Nat Mach Intell December 2022 PMID 36567960

Deep learning models for predicting RNA degradation via dual crowdsourcing.

Hannah K Wayment-Steele, Wipapat Kladwang, Andrew M Watkins, Do Soon Kim, Bojan Tunguz, Walter Reade, Maggie Demkin, Jonathan Romano, Roger Wellington-Oguri, John J Nicol, Jiayang Gao, Kazuki Onodera, Kazuki Fujikawa, Hanfei Mao, Gilles Vandewiele

Mentions

97
Peak: 65 in Dec 2022
across 3 sources since Dec 2022

Extended reach

1,033,993
potential audience

Total likes

190

Video views

33

Mentions per month

Dec 2022 – Mar 2024

Where it's discussed

  • X / Twitter92 posts
  • Blogs3 articles
  • YouTube2 videos

AI synopsis

What people are saying

The discussions highlight excitement over the potential applications of the developed models, with phrases such as 'game changer' and 'valuable piece' to emphasize importance. Additionally, references to the OpenVaccine competition indicate a sense of community and collective effort in the scientific field, which underscores the significance of collaborative approaches in research.

AgreementModerate agreement

Many discussions revolve around the publication and its innovative approach, indicating a general endorsement of its findings.

InterestHigh interest

Posts express strong enthusiasm about the research topic, particularly regarding its relevance to current scientific challenges.

EngagementModerate engagement

Some posts involve references to specific details about the competition and methodologies used, though not deeply analytical.

ImpactHigh impact

There is a clear belief that the publication could have a substantial influence on RNA research and mRNA-based medicines.

Abstract in brief

  • mRNA-based medicines, like COVID-19 vaccines, have great potential but face challenges with stability due to their susceptibility to chemical degradation.
  • A machine learning competition called 'Stanford OpenVaccine' on Kaggle involved analyzing over 6,000 RNA constructs to predict their degradation, resulting in a successful model that accurately forecasted RNA stability.
  • The integration of crowdsourcing for both data collection and model training could be a beneficial approach for quickly addressing other scientific challenges in the future.

Top posts

Most liked on X and Bluesky
Bojan Tunguz
@tunguz · X

Our recent Nature Machine Intelligence article ‘Deep learning models for predicting RNA degradation via dual crowdsourcing’ has been featured in the Commentary of current issue of that prestigious scientific journal. This is another valuable piece of https://t.co/1upkzkWMQv https://t.co/B23B1a3V5F

Mar 6, 2023 · 96 likes · 13 shares · 253,898 followers View post →
BioDecoded
@BioDecoded · X

Deep learning models for predicting RNA degradation via dual crowdsourcing | Nature Machine Intelligence https://t.co/TAg2ckFKyB #MachineLearning https://t.co/dN7anvsScX

Dec 27, 2022 · 53 likes · 15 shares · 8,894 followers View post →
Gilles Vandewiele
@Gillesvdwiele · X

Today, our paper "Deep learning models for predicting RNA degradation via dual crowdsourcing" has been published in @NatMachIntell! The paper discusses the OpenVaccine competition of 2020 on @kaggle in which we finished fourth! https://t.co/l8KaYe9VzA

Dec 16, 2022 · 21 likes · 3 shares · 1,450 followers View post →
Marktechpost AI Dev News ⚡
@Marktechpost · X

Researchers At Stanford Propose Deep Learning Models For Predicting RNA Degradation Via Dual Crowdsourcing https://t.co/UsqCbrTfxB via @Marktechpost #ArtificialIntelligence

Dec 28, 2022 · 12 likes · 9 shares · 9,857 followers View post →
Bojan Tunguz
@tunguz · X

"Deep learning models for predicting RNA degradation via dual crowdsourcing" - Nature Machine Intelligence publication: https://t.co/1upkzkWMQv 12/13

Oct 2, 2023 · 7 likes · 1 share · 253,898 followers View post →
Milo Camacho
@milocamj · X

Researchers At Stanford Propose Deep Learning Models For Predicting RNA Degradation Via Dual Crowdsourcing - MarkTechPost https://t.co/vuziGnLb1w #machinelearning #ai #technology https://t.co/HH8509nOMg

