Xin et al., (2019) subjected 490 males and 575 females to DTI and implemented a 3D convolution neural network (3D CNN; machine learning algorithm) to predict biological sex from whole FA brain images https://t.co/BFx5ssOHkR
Brain Differences Between Men and Women: Evidence From Deep Learning.
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Feb 2020 – Nov 2024Where it's discussed
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AI synopsis
What people are saying
Many discussions focus on the technical aspects of the research, such as the accuracy of the 93.3% classification rate achieved by the 3D convolutional neural network. Phrases like 'new insight' and mentions of previous studies show an eagerness to explore a complex topic. However, some individuals express skepticism or challenge the relevance of biological differences to current gender discussions. The choice of words, from supportive and scientific to dismissive and accusatory, reflects a spirited debate that emphasizes varying interpretations of scientific research and its implications for societal norms.
There is noticeable support for the findings, though some disagreements exist regarding the implications and interpretations of the research.
The discussions demonstrate a strong curiosity about gender brain differences and the methodologies employed in the study.
While many participants express their perspectives, only a few delve deeply into the specifics and nuances of the research.
Many users perceive the study's results as significant, recognizing its implications in fields like neuroscience and gender studies.
Abstract in brief
- The study utilized a 3D convolutional neural network (CNN) to analyze brain differences between men and women using a large open-access diffusion MRI database of 1065 young healthy subjects.
- The results indicated that the 3D CNN outperformed traditional methods like Support Vector Machine (SVM), achieving a 93.3% classification accuracy, suggesting significant gender-related brain structure differences.
- Specific brain regions showing high classification accuracy included areas in both gray matter (e.g., cingulate gyrus) and white matter (e.g., corpus callosum), emphasizing the necessity of considering sex as a crucial biological variable in neuroscience.
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Most liked on X and BlueskyBu tipik feminen ideoloji güçlendirmek için yapılmış. Toplam yaklaşık 20 erkek, 20 kadın var. Şimdi gelelim 1000 denekli 2021 çalışmalarına: https://t.co/2EFlYkipbg Bu da diğeri: https://t.co/zODnRAWoDP Ne oldu? Güncel geçerliyse üzgünüm hayallerin yıkılacak. https://t.co/eeqSeGQDru
@LtAgosta También hay este https://t.co/wHQB8GfZLp
@Redpill65056513 وهذا منطقي إن عرفنا الاختلاف بتصميم دماغ الرجل والمرأة. مقالة تشرح الفروقات بين دماغ الرجل والمرأة وتأثيرها في تخزين الذكريات ، واستشعار العواطف ، والتعرف على الوجوه ، وحل مشكلات معينة ، واتخاذ القرارات: https://t.co/77o4PGDkNE
O zaman verili bir beynin bir kadına mı erkeğe mi ait olduğunu doğru tahmin etme şansınız yükselir. Eğer yeterli sayıda veri noktasını alırsanız da sonuç da şöyle olur: (~%94 doğru sınıflandırma) https://t.co/uTZue2VuwC
@Lise_Eliot What about these studies? https://t.co/OGlDlSGeXx https://t.co/5okOOm8fGH https://t.co/xKHYKog2V8 https://t.co/U265dFx7kz https://t.co/c8wQh1itSB https://t.co/ZAfWH8GXe8
All mentions
Neuroscience Insights: Gender Differences in Brain Structure
This video explores brain differences between men and women, utilizing advanced 3D CNN analysis of a robust MRI database. Discover significant structural variations and the importance of considering sex as a biological…
Exploring Gender Differences in Brain Structure and Psychology
This video clarifies essential distinctions between gender, sex, and sexual orientation. It presents notable evidence from neurological studies highlighting important brain structure differences between men and women…
Analyzing Gender Differences in Brain Structure Using CNN Technology
This video explores significant gender differences in brain structure, utilizing advanced 3D convolutional neural networks and a large MRI database. The findings emphasize the need to consider sex as a crucial…
E127 - Why Men & Women Should NEVER Be Equal
Kas soo rollid on loomulikud?
