Front Artif Intell June 2023 PMID 37408542

Accurately predicting hit songs using neurophysiology and machine learning.

Sean H Merritt, Kevin Gaffuri, Paul J Zak

Mentions

155
Peak: 62 in Jun 2023
across 5 sources since Nov 2021

Extended reach

1,774,633
potential audience

Total likes

437

Video views

353

Mentions per month

Nov 2021 – Jun 2024

Where it's discussed

  • X / Twitter143 posts
  • News6 articles
  • Facebook3 posts
  • YouTube2 videos
  • LinkedIn1 posts

AI synopsis

What people are saying

The discussions express strong enthusiasm for the study, citing examples such as predictions reaching 97% accuracy and applications like wearable neurotech, with the tone reflecting excitement and forward-looking implications. The choice of words like 'fascinating,' 'game changer,' and references to AI outperforming human talent contribute to the perception of high impact and engagement.

AgreementStrong agreement

Most discussions emphasize the high accuracy (97%) of the prediction method, reflecting strong support for the study’s findings.

InterestHigh interest

Participants show high curiosity, referencing potential applications like future wearable tech, AI's superiority over humans, and implications for neuro privacy.

EngagementHigh engagement

Posts include detailed summaries of the methodology, with mentions of EEG data, machine learning models, and practical impacts, indicating deep involvement.

ImpactHigh impact

Many highlight the revolutionary potential of this research for the music industry and neurotechnology, suggesting significant influence on future practices.

Abstract in brief

  • This study explores a new way to predict hit songs by measuring brain responses to music rather than just analyzing song lyrics or features.
  • They found that using simple statistical models on neural data can predict hits with about 69% accuracy, but applying more advanced machine learning techniques increased this accuracy to 97%.
  • The research shows that your brain quickly recognizes a hit song within the first minute of listening, and that neural data combined with machine learning can significantly improve predictions of music success. ]

Top posts

Most liked on X and Bluesky
Steve Stewart-Williams
@SteveStuWill · X

Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 383 likes · 70 shares · 250,627 followers View post →
Cobun Zweifel-Keegan
@cobun · X

Why does neuro privacy matter? Because our brains reveal how we feel before we know: https://t.co/Yv3LdKt78Q

Jun 27, 2023 · 12 likes · 4 shares · 4,655 followers View post →
Nita Farahany
@NitaFarahany · X

How does your brain know a hit song when it hears one? A new study used neurophysiology and machine learning to predict hits with 97% accuracy. #CognitiveLiberty https://t.co/cMAXIlHixF

Jul 18, 2023 · 8 likes · 4 shares · 15,712 followers View post →
Frontiers
@FrontiersIn · X

Researchers in the US have used a comprehensive machine learning technique applied to brain responses and were able to predict hit songs with 97% accuracy. Explore the study in Frontiers in Artificial Intelligence: https://t.co/Wv2PJl4ea6, or our news story ⬇

Jul 1, 2023 · 6 likes · 1 share · 89,872 followers View post →
Neuroscience News
@NeuroscienceNew · X

“Accurately Predicting Hit Songs using Neurophysiology and Machine Learning” by Paul J Zak et al. Frontiers in Artificial Intelligence https://t.co/NXBzlvaFkH 3/3

Jun 20, 2023 · 4 likes · 1 share · 506,658 followers View post →
OpenBCI
@OpenBCI · X

Source: https://t.co/cneEw8RIP9

Jul 19, 2023 · 4 likes · 19,777 followers View post →

All mentions

Emmynition
@emmynition · X

https://t.co/PFP7oGeDOS This is interesting.

Jun 9, 2024 · 42 followers View post →
St3v3 Hancock
@St3v3Hancock · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 20, 2023 · 70 shares · 145 followers View post →
Masked Yapper
@MaskedYapper · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 20, 2023 · 70 shares · 342 followers View post →
LiminalLocus
@liminal_locus · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 20, 2023 · 70 shares · 88 followers View post →
Alexander Leo Dugan
@dugan_alexander · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 20, 2023 · 70 shares · 172 followers View post →
Isegoria
@Isegoria · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 20, 2023 · 70 shares · 1,788 followers View post →
Current_JJ
@current_jj · X

@mikecane @BrianRoemmele Imagine, joining this generation technology, with a ,,hit seeker" model, like the result of this research: https://t.co/i0mBnMrKQI, anyone is able to produce hit after hit. Radio ,,Perfect" in theory.

