Nat Commun January 2023 PMID 36627280

Machine learning models to accelerate the design of polymeric long-acting injectables.

Pauric Bannigan, Zeqing Bao, Riley J Hickman, Matteo Aldeghi, Florian Häse, Alán Aspuru-Guzik, Christine Allen

Mentions

53
Peak: 16 in Jan 2023
across 4 sources since Apr 2022

Extended reach

123,613
potential audience

Total likes

34

Video views

38

Mentions per month

Apr 2022 – Apr 2023

Where it's discussed

  • X / Twitter28 posts
  • News18 articles
  • Blogs6 articles
  • YouTube1 videos

AI synopsis

What people are saying

Several posts describe the article’s topic as a promising application of machine learning in drug development, using words like 'accelerate' and 'design' to suggest innovation. The tone is generally positive and curious, but many posts are retweets or brief mentions, which indicates moderate interest without deep exploration. This pattern reflects recognition of the research’s importance but limited detailed engagement.

AgreementModerate agreement

The posts generally acknowledge the significance of applying machine learning to improve drug formulation, with some expressing enthusiasm and support for the research.

InterestHigh interest

Many discussions highlight curiosity or recognition of the topic's relevance, emphasizing how machine learning could revolutionize pharmaceutical design.

EngagementModerate engagement

Despite frequent mentions, the posts tend to be retweets or brief acknowledgments, indicating moderate engagement rather than deep analysis.

ImpactModerate impact

While some discussions note potential benefits, most posts suggest the research could have meaningful influence without explicitly demonstrating it.

Abstract in brief

  • *Using polymer materials in these formulations allows for diverse drug properties, but predicting their performance is complex due to various interacting factors.
  • *The study shows that machine learning can predict drug release from these systems and aid in designing new formulations, potentially reducing development time and costs.

Top posts

Most liked on X and Bluesky
Dr. Christine Allen
@ChristineAllenW · X

Delighted to share our manuscript on "Machine Learning Models to Accelerate the Design of Polymeric Long-Acting Injectables" now posted on @ChemRxiv. Please read and share feedback. Collaboration with @A_Aspuru_Guzik and made possible by @acceleration_c. https://t.co/H3OqXGacGW https://t.co/XARj1xXVst

Apr 27, 2022 · 26 likes · 6 shares · 8,967 followers View post →
Machine Learning in Chemistry
@ML_Chem · X

Machine Learning Models to Accelerate the Design of Polymeric Long-Acting Injectables #machinelearning https://t.co/Gg4ycSVtLa

Apr 27, 2022 · 5 likes · 5,319 followers View post →
Machine Learning in Chemistry
@ML_Chem · X

Machine Learning Models to Accelerate the Design of Polymeric Long-Acting Injectables #machinelearning https://t.co/NbyxFdzrCB

Oct 5, 2022 · 1 like · 1 share · 5,319 followers View post →
Machine Learning in Chemistry
@ML_Chem · X

Machine learning models to accelerate the design of polymeric long-acting injectables #machinelearning https://t.co/cbQ28HhIeF

Jan 10, 2023 · 1 like · 1 share · 5,319 followers View post →
ChemRxiv Theoretical and Computational Chemistry
@ChemrxivComp · X

Machine Learning Models to Accelerate the Design of Polymeric Long-Acting Injectables https://t.co/p86gJnKs8Z

Apr 27, 2022 · 1 like · 271 followers View post →
ChemRxiv
@ChemRxiv · X

RT @ChristineAllenW: Delighted to share our manuscript on "Machine Learning Models to Accelerate the Design of Polymeric Long-Acting Inject…

Apr 28, 2022 · 6 shares · 32,301 followers View post →

All mentions

PharmaExcipients
@PharmaExcipient · X

RT @PharmaExcipient: Machine learning models to accelerate the design of polymeric long-acting injectables https://t.co/LmkXTwWgec #excipie…

Jan 21, 2023 · 1 share · 2,362 followers View post →
PharmaExcipients
@PharmaExcipient · X

Machine learning models to accelerate the design of polymeric long-acting injectables https://t.co/LmkXTwWgec #excipients #pharmaceutical #formulation https://t.co/2sLHUrbD36

Jan 20, 2023 · 1 share · 2,362 followers View post →
Manmeet Singh Bhatti
@manisaheb · X

" This is Retweet by my automation system " " This is Retweet by my automation system " " This is Retweet by my automation system " RT manisaheb: " This is Retweet by my automation system " Machine learning models to accelerate the design of polymeric long-acting inject…

Jan 16, 2023 · 67 followers View post →
Machine Learning Bot
@ML_Tweet_Bot · X

RT @manisaheb: " This is Retweet by my automation system " " This is Retweet by my automation system " RT manisaheb: " This is Retweet by m…

Jan 16, 2023 · 1 share · 10,139 followers View post →
Machine Learning Bot
@ML_Tweet_Bot · X

RT @manisaheb: " This is Retweet by my automation system " " This is Retweet by my automation system " " This is Retweet by my automation s…

Jan 16, 2023 · 1 share · 10,139 followers View post →
Manmeet Singh Bhatti
@manisaheb · X

" This is Retweet by my automation system " " This is Retweet by my automation system " RT manisaheb: " This is Retweet by my automation system " Machine learning models to accelerate the design of polymeric long-acting inject…

Jan 16, 2023 · 1 share · 67 followers View post →
Manmeet Singh Bhatti
@manisaheb · X

" This is Retweet by my automation system " " This is Retweet by my automation system " " This is Retweet by my automation system " Machine learning models to accelerate the design of polymeric long-acting injectables https://t.co/EjcUy8Dd5N

Jan 16, 2023 · 1 share · 67 followers View post →
Manmeet Singh Bhatti
@manisaheb · X