Dec 28, 2022 · 1 like · 2,644 followers View post →

All mentions

syfz
@ssyfzz · X

RT @tunguz: I am very pleased to announce that our paper "Deep learning models for predicting RNA degradation via dual crowdsourcing" has b…

Mar 6, 2024 · 101 shares · 3,483 followers View post →
guilherme
@__guiillherme__ · X

RT @tunguz: I am very pleased to announce that our paper "Deep learning models for predicting RNA degradation via dual crowdsourcing" has b…

Mar 6, 2024 · 101 shares · 211 followers View post →
がっちゃ
@take_gattcha · X

RT @tunguz: I am very pleased to announce that our paper "Deep learning models for predicting RNA degradation via dual crowdsourcing" has b…

Mar 6, 2024 · 101 shares · 2,145 followers View post →
Payman Goodarzi
@PaymanGoodarzi · X

RT @tunguz: I am very pleased to announce that our paper "Deep learning models for predicting RNA degradation via dual crowdsourcing" has b…

Mar 6, 2024 · 101 shares · 28 followers View post →
hslu_aiml
@hslu_aiml · X

RT @tunguz: I am very pleased to announce that our paper "Deep learning models for predicting RNA degradation via dual crowdsourcing" has b…

Mar 6, 2024 · 101 shares · 528 followers View post →
Dark Knight
@Aooos_18 · X

RT @tunguz: I am very pleased to announce that our paper "Deep learning models for predicting RNA degradation via dual crowdsourcing" has b…

Mar 6, 2024 · 101 shares · 131 followers View post →
al’amin ai
@alamin_ai_ · X

RT @tunguz: I am very pleased to announce that our paper "Deep learning models for predicting RNA degradation via dual crowdsourcing" has b…

Mar 6, 2024 · 101 shares · 382 followers View post →
Manish
@manish9608mk · X

RT @tunguz: I am very pleased to announce that our paper "Deep learning models for predicting RNA degradation via dual crowdsourcing" has b…

Mar 6, 2024 · 101 shares · 143 followers View post →
Maria
@mariaforx · X

RT @tunguz: I am very pleased to announce that our paper "Deep learning models for predicting RNA degradation via dual crowdsourcing" has b…

Mar 6, 2024 · 101 shares · 886 followers View post →
Midhun Devasia
@MidhunDevasia · X

RT @tunguz: I am very pleased to announce that our paper "Deep learning models for predicting RNA degradation via dual crowdsourcing" has b…

Mar 6, 2024 · 101 shares · 90 followers View post →
Data Science PY
@Data_Science_PY · X

RT @tunguz: I am very pleased to announce that our paper "Deep learning models for predicting RNA degradation via dual crowdsourcing" has b…

Mar 6, 2024 · 101 shares · 489 followers View post →
Kristi Hines
@kristileilani · X

RT @tunguz: I am very pleased to announce that our paper "Deep learning models for predicting RNA degradation via dual crowdsourcing" has b…

Mar 6, 2024 · 101 shares · 48,369 followers View post →
Bojan Tunguz
@tunguz · X

RT @tunguz: I am very pleased to announce that our paper "Deep learning models for predicting RNA degradation via dual crowdsourcing" has b…

Mar 6, 2024 · 101 shares · 253,898 followers View post →
Ashish Kapoor
@ashshkapoor · X

RT @tunguz: "Deep learning models for predicting RNA degradation via dual crowdsourcing" - Nature Machine Intelligence publication: https:/…

Oct 2, 2023 · 1 share · 623 followers View post →
Bojan Tunguz
@tunguz · X

"Deep learning models for predicting RNA degradation via dual crowdsourcing" - Nature Machine Intelligence publication: https://t.co/1upkzkWMQv 12/13

Oct 2, 2023 · 7 likes · 1 share · 253,898 followers View post →
omnipresent
@3askman · X

RT @tunguz: Our recent Nature Machine Intelligence article ‘Deep learning models for predicting RNA degradation via dual crowdsourcing’ has…

Mar 7, 2023 · 13 shares · 91 followers View post →
hengcherkeng
@hengcherkeng · X