Equal but different? - Gender roles according to the Bible
@guapunzel @_Tae23
RT @SouthernGemGal: Brain Differences Between Men and Women: Evidence From Deep Learning https://t.co/A57fI91eNO
RT @allesevolution: @Lise_Eliot What about these studies? https://t.co/OGlDlSGeXx https://t.co/5okOOm8fGH https://t.co/xKHYKog2V8 https://t…
@Lise_Eliot What about these studies? https://t.co/OGlDlSGeXx https://t.co/5okOOm8fGH https://t.co/xKHYKog2V8 https://t.co/U265dFx7kz https://t.co/c8wQh1itSB https://t.co/ZAfWH8GXe8
@Strobed @HatcherKaelib @DriftoSpifto @flickouchiha @ValorINTEL 11-https://t.co/NEQZ8AB64n 12-https://t.co/CDwEaZQB6h 13-https://t.co/C8ZSXMoWqn 14-https://t.co/ztRYAlXkKd 15-https://t.co/L7r5KYwaoP
@Strobed @HatcherKaelib @DriftoSpifto @flickouchiha @ValorINTEL 1- https://t.co/uUzUogSL7g 2- https://t.co/mJT2UVyMwS 3- https://t.co/2HCsdg5404 4- https://t.co/ToD33VvBil 5-https://t.co/XHdglsB3dC 6- https://t.co/Lpl9zQt1nL 7- https://t.co/0rdeFmOFTN 8- https://t.co/Vx2yXNpF3w 9-https://t.co/NEQZ8ABDTV 10- https://t.co/NEQZ8ABDTV
@eu_avisei_ne @IsaacWolf3D @Direitistananet Não é o cérebro da mulher que a faria ser julgada, são outros motivos que nem cabe a biologia e a área de um conhecimento mais científico ditar o motivo da mulher ser violentada; as diferenças expressas no estudo, mas aqui outros. As mulheres aprensentam https://t.co/5jskCSo74b
@Foxy__Lea @lobsterarco @GPa166 @berkgers Ce n'est pas fini : https://t.co/yRvdkEyapy Conclusion de l'abstract : "This study provides a new insight into the structure difference between men and women, which highlights the importance of considering sex as a biological variable in brain research."
@ClaireMax This is completely false, get off the internet and get back in the kitchen. 'Recent studies indicate that gender may have a substantial influence on human cognitive functions' https://t.co/S5WiBwOAel
RT @SouthernGemGal: Brain Differences Between Men and Women: Evidence From Deep Learning https://t.co/A57fI91eNO
@DrunkRepub https://t.co/LAfAng8qs0
@spacemanfranko @realLeonKuzmin @Rob_ThaBuilder 93% accurate in this one. "The proposed 3D CNN yielded a better classification result (93.3%)" https://t.co/6sPOyZQEtr
@JJ07717 @godlywomanhood https://t.co/QLjmQ2lqv6
RT @SouthernGemGal: Brain Differences Between Men and Women: Evidence From Deep Learning https://t.co/A57fI91eNO
@heavy_mentol @CualquieraMujer https://t.co/nDIvMqRGco https://t.co/5yaN6mUNqx https://t.co/rJuhIN6M2b https://t.co/f8WWXArqdu https://t.co/6r9PRu2FID https://t.co/uPZS3Cq7mp Y puedo seguir todo el día.
@NeuroSGS Large scale (or “whole brain”) differences have been found to exist between male and female brains. https://t.co/P73PITFOu2
Frontiers | Brain Differences Between Men and Women: Evidence From Deep Learning https://t.co/8Dq3PwuaTh
@AndrewB_UK @GarfieldleifarG @Rob_ThaBuilder @SoupTransphobes Lmao https://t.co/L4PaQfDip5 https://t.co/Ql3eK6yFQk https://t.co/TY0qdyvMeR https://t.co/VenO0D0HrP https://t.co/bO8id6S7bW
@_Ann0nym0us_ @BADNEWS_CO @Mashaa_here @UrFavAfghan__ Also read this kiddo as you believe in only science(your god), if your answer isn’t changed after reading these research then you are a mental psychopath. https://t.co/0iOAwDvTxc
@mr_xtacle @aberamentho @SoupTransphobes @zaelefty @NeuroSGS Numerous studies done by numerous organizations would disagree with you there. https://t.co/g1KISw2kPT https://t.co/TAhwINwC1p https://t.co/J0WMuQFx7x https://t.co/GwBn9n8lpO https://t.co/TF4Q3QJhWM https://t.co/tHpMXnIOZY
@crying_doggo Узагалі-то є. https://t.co/b6vOrKaE4d https://t.co/38mXVlaREL
@AportaOAparta2 https://t.co/K5dbaIUe34
@HazelAppleyard_ The scans really just highlight SEX differences in physical brains. 93% sex-identified accuracy based on physical size and activity. Gender? Much less conclusive. As we’d expect. https://t.co/79QbjJ5unS
@VieilleChouett3 @FlorianGenin1 @J_C_A__ @ThaisEscufon Sauf que la sociologie ne joue pas un role aussi important, loin de là... https://t.co/FZDb7w7fy3 https://t.co/QMtcDtF0yk
RT @SouthernGemGal: Brain Differences Between Men and Women: Evidence From Deep Learning https://t.co/A57fI91eNO
@pepadeguama1 @_GuitarraDeLolo No es cierto. Tan no es cierto que el sexo biológico es una variable importante al hacer investigación en neurociencias. (Lo que no significa que un tipo de cerebro sea mejor que el otro, o que ello justifique discriminaciones de ningún tipo) https://t.co/fXRdRidKY4.