Dec 20, 2023 · 1 like · 103 followers View post →
Ivan Majnarić
@bajsrotor113 · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 20, 2023 · 70 shares · 12 followers View post →
kjhhhhhf
@kjhhhhhf · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 20, 2023 · 70 shares · 18 followers View post →
あさひな
@aaiashn · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 20, 2023 · 70 shares · 477 followers View post →
Hans Hassler Castro Vega
@EnderNyktos · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 20, 2023 · 70 shares · 65 followers View post →
Yvan Dutil
@YvanDutil · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 20, 2023 · 70 shares · 2,259 followers View post →
Mustafa YILDIZ
@Mustafayldzii · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 20, 2023 · 70 shares · 1,518 followers View post →
glrc765
@glrc765 · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 20, 2023 · 70 shares · 43 followers View post →
Curt von Keyserlingk
@vk_curt · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 20, 2023 · 70 shares · 392 followers View post →
Rogue Philosopher
@RoguePhilosoph · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 20, 2023 · 70 shares · 576 followers View post →
cvxvcxv
@DN5eeCw55PpNeDS · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 20, 2023 · 70 shares · 23 followers View post →
Fadi Akil
@FadiAkil7 · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 70 shares · 642 followers View post →
ₘ'ₘbₑₕₑᵣₒ
@_dunstan_ · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 70 shares · 944 followers View post →
Stephen James
@Sunsidhe · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 70 shares · 481 followers View post →
Hugo A. Z.
@haceta · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 70 shares · 1,584 followers View post →
Andrius | Former CEO
@TheFormerCEO · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 70 shares · 229 followers View post →
SawyerShen
@sawyer_shen · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 70 shares · 19 followers View post →
Oscar Contreras
@ooscar_88 · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 70 shares · 1,506 followers View post →
alejandro e. montiel bonilla
@montielabonilla · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 70 shares · 15,683 followers View post →
Mark
@markheckmann · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 70 shares · 212 followers View post →
-Joe Rogan
@RealJoeRogan12 · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 70 shares · 1,902 followers View post →
Solicitor
@USASolicitor · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 70 shares · 955 followers View post →
Aída
@Bellanieve · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 70 shares · 12,648 followers View post →
Raw Power Android
@AdamSaturdayRPC · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 70 shares · 180 followers View post →
Kennedy
@Ncub3_K · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 70 shares · 60 followers View post →
James Pethokoukis ⏩️⤴️
@JimPethokoukis · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 70 shares · 58,174 followers View post →
George Kokoros
@beavisthegreek · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 70 shares · 746 followers View post →
Charles Bayless
@CharlesBayless · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 70 shares · 404 followers View post →
Brian Dean
@bdean_ · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 70 shares · 561 followers View post →
Teddy Θεόδωρος
@teddyballgame83 · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 70 shares · 965 followers View post →
Vincentions
@statsman0576 · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 70 shares · 660 followers View post →
Josh
@J_33377 · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 70 shares · 175 followers View post →
Sameer Ahmed
@SameerA41115539 · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 70 shares · 993 followers View post →
Joe Horton
@JoeHorton314390 · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 70 shares · 2,457 followers View post →
BadLibrarian
@BadLibrarian · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 70 shares · 2,145 followers View post →
Katalina
@KatG62377461 · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 70 shares · 1,435 followers View post →
The Ravina Project
@ravinaproject · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 70 shares · 2,867 followers View post →
Elton John Candy
@silla_de_pensar · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 70 shares · 617 followers View post →
Spencer
@spencerthecomic · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 70 shares · 549 followers View post →
Robert Barnes
@barnes_law · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 70 shares · 370,981 followers View post →
Sean
@akingseyeview · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 70 shares · 1,351 followers View post →
Michael Petroski
@MicAPetroski · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 70 shares · 35 followers View post →
Bart Andrews
@BartAndrews · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 70 shares · 12,092 followers View post →
John Wilkins
@JohnWilkinspsyc · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 70 shares · 1,639 followers View post →
Renaud Guérin
@RenaudGuerin · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 70 shares · 1,900 followers View post →
@bhijit
@Abhijit_A_ · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 70 shares · 1,302 followers View post →
vagrantcow
@vagrantcow · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 70 shares · 878 followers View post →
gabedozal
@gabbydozal · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 70 shares · 1,258 followers View post →
Ama-gi
@necedemali_ · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 70 shares · 166 followers View post →
Tobias Schneider
@tobiaschneider · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 70 shares · 41,875 followers View post →
T. B.
@Sa1yr3 · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 70 shares · 217 followers View post →
Anathemata
@Faenerator · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 70 shares · 197 followers View post →
Capn’ brunch
@capncrunchey · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 70 shares · 58 followers View post →
Steve Stewart-Williams
@SteveStuWill · X

Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Dec 19, 2023 · 383 likes · 70 shares · 250,627 followers View post →
Shigekazu Ishihara
@shigekzishihara · X

RT @Astella6174: AIでヒット曲予想 曲を聞いた時の参加者の神経生理学反応にもとづいた線形統計モデルは69%の確率でヒット曲を特定できた。さらに機械学習を適用することでその精度は97%までに上昇(冒頭1分だけでも82%)したとか AI作曲の曲がトップチャート…

Oct 22, 2023 · 1 share · 7,061 followers View post →
おくさん/OKUSUN
@Astella6174 · X

AIでヒット曲予想 曲を聞いた時の参加者の神経生理学反応にもとづいた線形統計モデルは69%の確率でヒット曲を特定できた。さらに機械学習を適用することでその精度は97%までに上昇(冒頭1分だけでも82%)したとか AI作曲の曲がトップチャート入りする日も遠くなさそう?https://t.co/Ls0wIF1WcW

Oct 22, 2023 · 4 likes · 1 share · 1,181 followers View post →
Neurosity
@neurosity · X

Source: https://t.co/5sNbXo2kL6

Sep 6, 2023 · 8,163 followers View post →
Borja Adsuara Varela ⚖️
@adsuara · X

RT @AgainUly: @adsuara @el_pais Y aquí el estudio, con fecha 20/06/2023 https://t.co/oHJVvvX0Ev

Aug 22, 2023 · 1 share · 34,269 followers View post →
Uly, Juriscerdimántico de reconocido desprestigio
@AgainUly · X

@adsuara @el_pais Y aquí el estudio, con fecha 20/06/2023 https://t.co/oHJVvvX0Ev

Aug 22, 2023 · 1 like · 1 share · 1,214 followers View post →
Cortes
@cortesfuture · X

A.I is now better than humans in terms of finding hit records. A skill that took decades & “talent” can now be run through bagging ML models. A.I can accurately predict hit songs using neurophysiology and machine learning 97% of the time. https://t.co/RJi6B5gzoF

Aug 9, 2023 · 1 like · 472 followers View post →
cackerman21
@cackerman21 · X

Accurately predicting hit songs using neurophysiology and machine learning https://t.co/XCYpjR9b9Q https://t.co/PoPhQKhbZ7

Aug 1, 2023 · 1 like · 385 followers View post →
はげひげ(菊仙人)
@96hage · X

わからん https://t.co/joQZvaK1KR

Jul 30, 2023 · 5,780 followers View post →
ryo694
@ryo694 · X

Accurately predicting hit songs using neurophysiology and machine learning https://t.co/WHtTlcBhWa

Jul 30, 2023 · 1,391 followers View post →
จู
@JMulP · X

RT @FrontNeurosci: Take a look at the work of @pauljzak of @ImmersionNeuro ➡️ https://t.co/4nZpfIgIXQ

Jul 20, 2023 · 1 share · 197 followers View post →
Frontiers - Neuroscience
@FrontNeurosci · X

Take a look at the work of @pauljzak of @ImmersionNeuro ➡️ https://t.co/4nZpfIgIXQ

Jul 20, 2023 · 2 likes · 1 share · 81,344 followers View post →
OpenBCI
@OpenBCI · X

Source: https://t.co/cneEw8RIP9

Jul 19, 2023 · 4 likes · 19,777 followers View post →
NeurOhMy!
@Neurohmy · X

RT @NitaFarahany: How does your brain know a hit song when it hears one? A new study used neurophysiology and machine learning to predict h…

Jul 19, 2023 · 4 shares · 10 followers View post →
Damaio Sandokan
@DamaioSandokan · X

Prédire des hits musicaux par des réactions physiologiques, ça, c'est fait ! https://t.co/tRlmYBkXSs

Jul 18, 2023 · 87 followers View post →
Daniel Buk
@DanBuk4 · X

RT @NitaFarahany: How does your brain know a hit song when it hears one? A new study used neurophysiology and machine learning to predict h…

Jul 18, 2023 · 4 shares · 2,179 followers View post →
Tobias
@thekromlek · X

RT @NitaFarahany: How does your brain know a hit song when it hears one? A new study used neurophysiology and machine learning to predict h…