RT @tunguz: Our recent Nature Machine Intelligence article ‘Deep learning models for predicting RNA degradation via dual crowdsourcing’ has…

Mar 7, 2023 · 13 shares · 461 followers View post →
Retropete
@Peter_j_kos · X

RT @tunguz: Our recent Nature Machine Intelligence article ‘Deep learning models for predicting RNA degradation via dual crowdsourcing’ has…

Mar 7, 2023 · 13 shares · 939 followers View post →
Gilles Vandewiele
@Gillesvdwiele · X

RT @tunguz: Our recent Nature Machine Intelligence article ‘Deep learning models for predicting RNA degradation via dual crowdsourcing’ has…

Mar 7, 2023 · 13 shares · 1,450 followers View post →
priya joseph
@ayirpelle · X

RT @tunguz: Our recent Nature Machine Intelligence article ‘Deep learning models for predicting RNA degradation via dual crowdsourcing’ has…

Mar 6, 2023 · 13 shares · 4,947 followers View post →
Shaun Pritchard
@ShaunPx1 · X

RT @tunguz: Our recent Nature Machine Intelligence article ‘Deep learning models for predicting RNA degradation via dual crowdsourcing’ has…

Mar 6, 2023 · 13 shares · 1,289 followers View post →
subho
@subhobrata1 · X

RT @tunguz: Our recent Nature Machine Intelligence article ‘Deep learning models for predicting RNA degradation via dual crowdsourcing’ has…

Mar 6, 2023 · 13 shares · 969 followers View post →
Matt Gruner
@dev2death · X

RT @tunguz: Our recent Nature Machine Intelligence article ‘Deep learning models for predicting RNA degradation via dual crowdsourcing’ has…

Mar 6, 2023 · 13 shares · 895 followers View post →
Max
@Money17251696 · X

RT @tunguz: Our recent Nature Machine Intelligence article ‘Deep learning models for predicting RNA degradation via dual crowdsourcing’ has…

Mar 6, 2023 · 13 shares · 297 followers View post →
Yang Wang
@wangdepin5135 · X

RT @tunguz: Our recent Nature Machine Intelligence article ‘Deep learning models for predicting RNA degradation via dual crowdsourcing’ has…

Mar 6, 2023 · 13 shares · 475 followers View post →
Ishan
@ishan_desai_ · X

RT @tunguz: Our recent Nature Machine Intelligence article ‘Deep learning models for predicting RNA degradation via dual crowdsourcing’ has…

Mar 6, 2023 · 13 shares · 293 followers View post →
Bojan Tunguz
@tunguz · X

Our recent Nature Machine Intelligence article ‘Deep learning models for predicting RNA degradation via dual crowdsourcing’ has been featured in the Commentary of current issue of that prestigious scientific journal. This is another valuable piece of https://t.co/1upkzkWMQv https://t.co/B23B1a3V5F

Mar 6, 2023 · 96 likes · 13 shares · 253,898 followers View post →
Deep_In_Depth
@Deep_In_Depth · X

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Dec 29, 2022 · 14,532 followers View post →
Andres Vilariño
@andresvilarino · X

#Researchers At @Stanford Propose #DeepLearning Models For Predicting #RNA Degradation Via Dual Crowdsourcing #mRNA #DL https://t.co/YYhgQGIukT https://t.co/x5AHExtz1n

Dec 29, 2022 · 6,350 followers View post →
jayeshthakur
@jayeshmthakur · X

RT @Marktechpost: Researchers At Stanford Propose Deep Learning Models For Predicting RNA Degradation Via Dual Crowdsourcing https://t.co/U…

Dec 28, 2022 · 9 shares · 3,170 followers View post →
Saubashya Sur, PhD
@SaubashyaSur · X

RT @BioDecoded: Deep learning models for predicting RNA degradation via dual crowdsourcing | Nature Machine Intelligence https://t.co/TAg2c…

Dec 28, 2022 · 15 shares · 772 followers View post →
Konstantin Siniushin
@siniushin · X

RT @Marktechpost: Researchers At Stanford Propose Deep Learning Models For Predicting RNA Degradation Via Dual Crowdsourcing https://t.co/U…