RT @PdKirKyoto: @hermesh2 @_GuitarraDeLolo https://t.co/eRvFqvDSPL
@LtAgosta También hay este https://t.co/wHQB8GfZLp
@hermesh2 @_GuitarraDeLolo https://t.co/eRvFqvDSPL
@CharlotteBirk https://t.co/ZBu35WNacc
@wynwok @tailcalled @NeuroSGS Somebody hasn't been paying attention since the 1990s... Machine learning can predict sex with 93.3% accuracy. https://t.co/ZBu35WNacc
@MLindell7 @DuncanHenry78 @NeuroSGS Machine learning can predict sex with 93.3% accuracy. https://t.co/ZBu35WNacc Other related studies here: https://t.co/ZBu35WNacc
@Playinstreet @d_wprince @SafeSUP @babybeginner "...Recent studies indicate that gender may have a substantial influence on human cognitive functions, including emotion, memory, perception, etc...." (Cahill, 2006) https://t.co/0MnRSr4KG7
@Darkiora @Sillytranskity @JamesEsses Tell you what, instead of this turning into a lecture I'm just going to give you some material that you won't read and if you did you'd only see what you want to see https://t.co/D288xZ8EeT https://t.co/zzFhuB1lv2 https://t.co/F0LRfnzVed
@libsoftiktok "In summary, by using the designed 3D PCNN algorithm, we confirmed that the gender-related differences exist in the whole-brain FA images as well as in each specific brain regions." https://t.co/yRlOUqh8WT
@FeniceArde Che lo si voglia o meno ci sono differenze. Questo non significa che una sia migliore dell'altro. Tuttavia sarebbe paradossale negare l'evidenza. E di ricerche recenti ce ne sono molte. E nel libro viene detto senza offendere nessuno. https://t.co/YWsf1ZYOlQ
@chopitosmum @xRockest @Curra68565929 @conchi_ponti @SolAnarquista @ElenaArmesto @jeandghayes https://t.co/BQIyUJQHrd https://t.co/a1Our4V8wf
RT @SouthernGemGal: Brain Differences Between Men and Women: Evidence From Deep Learning https://t.co/A57fI91eNO
@GhostOfEnglandR @TruthTella0912 @Cel_Millennium @Munch944 @JaneTea4 @FemaleInTheWild A woman is a gender identity that results from a person's neurology, characterized (on average) by more white matter and more connections between the right and left hemispheres than in men. https://t.co/TAhwINwC1p https://t.co/tHpMXnIOZY https://t.co/ExbXP77xbD
Here is a similar article : https://t.co/uqzoizGJhV
https://t.co/paIUHpKONI
@Therealtruthfa1 @MadDragonFury @syzygy_ie @xjxuxux @investinStockz @zanariyarichar3 https://t.co/oByRl6joLH here is an unbiased link that neither confirms nor rejects anyone’s opinion, but this is what research looks like. this is what you should be reading. not articles written on websites.
