S. (June 2012).
671:
514:
321:
114:
934:
891:
856:
782:
730:
721:
704:
689:
479:
316:, it is possible to identify individual subjects, putting their personal /
554:
305:
578:
Electrophysiology of mind event-related brain potentials and cognition
324:
MRI, which can be paired with photographs to identify the individual.
113:
Using MRI, researchers are able to acquire volumetric measurements of
764:
333:
169:
926:
471:
46:
313:
798:
Mind fields : reflections on the science of mind and brain
216:
432:
harvnb error: no target: CITEREFKaufmanLichtenberger2006 (
410:
harvnb error: no target: CITEREFStraussShermanSpreen2006 (
656:"A twin study of intracerebral volumetric relationships"
625:
An introduction to the event-related potential technique
580:(Reprinted. ed.). Oxford: Oxford University Press.
576:
Rugg, edited by
Michael D.; Coles, Michael G.H. (1996).
244:
800:. Homebush West, NSW: Anzea Publishers. p. 21.
427:
405:
742:
740:
388:harvnb error: no target: CITEREFMeyerWeaver2005 (
399:harvnb error: no target: CITEREFCampbell2006 (
154:
8:
753:Journal of Experimental Psychology: General
421:harvnb error: no target: CITEREFFoote2007 (
383:
443:harvnb error: no target: CITEREFHunt2011 (
846:
772:
720:
679:
267:Learn how and when to remove this message
629:. Cambridge, Mass.: MIT Press. pp.
528:
526:
524:
394:
239:Relevant discussion may be found on the
376:
51:fMRI data showing regions of activation
603:
593:
251:to additional sources at this section.
416:
155:Raven's Advanced Progressive Matrices
92:Brain event-related potentials (ERPs)
7:
438:
143:
703:Witelson, S. F. (26 October 2005).
503:Psychology, Public Policy, and Law
406:Strauss, Sherman & Spreen 2006
281:Washington University in St. Louis
232:relies largely or entirely upon a
14:
126:Wechsler Adult Intelligence Scale
17:Neuroimaging intelligence testing
428:Kaufman & Lichtenberger 2006
221:
346:Evolution of human intelligence
164:n-Back Working Memory (WM) task
839:10.1523/JNEUROSCI.0536-12.2012
1:
884:10.1016/S0278-2626(02)00518-3
547:10.1016/S0166-2236(97)01070-9
361:Neuroscience and intelligence
23:techniques to evaluate human
460:Nature Reviews. Neuroscience
195:Positron emission tomography
149:Raven's Progressive Matrices
144:Raven's Progressive Matrices
56:Neural bases of intelligence
915:Nature Reviews Neuroscience
983:
672:10.1007/s10519-010-9332-6
515:10.1037/1076-8971.6.1.180
294:lateral prefrontal cortex
207:Computed axial tomography
138:Nerve conduction velocity
70:crystallized intelligence
796:Jeeves, Malcolm (1993).
621:Luck, Steven J. (2005).
98:event-related potentials
535:Trends in Neurosciences
384:Meyer & Weaver 2005
185:Neuroimaging techniques
133:Neural conduction speed
290:
178:
52:
330:race and intelligence
286:
174:
76:reveal new findings.
50:
722:10.1093/brain/awh696
301:Ethical implications
245:improve this article
66:general intelligence
19:concerns the use of
872:Brain and Cognition
213:Global connectivity
606:has generic name (
279:A 2012 study from
62:fluid intelligence
53:
660:Behavior Genetics
640:978-0-262-62196-0
277:
276:
269:
974:
947:
946:
910:
904:
903:
867:
861:
860:
850:
818:
812:
811:
793:
787:
786:
776:
765:10.1037/a0024695
744:
735:
734:
724:
700:
694:
693:
683:
651:
645:
644:
628:
618:
612:
611:
605:
601:
599:
591:
573:
567:
566:
530:
519:
518:
498:
492:
491:
455:
449:
448:
437:
426:
415:
404:
393:
381:
272:
265:
261:
258:
252:
225:
224:
217:
982:
981:
977:
976:
975:
973:
972:
971:
952:
951:
950:
927:10.1038/nrn1405
912:
911:
907:
869:
868:
864:
833:(26): 8988β99.
820:
819:
815:
808:
795:
794:
790:
746:
745:
738:
702:
701:
697:
653:
652:
648:
641:
620:
619:
615:
602:
592:
588:
575:
574:
570:
532:
531:
522:
500:
499:
495:
472:10.1038/nrn1405
457:
456:
452:
442:
431:
420:
409:
398:
387:
382:
378:
374:
342:
318:medical privacy
310:confidentiality
303:
273:
262:
256:
253:
247:by introducing
238:
226:
222:
215:
204:
192:
187:
166:
157:
146:
135:
111:
94:
82:
58:
37:
12:
11:
5:
980:
978:
970:
969:
964:
954:
953:
949:
948:
921:(6): 471β482.
905:
862:
813:
806:
788:
759:(4): 674β692.
736:
715:(2): 386β398.
695:
646:
639:
613:
586:
568:
520:
509:(1): 180β190.