Dec 28, 2022 · 9 shares · 225 followers View post →
Milo Camacho
@milocamj · X

Researchers At Stanford Propose Deep Learning Models For ... - MarkTechPost https://t.co/x1A3ohdO4B #machinelearning #ai #technology https://t.co/tB5nTQOErH

Dec 28, 2022 · 2,644 followers View post →
Brandon DeVries
@ForNewaygo · X

Researchers At Stanford Propose Deep Learning Models For Predicting RNA Degradation Via Dual Crowdsourcing https://t.co/JhcfJhglf2 #breakingnews

Dec 28, 2022 · 12,555 followers View post →
Eder
@Do_Widzeni_a · X

RT @Marktechpost: Researchers At Stanford Propose Deep Learning Models For Predicting RNA Degradation Via Dual Crowdsourcing https://t.co/U…

Dec 28, 2022 · 9 shares · 358 followers View post →
Dr.Ajit kumar
@urwithajit9 · X

RT @Marktechpost: Researchers At Stanford Propose Deep Learning Models For Predicting RNA Degradation Via Dual Crowdsourcing https://t.co/U…

Dec 28, 2022 · 9 shares · 489 followers View post →
ml eng
@mleng12 · X

RT @Marktechpost: Researchers At Stanford Propose Deep Learning Models For Predicting RNA Degradation Via Dual Crowdsourcing https://t.co/U…

Dec 28, 2022 · 9 shares · 42 followers View post →
Deeplearning9090
@Deeplearning901 · X

RT @Marktechpost: Researchers At Stanford Propose Deep Learning Models For Predicting RNA Degradation Via Dual Crowdsourcing https://t.co/U…

Dec 28, 2022 · 9 shares · 97 followers View post →
Egutz
@Egutz_ · X

Researchers At Stanford Propose Deep Learning Models For ... - MarkTechPost https://t.co/e6O3T7Nf2N https://t.co/ECg7sYnC7E

Dec 28, 2022 · 176 followers View post →
Richard Hill
@profrhill · X

Researchers At Stanford Propose Deep Learning Models For ... - MarkTechPost https://t.co/9VwiIi0aqc

Dec 28, 2022 · 249 followers View post →
Elon J Musk
@ElonJMusk1 · X

RT @Marktechpost: Researchers At Stanford Propose Deep Learning Models For Predicting RNA Degradation Via Dual Crowdsourcing https://t.co/U…

Dec 28, 2022 · 9 shares · 58 followers View post →
mkinj learn
@LMkinj · X

RT @Marktechpost: Researchers At Stanford Propose Deep Learning Models For Predicting RNA Degradation Via Dual Crowdsourcing https://t.co/U…

Dec 28, 2022 · 9 shares · 42 followers View post →
Asif Razzaq
@asifrazzaq1988 · X

RT @Marktechpost: Researchers At Stanford Propose Deep Learning Models For Predicting RNA Degradation Via Dual Crowdsourcing https://t.co/U…

Dec 28, 2022 · 9 shares · 6,402 followers View post →
Marktechpost AI Dev News ⚡
@Marktechpost · X

Researchers At Stanford Propose Deep Learning Models For Predicting RNA Degradation Via Dual Crowdsourcing https://t.co/UsqCbrTfxB via @Marktechpost #ArtificialIntelligence

Dec 28, 2022 · 12 likes · 9 shares · 9,857 followers View post →
Egutz
@Egutz_ · X

Researchers At Stanford Propose Deep Learning Models For Predicting RNA Degradation Via Dual Crowdsourcing - MarkTechPost https://t.co/TCrfUH5ZSS https://t.co/dwQGPsDc9m

Dec 28, 2022 · 176 followers View post →
Richard Hill
@profrhill · X

Researchers At Stanford Propose Deep Learning Models For Predicting RNA Degradation Via Dual Crowdsourcing - MarkTechPost https://t.co/r4H7J5Xf60

Dec 28, 2022 · 249 followers View post →
Milo Camacho
@milocamj · X

Researchers At Stanford Propose Deep Learning Models For Predicting RNA Degradation Via Dual Crowdsourcing - MarkTechPost https://t.co/vuziGnLb1w #machinelearning #ai #technology https://t.co/HH8509nOMg