@blond_leggy @miep_miep_miep @Kinchkun @RotesSteinhaus @oedoegidoeki @lawen4cer Zu den generellen Unterschieden im gehirn von Mann und frau siehe auch: https://t.co/xKHYKog2V8 https://t.co/U265dFx7kz https://t.co/c8wQh1itSB https://t.co/v8ix80LGI8 https://t.co/ZAfWH8GXe8
RT @SouthernGemGal: Brain Differences Between Men and Women: Evidence From Deep Learning https://t.co/A57fI91eNO
@chrisradom @DerpyErika @BernieTranders You really need an academic study to know that men and women are innately different? https://t.co/MRtfaQns87 https://t.co/85zDo2wSeg https://t.co/tg1lmQqVXj
@KylePFlynn1 @KingHark4 @woll1z @ghostietreats And yet this says differently And there are more conflicting research out there about the nature of gendered brains, there is still no definitive answer. https://t.co/lqVeomk50i
@cowboy28901 Furthermore, cortical thickness is not even ranked in the top 25 gender related neuro variational biomarkers https://t.co/7ju5d5mo8T. So even if you were right about CT, it would in no way demonstrate that FtM had 'male brains' like you stated in your tweets. Time to recant!
RT @SouthernGemGal: Brain Differences Between Men and Women: Evidence From Deep Learning https://t.co/A57fI91eNO
RT @SouthernGemGal: Brain Differences Between Men and Women: Evidence From Deep Learning https://t.co/A57fI91eNO
@nandalands @Zingley2 @lux_banana @KCMiller1225 yes there is lol, it's just not enough to create consensus+differences existing/=/male and female brain existing, not necessarily atleast https://t.co/f9Gtk7T7Qt
@CassieDebus @AnimaniacsTeam @CaddyTurveydrop @Shav253 @AgingWhiteGay not true, but even if so, different chemicals and hormones running through the brain would cause on average differences https://t.co/wICyCmsgVI
RT @SouthernGemGal: Brain Differences Between Men and Women: Evidence From Deep Learning https://t.co/A57fI91eNO
@mkassr للتصحيح. يوجد هناك فوارق بين عقل المراءة و الرجل و لكن لا يعني هذا ان الرجل افضل من المراءة. فالانسان يحكم على نفسه بمبادىء تربى عليها و بتصرفاته في الخير او الشر https://t.co/69QfiRkVRv https://t.co/jSHlWKy98J
@triffidtakeover @MedicMike89 @rutwikdesaiiii @FitFounder https://t.co/755vuKZPht
RT @ds_abp: @twistedmic24 @Supernus_Pharma @YouTube Different disorders do present differently in females v males because each’s brain is d…
@gespraechswert Auch hier gern nocheinmal. Die oben verlinkte Studie gibt nur Auskunft über kognitive Fähigkeiten bei m und w. Die Gehirne von Männern und Frauen unterscheiden sich sehr wohl in vielen Regionen des Gehirns. https://t.co/LxYcrcBMGQ https://t.co/ems1zNbIq3
@gespraechswert Es geht in dieser Studie um kognitive Funktionen nicht darum, dass es keine männlichen oder weiblichen Gehirne gibt. Denn die gibt es. Männnl. Und weibl. Gehirne unterscheiden sich in vielem. https://t.co/LxYcrcBeRi
@twistedmic24 @Supernus_Pharma @YouTube Different disorders do present differently in females v males because each’s brain is different and processes differently. https://t.co/EAMxFGM2yA
@HonestFighting @RealChefSpicy @psychoroidsound @_ar12_ @scrowder https://t.co/aoJBoAZXav https://t.co/JpjQxYwtER https://t.co/3BIKzuBXAe
@DifficulDebates @A41589956 @NeuroDevo I only know that male brains are around 10% larger on average but there are ofcourse way more differences. https://t.co/f2AdqoOjJI https://t.co/CDlCCX0za3
Here's an actual study: https://t.co/aUfqdtfonm https://t.co/wBm2feyFxR
RT @SouthernGemGal: Brain Differences Between Men and Women: Evidence From Deep Learning https://t.co/A57fI91eNO
RT @SouthernGemGal: Brain Differences Between Men and Women: Evidence From Deep Learning https://t.co/A57fI91eNO
@seff_64 Study done in 2019 explains that they tell the differences between male and female by looking at the brain and are accurate within like 90some%, https://t.co/jFULjGVETi Also look up Nirao Shah. He did a study explaining the inherent differences between male and female.