" This is Retweet by my automation system " RT manisaheb: " This is Retweet by my automation system " Machine learning models to accelerate the design of polymeric long-acting inject…

Jan 15, 2023 · 67 followers View post →
Manmeet Singh Bhatti
@manisaheb · X

" This is Retweet by my automation system " " This is Retweet by my automation system " Machine learning models to accelerate the design of polymeric long-acting injectables https://t.co/EjcUy8Dd5N

Jan 15, 2023 · 67 followers View post →
Machine Learning Bot
@ML_Tweet_Bot · X

RT @manisaheb: " This is Retweet by my automation system " Machine learning models to accelerate the design of polymeric long-acting inject…

Jan 15, 2023 · 1 share · 10,139 followers View post →
Manmeet Singh Bhatti
@manisaheb · X

" This is Retweet by my automation system " Machine learning models to accelerate the design of polymeric long-acting injectables https://t.co/EjcUy8Dd5N

Jan 15, 2023 · 1 share · 67 followers View post →
drugdiscoverypapers
@drugdiscpapers · X

Machine learning models to accelerate the design of polymeric long-acting injectables https://t.co/aHYiYCP1hR

Jan 14, 2023 · 62 followers View post →
Peter Morgan
@PMZepto · X

Machine learning models to accelerate the design of polymeric long-acting injectables https://t.co/FjgOBxSfNV

Jan 13, 2023 · 2,920 followers View post →
Dr. Ajay Gupta
@Ajaykgupta15 · X

Machine learning models to accelerate the design of polymeric long-acting injectables: The use of polymer materials in a drug formulation strategy can offer unparalleled diversity owing to the ability to synthesize materials with a wide range of propertie…https://t.co/0bfa3eWz20

Jan 11, 2023 · 88 followers View post →
Ordo Fraterna Fibonacci
@OrdoFibonacci · X

Machine learning models to accelerate the design of polymeric long-acting injectables | Nature Communications https://t.co/7NIg0UXFV0

Jan 10, 2023 · 2,568 followers View post →
Machine Learning in Chemistry
@ML_Chem · X

Machine learning models to accelerate the design of polymeric long-acting injectables #machinelearning https://t.co/cbQ28HhIeF

Jan 10, 2023 · 1 like · 1 share · 5,319 followers View post →
ancreatures
@ancreatures · X

RT @ML_Chem: Machine Learning Models to Accelerate the Design of Polymeric Long-Acting Injectables #machinelearning https://t.co/NbyxFdzrCB

Oct 6, 2022 · 1 share · 288 followers View post →
Machine Learning in Chemistry
@ML_Chem · X

Machine Learning Models to Accelerate the Design of Polymeric Long-Acting Injectables #machinelearning https://t.co/NbyxFdzrCB

Oct 5, 2022 · 1 like · 1 share · 5,319 followers View post →
ChemRxiv Theoretical and Computational Chemistry
@ChemrxivComp · X

Machine Learning Models to Accelerate the Design of Polymeric Long-Acting Injectables https://t.co/J6csmvNsbu

Oct 5, 2022 · 271 followers View post →
ChemRxiv
@ChemRxiv · X

RT @ChristineAllenW: Delighted to share our manuscript on "Machine Learning Models to Accelerate the Design of Polymeric Long-Acting Inject…

Apr 28, 2022 · 6 shares · 32,301 followers View post →
HubOfML
@hubofml · X

RT @ChristineAllenW: Delighted to share our manuscript on "Machine Learning Models to Accelerate the Design of Polymeric Long-Acting Inject…

Apr 27, 2022 · 6 shares · 9,006 followers View post →
Matteo Aldeghi
@matteo_aldeghi · X

RT @ChristineAllenW: Delighted to share our manuscript on "Machine Learning Models to Accelerate the Design of Polymeric Long-Acting Inject…

Apr 27, 2022 · 6 shares · 2,019 followers View post →
Willi
@willigo09 · X

RT @ChristineAllenW: Delighted to share our manuscript on "Machine Learning Models to Accelerate the Design of Polymeric Long-Acting Inject…

Apr 27, 2022 · 6 shares · 205 followers View post →
Acceleration Consortium (AC)
@acceleration_c · X

RT @ChristineAllenW: Delighted to share our manuscript on "Machine Learning Models to Accelerate the Design of Polymeric Long-Acting Inject…

Apr 27, 2022 · 6 shares · 2,865 followers View post →
Machine Learning Bot
@ML_Tweet_Bot · X

RT @ChristineAllenW: Delighted to share our manuscript on "Machine Learning Models to Accelerate the Design of Polymeric Long-Acting Inject…

Apr 27, 2022 · 6 shares · 10,139 followers View post →
Dr. Christine Allen
@ChristineAllenW · X

Delighted to share our manuscript on "Machine Learning Models to Accelerate the Design of Polymeric Long-Acting Injectables" now posted on @ChemRxiv. Please read and share feedback. Collaboration with @A_Aspuru_Guzik and made possible by @acceleration_c. https://t.co/H3OqXGacGW https://t.co/XARj1xXVst

Apr 27, 2022 · 26 likes · 6 shares · 8,967 followers View post →
Machine Learning in Chemistry
@ML_Chem · X

Machine Learning Models to Accelerate the Design of Polymeric Long-Acting Injectables #machinelearning https://t.co/Gg4ycSVtLa

Apr 27, 2022 · 5 likes · 5,319 followers View post →
ChemRxiv Theoretical and Computational Chemistry
@ChemrxivComp · X

Machine Learning Models to Accelerate the Design of Polymeric Long-Acting Injectables https://t.co/p86gJnKs8Z

Apr 27, 2022 · 1 like · 271 followers View post →