Dec 28, 2022 · 1 like · 2,644 followers View post →
George Kolostoumpis
@gkolost · X

RT @BioDecoded: Deep learning models for predicting RNA degradation via dual crowdsourcing | Nature Machine Intelligence https://t.co/TAg2c…

Dec 27, 2022 · 15 shares · 2,087 followers View post →
Machine Learning Bot
@ML_Tweet_Bot · X

RT @BioDecoded: Deep learning models for predicting RNA degradation via dual crowdsourcing | Nature Machine Intelligence https://t.co/TAg2c…

Dec 27, 2022 · 15 shares · 10,139 followers View post →
Davidurand.v
@DavidurandV · X

RT @BioDecoded: Deep learning models for predicting RNA degradation via dual crowdsourcing | Nature Machine Intelligence https://t.co/TAg2c…

Dec 27, 2022 · 15 shares · 35 followers View post →
Seyoon Lee
@Seyoon_L · X

RT @BioDecoded: Deep learning models for predicting RNA degradation via dual crowdsourcing | Nature Machine Intelligence https://t.co/TAg2c…

Dec 27, 2022 · 15 shares · 216 followers View post →
Pk
@AdsPadman · X

RT @BioDecoded: Deep learning models for predicting RNA degradation via dual crowdsourcing | Nature Machine Intelligence https://t.co/TAg2c…

Dec 27, 2022 · 15 shares · 172 followers View post →
타로
@TopologistT · X

RT @BioDecoded: Deep learning models for predicting RNA degradation via dual crowdsourcing | Nature Machine Intelligence https://t.co/TAg2c…

Dec 27, 2022 · 15 shares · 27 followers View post →
Winty
@winty_updates · X

RT @BioDecoded: Deep learning models for predicting RNA degradation via dual crowdsourcing | Nature Machine Intelligence https://t.co/TAg2c…

Dec 27, 2022 · 15 shares · 128 followers View post →
Gaby Wald
@gaby_wald · X

RT @BioDecoded: Deep learning models for predicting RNA degradation via dual crowdsourcing | Nature Machine Intelligence https://t.co/TAg2c…

Dec 27, 2022 · 15 shares · 1,007 followers View post →
Maryam
@Maryam__Sayadi · X

RT @BioDecoded: Deep learning models for predicting RNA degradation via dual crowdsourcing | Nature Machine Intelligence https://t.co/TAg2c…

Dec 27, 2022 · 15 shares · 69 followers View post →
川田健太郎@産総研
@KawataKentaro · X

RT @BioDecoded: Deep learning models for predicting RNA degradation via dual crowdsourcing | Nature Machine Intelligence https://t.co/TAg2c…

Dec 27, 2022 · 15 shares · 140 followers View post →
HeatWave
@Xarenoss1 · X

RT @BioDecoded: Deep learning models for predicting RNA degradation via dual crowdsourcing | Nature Machine Intelligence https://t.co/TAg2c…

Dec 27, 2022 · 15 shares · 78 followers View post →
AiiHC International Ltd.
@AiihcLtd2022 · X

RT @BioDecoded: Deep learning models for predicting RNA degradation via dual crowdsourcing | Nature Machine Intelligence https://t.co/TAg2c…

Dec 27, 2022 · 15 shares · 689 followers View post →
Daedalus
@whooves_s · X

RT @BioDecoded: Deep learning models for predicting RNA degradation via dual crowdsourcing | Nature Machine Intelligence https://t.co/TAg2c…

Dec 27, 2022 · 15 shares · 151 followers View post →
BioDecoded
@BioDecoded · X

Deep learning models for predicting RNA degradation via dual crowdsourcing | Nature Machine Intelligence https://t.co/TAg2ckFKyB #MachineLearning https://t.co/dN7anvsScX

Dec 27, 2022 · 53 likes · 15 shares · 8,894 followers View post →
Winty
@winty_updates · X

RT @tunguz: I am very pleased to announce that our paper "Deep learning models for predicting RNA degradation via dual crowdsourcing" has b…