@Hizenburg4 @HestusMaracas @syberfoxxx @barbara_lampkin @MattWalshBlog @RepMTG Btw next time any of those feminists tries to misguide you show them some real world science that didn't even exist in 1800... https://t.co/NqM22QoDgt
@TrueLevelBitch @dots_jenny @ltnjrono @RitchieJodi develop in particular ways and have particular features and activation patterns as opposed to men’s brains, and vice versa. That’s just fact: https://t.co/e9wIJsJI0g, https://t.co/vJtHCxuV4W, and https://t.co/wG6eflYTzz 2/2
RT @SouthernGemGal: Brain Differences Between Men and Women: Evidence From Deep Learning https://t.co/A57fI91eNO
@NoFriend3 @AmarilliTK No es cierto, existen muchas más diferencias entre el cerebro masculino y femenino. https://t.co/K3HkepvOUy
@LancsK8 @tymctesterson @DrRachaelF We actually can https://t.co/9PExICj8Ln
@Jose__Errasti @_Iago_nort Estudios con diferencias hay a porrillo. Otra cosa es que tu quieras asignar el sexo de una persona en base a su anatomia cerebral, cosa que no es correcta. Lo mismo seria asignar sexo en base a los genitales. https://t.co/TBnmTRIcTs
@DoktorEndorfina @Omixos_Zarnik @lukasz_kopczyk Te różnice to pojęcie sensu largo. Interesuje Cię budowa anatomiczna, czy biochemiczna determinujaca np płeć? Zresztą ujęć możesz mieć dużo więcej. Niemniej poniżej solidne metodycznie badanie z obrazowaniem na dużej kohorcie https://t.co/b8OaOETdrR
RT @NeuroSGS: Xin et al., (2019) subjected 490 males and 575 females to DTI and implemented a 3D convolution neural network (3D CNN; machin…
Xin et al., (2019) subjected 490 males and 575 females to DTI and implemented a 3D convolution neural network (3D CNN; machine learning algorithm) to predict biological sex from whole FA brain images https://t.co/BFx5ssOHkR
@forcrys https://t.co/XxR368gTFr
@Fionnindy @Christi67345351 @DerSpitzbub @StapelChipsYT Sie begründen Ihre Unterstellung mir gegenüber ja selbst nicht.
@FuxxFell @hjvoss @FParianen @RichardDawkins @sapinker Das ist ein Artikel, der lediglich wissenschaftliche Artikel mit Link zitiert. Nämlich diese: https://t.co/xKHYKoxDMG https://t.co/U265dFOIc7 https://t.co/c8wQh10Su1 https://t.co/v8ix80u5jy https://t.co/ZAfWH8plPy https://t.co/4qXLbEYRo8 Er enthält keine Meinung von mir.
@Redpill65056513 وهذا منطقي إن عرفنا الاختلاف بتصميم دماغ الرجل والمرأة. مقالة تشرح الفروقات بين دماغ الرجل والمرأة وتأثيرها في تخزين الذكريات ، واستشعار العواطف ، والتعرف على الوجوه ، وحل مشكلات معينة ، واتخاذ القرارات: https://t.co/77o4PGDkNE
@FuxxFell @HoopyFruit Noch mal: https://t.co/fgHqnYzH8b Hier zB wurde eine Stichprobe von 490 m & 575 f untersucht. Kriterium war das biol. Geschlecht. Welches soz. Gender diese Personen haben, interessiert die Datensammler bislang nicht (Verzerrung) Und dann kommt raus:⬇️ https://t.co/hKVHGT8dhx
3️⃣ مصادر أخرى: الفرق في كثافة الخلايا العصبية بين الجنسين https://t.co/lase2Y3K0p مقالة تشرح الفروقات بين دماغ الرجل والمرأة وتأثيرها في تخزين الذكريات ، واستشعار العواطف ، والتعرف على الوجوه ، وحل مشكلات معينة ، واتخاذ القرارات https://t.co/temdLlszBC
@ThoughtfulSpir @khal_eiil @refrain_d @ApostateProphet .. structure of the brain" https://t.co/Y2CKILs1FK and lastly, "... these results reveal fundamental sex differences in the structural architecture of the human brain." https://t.co/3F4os6SskI
RT @karanlikruya1: @RedArmyMarshal @rifatsaltoglu Bu tipik feminen ideoloji güçlendirmek için yapılmış. Toplam 20 erkek, 20 kadın var. Şi…