Jul 18, 2023 · 4 shares · 2 followers View post →
Sarah
@SarahMya2000 · X

RT @NitaFarahany: How does your brain know a hit song when it hears one? A new study used neurophysiology and machine learning to predict h…

Jul 18, 2023 · 4 shares · 1,713 followers View post →
Nita Farahany
@NitaFarahany · X

How does your brain know a hit song when it hears one? A new study used neurophysiology and machine learning to predict hits with 97% accuracy. #CognitiveLiberty https://t.co/cMAXIlHixF

Jul 18, 2023 · 8 likes · 4 shares · 15,712 followers View post →
Nita Farahany
@NitaFarahany · X

How does your brain know a hit song when it hears one? A new study used neurophysiology and machine learning to predict hits with 97% accuracy. #CognitiveLiberty https://t.co/cMAXIlHixF https://t.co/cMAXIlHixF

Jul 18, 2023 · 15,712 followers View post →
graham music
@grahammusic1 · X

hmmm .. Scientists use AI and unconscious brain activity to identify hit songs with shockingly high accuracy https://t.co/DcfpCDfnSa

Jul 18, 2023 · 2 likes · 4,190 followers View post →
MooresLex
@MooresLex · X

Using #AI and unconscious brain activity to identify hit songs. Rather than asking users if they “like” a new song, wearable #neurotech, like those in this study, could assess the neural value of content. https://t.co/tHoAKcuvEz

Jul 17, 2023 · 602 followers View post →
Hosung Joo
@whendoyoucome · X

Summary: They identified hit songs thru ML while capturing EEG of 33 participants listening to arbitrary 24 songs (divided to 13 hits & 11 flops). Pros: - EEG Data Cons: - Those & songs are generally too small (in num) and too popular to be flops. https://t.co/dSw1uyQJ2g https://t.co/H2QxR5Z3vt

Jul 7, 2023 · 901 followers View post →
Camilo Solano
@Akustronique · X

RT @Pintocles: IA puede predecir si una canción se va a volver un palo con más de 90% de exactitud! Frontiers | Accurately predicting hit…

Jul 5, 2023 · 1 share · 2,159 followers View post →
Eduardo Pinto
@Pintocles · X

IA puede predecir si una canción se va a volver un palo con más de 90% de exactitud! Frontiers | Accurately predicting hit songs using neurophysiology and machine learning https://t.co/K5FI8tnZNE

Jul 4, 2023 · 1 share · 417 followers View post →
Frontiers
@FrontiersIn · X

Researchers in the US have used a comprehensive machine learning technique applied to brain responses and were able to predict hit songs with 97% accuracy. Explore the study in Frontiers in Artificial Intelligence: https://t.co/Wv2PJl4ea6, or our news story ⬇

Jul 1, 2023 · 6 likes · 1 share · 89,872 followers View post →
Dr Katherine Pratt same handle at the sky place
@GattaKat · X

RT @cobun: Why does neuro privacy matter? Because our brains reveal how we feel before we know: https://t.co/Yv3LdKt78Q

Jun 29, 2023 · 4 shares · 1,236 followers View post →
Brian Oakley (
@brianoakley · X

RT @cobun: Why does neuro privacy matter? Because our brains reveal how we feel before we know: https://t.co/Yv3LdKt78Q

Jun 29, 2023 · 4 shares · 225 followers View post →
AlisdairMacRaeBirch
@alisdairbirch · X

Accurately predicting hit songs using neurophysiology and machine learning https://t.co/8aH805xync

Jun 29, 2023 · 724 followers View post →
Sian Allen
@DrSianAllen · X

Will our smartwatches drives the Spotify algorithm in future?! Full read here: https://t.co/oqULmBZu58

Jun 29, 2023 · 2 likes · 10,847 followers View post →
Psicólogo Celestino González-Fernández ψ
@Tecnoestres · X

Accurately predicting hit songs using #neurophysiology and machine learning ⁦@FrontiersIn⁩ #CGFPsicología https://t.co/mts2dEwaJ7

Jun 29, 2023 · 2,893 followers View post →
Steven A B Wright
@s3w · X

https://t.co/pKD4BA0phv

Jun 29, 2023 · 202 followers View post →
Mingzhu Hešeri 赫舍里 明珠
@MingzhuHe1 · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Jun 28, 2023 · 142 shares · 377 followers View post →
Paul J. Zak
@pauljzak · X

RT @bsgspeakers: Can A.I. predict the next #1 hit song? @pauljzak has co-authored a new study on "Accurately predicting hit songs using ne…