Dec 26, 2022 · 101 shares · 128 followers View post →
Ramvr
@twitvr10 · X

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Dec 25, 2022 · 101 shares · 264 followers View post →
Yang Wang
@wangdepin5135 · X

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Dec 21, 2022 · 101 shares · 475 followers View post →
Fabrice Leclerc
@rnomics · X

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Dec 20, 2022 · 101 shares · 2,760 followers View post →
Persister
@LeixinGao · X

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Dec 19, 2022 · 101 shares · 91 followers View post →
hashem
@hashemkoohy · X

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Dec 19, 2022 · 764 followers View post →
BARC
@RNA_BARC · X

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Dec 19, 2022 · 101 shares · 666 followers View post →
Dr. Elden Wayne Whalen III, ShD
@wayne_effect · X

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Dec 18, 2022 · 101 shares · 1,264 followers View post →
Machine Learning Bot
@ML_Tweet_Bot · X

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Dec 18, 2022 · 101 shares · 10,139 followers View post →
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@Cybrsalon · X

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Dec 18, 2022 · 101 shares · 2,927 followers View post →
Reynier Hernández Palacios
@HdezReynier · X

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Dec 18, 2022 · 101 shares · 92 followers View post →
Mem
@memdotai · X

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Kumod Shirkande | Founder Smarck Inc & Trinity EAC
@unrealtrue · X

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Adrián
@AdrianSan2 · X

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Dec 17, 2022 · 101 shares · 298 followers View post →
aqsa rehman
@aqsarehman8 · X

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Santosh Bhattarai
@BESoft33 · X

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Dinorego
@mphogo_dinorego · X

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Arihant Kumar Jain A
@arihant_tweets · X

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Sandhya Krishnan
@sandhya_gopesh · X

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Dec 16, 2022 · 101 shares · 243 followers View post →
Ajay N
@AjayNr2 · X

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DINESH P R
@dinesh__pr · X

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Bram Steenwinckel
@bsteenwin · X

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Dec 16, 2022 · 101 shares · 144 followers View post →
Nature Machine Intelligence
@NatMachIntell · X

RT @Gillesvdwiele: Today, our paper "Deep learning models for predicting RNA degradation via dual crowdsourcing" has been published in @Nat…

Dec 16, 2022 · 3 shares · 11,479 followers View post →
Afiq Che Man | Living with COVID-19 ig
@mafqcm · X

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Dec 16, 2022 · 3 shares · 1,607 followers View post →
Fei-Yue Wang
@FeiYueWang2 · X

RT @tunguz: I am very pleased to announce that our paper "Deep learning models for predicting RNA degradation via dual crowdsourcing" has b…

Dec 16, 2022 · 101 shares · 731 followers View post →
Gilles Vandewiele
@Gillesvdwiele · X

RT @tunguz: I am very pleased to announce that our paper "Deep learning models for predicting RNA degradation via dual crowdsourcing" has b…

Dec 16, 2022 · 101 shares · 1,450 followers View post →
Bram Steenwinckel
@bsteenwin · X

RT @Gillesvdwiele: Today, our paper "Deep learning models for predicting RNA degradation via dual crowdsourcing" has been published in @Nat…

Dec 16, 2022 · 3 shares · 144 followers View post →
Gilles Vandewiele
@Gillesvdwiele · X

Today, our paper "Deep learning models for predicting RNA degradation via dual crowdsourcing" has been published in @NatMachIntell! The paper discusses the OpenVaccine competition of 2020 on @kaggle in which we finished fourth! https://t.co/l8KaYe9VzA

Dec 16, 2022 · 21 likes · 3 shares · 1,450 followers View post →
Suzanne Himor
@SuzanneHimor · X

RT @tunguz: I am very pleased to announce that our paper "Deep learning models for predicting RNA degradation via dual crowdsourcing" has b…

Dec 16, 2022 · 101 shares · 22 followers View post →
karan sharma
@kashamcrash · X

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Dec 16, 2022 · 101 shares · 449 followers View post →
Rajesh Bansal
@rmansal · X

RT @tunguz: I am very pleased to announce that our paper "Deep learning models for predicting RNA degradation via dual crowdsourcing" has b…

Dec 15, 2022 · 101 shares · 247 followers View post →