RT @karanlikruya1: Bu tipik feminen ideoloji güçlendirmek için yapılmış. Toplam yaklaşık 20 erkek, 20 kadın var. Şimdi gelelim 1000 denek…
Bu tipik feminen ideoloji güçlendirmek için yapılmış. Toplam yaklaşık 20 erkek, 20 kadın var. Şimdi gelelim 1000 denekli 2021 çalışmalarına: https://t.co/2EFlYkipbg Bu da diğeri: https://t.co/zODnRAWoDP Ne oldu? Güncel geçerliyse üzgünüm hayallerin yıkılacak. https://t.co/eeqSeGQDru
Brain Differences Between Men and Women: Evidence From Deep Learning https://t.co/A57fI91eNO
@yrotitna @comso03 @dgurdasani1 @ginarippon1 I did post a study - and here is more evidence. I am sure there is evidence to the contrary too. All I am saying is that part of the explanation may just be the the natural interests of boys and girls. I don't think thats controversial. https://t.co/JIh7OPv5ou
RT @AyhamTweet: والجدير بالذكر هو أن نفس المنطقة لصغرها اتاحت للرجل التركيز بشيء واحد وانجازه على اكمل وجه وغيرها من الإختلافات هنا https:/…
O zaman verili bir beynin bir kadına mı erkeğe mi ait olduğunu doğru tahmin etme şansınız yükselir. Eğer yeterli sayıda veri noktasını alırsanız da sonuç da şöyle olur: (~%94 doğru sınıflandırma) https://t.co/uTZue2VuwC
والجدير بالذكر هو أن نفس المنطقة لصغرها اتاحت للرجل التركيز بشيء واحد وانجازه على اكمل وجه وغيرها من الإختلافات هنا https://t.co/3r90weKbFw
@FloofyTyrant “ The gender-related morphological difference at the corpus callosum has been previously reported, which may be associated with interhemispheric interaction …” Yes. Women have ‘two brains’. They can talk and listen simultaneously. https://t.co/5tHcKrUdW3
@saverealwomenn https://t.co/A96W3gzMiK
@traductricemtl jiji様 不快な思いをさせたようですいません。個人的には血液型占い程度の信憑性と考えてます。ただ人によって解釈が違うので気をつけます。 下記調べるきっかけになりました。ありがとうございます。”Brain Differences Between Men and Women: Evidence From Deep Learning” https://t.co/sPk6ZPpk28
If y’all see that tiktok audio talking about the northwestern university study on male and female brains in trans people, it’s incorrect. The study (https://t.co/WsQAS0MzLH) never talks about trans people
Brain Differences Between Men and Women: Evidence from Deep Learning https://t.co/QalCgpSilL (https://t.co/325gw5fHKk)
Brain Differences Between Men and Women: Evidence from Deep Learning https://t.co/mXvZCCmw68 26
Brain Differences Between Men and Women: Evidence from Deep Learning https://t.co/clcAzwbnUP
Brain Differences Between Men and Women: Evidence from Deep Learning L: https://t.co/2ReJuTvK2r C: https://t.co/nXg1U3ZQVz
Brain Differences Between Men and Women: Evidence from Deep Learning https://t.co/aBQVWIhIs7 (https://t.co/F5ZncA5bvS)
@DoggoDomination @DisabledAndrog1 @HokutenBen @EveKeneinan @cyron @Rossfaer @VolatileAmine @zaffy2005 @Book_Worm_83 yes you are right and know what ? researcher in that sector showed that our brain is part of our body !!! And there are even biological differences that have influence https://t.co/QVkPPqsRm3
@JustAnoniem @jonatannotwithh @RTLnieuws Nee, dat weten we dus wel. Dat wordt al decennia lang onderzocht. We zijn mentaal gewoon anders, en dat is helemaal prima. Verschillen zijn trouwens niet massive hoor. https://t.co/YWpsWaRIpi https://t.co/ByNGp7siwp https://t.co/3z7DLSNZak
Frontiers | Brain Differences Between Men and Women: Evidence From Deep Learning 33rd World #Neuroscience and #Neurology Conferences November 02-03, 2020 #Rome, Italy Link: https://t.co/YpEQVhmD1Q #NeurologistsPreparetoRedeployonCOVID-19FrontLines https://t.co/Y4rm84YpV1