493:
450:
375:
373:
370:
369:
368:
363:
358:
353:
348:
341:
338:
302:
299:
275:
274:
243:. Please help
229:
227:
220:
214:
211:
203:
200:
191:
188:
186:
183:
165:
162:
156:
153:
145:
142:
134:
131:
110:
107:
93:
90:
81:
78:
57:
54:
36:
33:
13:
10:
9:
6:
4:
3:
2:
979:
968:
965:
963:
960:
959:
957:
944:
940:
936:
932:
928:
924:
920:
916:
909:
906:
901:
897:
893:
889:
885:
881:
878:(3): 345β57.
877:
873:
866:
863:
858:
854:
849:
844:
840:
836:
832:
828:
824:
817:
814:
809:
807:9780858925250
803:
799:
792:
789:
784:
780:
775:
770:
766:
762:
758:
754:
750:
743:
741:
737:
732:
728:
723:
718:
714:
710:
706:
699:
696:
691:
687:
682:
677:
673:
669:
666:(2): 114β24.
665:
661:
657:
650:
647:
642:
636:
632:
627:
626:
617:
614:
609:
597:
589:
587:9780198524168
583:
579:
572:
569:
564:
560:
556:
552:
548:
544:
541:(8): 365β71.
540:
536:
529:
527:
525:
521:
516:
512:
508:
504:
497:
494:
489:
485:
481:
477:
473:
469:
466:(6): 471β82.
465:
461:
454:
451:
446:
440:
435:
429:
424:
419:, p. 468
418:
413:
408:, p. 283
407:
402:
396:
395:Campbell 2006
391:
386:, p. 219
385:
380:
377:
371:
367:
364:
362:
359:
357:
356:Psychometrics
354:
352:
349:
347:
344:
343:
339:
337:
335:
331:
325:
323:
319:
315:
311:
307:
300:
298:
295:
289:
285:
282:
271:
268:
260:
257:December 2021
250:
246:
242:
236:
235:
234:single source
230:This section
228:
219:
218:
212:
210:
208:
201:
199:
196:
189:
184:
182:
177:
173:
171:
163:
161:
152:
150:
141:
139:
132:
130:
127:
122:
118:
116:
108:
106:
102:
99:
91:
89:
86:
85:Psychometrics
80:Psychometrics
79:
77:
73:
71:
67:
63:
55:
49:
45:
43:
34:
32:
30:
26:
22:
18:
967:Neuroimaging
962:Intelligence
918:
914:
908:
875:
871:
865:
830:
826:
816:
797:
791:
756:
752:
712:
708:
698:
663:
659:
649:
624:
616:
604:|first=
577:
571:
538:
534:
506:
502:
496:
463:
459:
453:
441:, p. 12
397:, p. 66
379:
366:Neuroimaging
351:Intelligence
326:
304:
291:
287:
278:
263:
254:
231:
205:
193:
179:
175:
167:
158:
147:
136:
123:
119:
112:
103:
95:
83:
74:
59:
38:
25:intelligence
21:neuroimaging
16:
15:
827:J. Neurosci
430:, p. 7
956:Categories
417:Foote 2007
372:References
322:volumetric
115:brain size
109:Brain size
35:IQ testing
596:cite book
439:Hunt 2011
249:citations
241:talk page
68:(g), and
935:15152197
892:12480482
857:22745498
783:21787103
731:16339797
690:20112130
563:13295937
480:15152197
340:See also
202:CAT Scan
42:Wechsler
943:2430677
900:2559078
848:3392686
774:3930174
681:3403699
555:9246731
488:2430677
306:Privacy
941:
933:
898:
890:
855:
845:
804:
781:
771:
729:
688:
678:
637:
584:
561:
553:
486:
478:
334:racism
170:n-back
64:(Gf),
939:S2CID
896:S2CID
709:Brain
633:β23.
559:S2CID
484:S2CID
931:PMID
888:PMID
853:PMID
802:ISBN
779:PMID
727:PMID
686:PMID
635:ISBN
608:help
582:ISBN
551:PMID
476:PMID
445:help
434:help
423:help
412:help
401:help
390:help
314:fMRI
308:and
292:The
168:The
923:doi
880:doi
843:PMC
835:doi
769:PMC
761:doi
757:140
717:doi
713:129
676:PMC
668:doi
543:doi
511:doi
468:doi
190:PET
958::
937:.
929:.
917:.
894:.
886:.
876:50
874:.
851:.
841:.
831:32
829:.
825:.
777:.
767:.
755:.
751:.
739:^
725:.
711:.
707:.
684:.
674:.
664:40
662:.
658:.
631:21
600::
598:}}
594:{{
557:.
549:.
539:20
537:.
523:^
505:.
482:.
474:.
462:.
31:.
29:IQ
945:.
925::
919:5
902:.
882::
859:.
837::
810:.
785:.
763::
733:.
719::
692:.
670::
643:.
610:)
590:.
565:.
545::
517:.
513::
507:6
490:.
470::
464:5
447:)
436:)
425:)
414:)
403:)
392:)
270:)
264:(
259:)
255:(
237:.
Text is available under the Creative Commons Attribution-ShareAlike License. Additional terms may apply.