Jun 27, 2023 · 1 share · 5,796 followers View post →
Tatiana Rice
@tatiianarice · X

RT @cobun: Why does neuro privacy matter? Because our brains reveal how we feel before we know: https://t.co/Yv3LdKt78Q

Jun 27, 2023 · 4 shares · 1,345 followers View post →
Cobun Zweifel-Keegan
@cobun · X

Why does neuro privacy matter? Because our brains reveal how we feel before we know: https://t.co/Yv3LdKt78Q

Jun 27, 2023 · 12 likes · 4 shares · 4,655 followers View post →
edmundogs
@edmundogs · X

@FrontiersIn Accurately predicting hit songs using neurophysiology and machine learning https://t.co/uelEAtuira @piscitelli @julitoalonso @DiegoGolombek

Jun 27, 2023 · 7,732 followers View post →
BrightSight Speakers
@bsgspeakers · X

Can A.I. predict the next #1 hit song? @pauljzak has co-authored a new study on "Accurately predicting hit songs using neurophysiology and machine learning." Learn more via @axios https://t.co/M04U4wAZd8

Jun 27, 2023 · 1 share · 634 followers View post →
Meghan Dorn
@Meghan_Dorn · X

Fascinating study - using AI and ML to predict the next big music hit: https://t.co/wAZdHwgzvd

Jun 27, 2023 · 40 followers View post →
Ritik Shukla
@nirvana_843 · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

Jun 26, 2023 · 142 shares · 76 followers View post →
In AI Nutshell
@inainutshell_yt · X

Musk, Zuckerberg, boxing robots - a clash of the titans awaits!

Jun 25, 2023 · 1 followers View post →
Roger Blackwell
@rogerablackwell · X

Accurately predicting hit songs using neurophysiology and machine learning https://t.co/O3v9RHyful > Yawns produced by AI predictability! - RAB

Jun 23, 2023 · 2,333 followers View post →
Ubartut 
@ubartut · X

RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

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RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

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RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

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RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

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RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

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RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

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RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

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RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

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RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

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Accurately predicting hit songs using neurophysiology and machine learning | https://t.co/8pH4FKiai8

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RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

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RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

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RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

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RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

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RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

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RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

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RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

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RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

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RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

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RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

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RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

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RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

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RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

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RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

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RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

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RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

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RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

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RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

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RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

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RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

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RT @SteveStuWill: Machine learning predicts hit songs from brain responses with 97% accuracy. Self-reported liking isn’t predictive.

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RT @NeuroscienceNew: “Accurately Predicting Hit Songs using Neurophysiology and Machine Learning” by Paul J Zak et al. Frontiers in Artific…

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New Research: Accurately predicting hit songs using neurophysiology and machine learning #AI https://t.co/PWSENEiHLJ

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“Accurately Predicting Hit Songs using Neurophysiology and Machine Learning” by Paul J Zak et al. Frontiers in Artificial Intelligence https://t.co/NXBzlvaFkH 3/3

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Frontiers | Accurately predicting hit songs using neurophysiology and machine learning https://t.co/E9yZDAY3Kq https://t.co/z0TwJy9O7i

Jun 20, 2023 · 24,152 followers View post →
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Accurately predicting hit songs using neurophysiology and machine learning https://t.co/girmfoRCfv

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Frontiers | Accurately predicting hit songs using neurophysiology and machine learning https://t.co/DZgIKGlfNf

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RT @Neurons_AI: Accurately Predicting Hit Songs using Neurophysiology and Machine Learning – o - https://t.co/H2FLJ7sNA8 #machinelearning…

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Accurately Predicting Hit Songs using Neurophysiology and Machine Learning – o - https://t.co/H2FLJ7sNA8 #machinelearning #intoAInews

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There are many AI journalists who rise above the fray and do excellent ... 6 (2023). https://www.frontiersin.org/articles/10.3389/frai.2023.1154663 37 ...

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A través del nuevo método, los investigadores lograron predecir qué pistas serían del agrado de la mayoría de las personas con un 97 por ciento ...

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研究发表在Frontiers in Artificial Intelligence上。 https://doi.org/10.3389/frai.2023.1154663. 04. 激光疗法或成为治疗耳鸣最有效的方法. 根据巴西 ...

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10.3389/frai.2023.1154663. Method of Research. Data/statistical analysis. Subject of Research. People. Article Title. Accurately Predicting Hit ...

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doi: 10.3389/frai.2023.1154663. This article is a rework of a press release issued by Frontiers. Material has been edited for length and ...

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