Front Neurosci September 2022 PMID 36225736

Machine learning and deep learning frameworks for the automated analysis of pain and opioid withdrawal behaviors.

Jacob R Bumgarner, Darius D Becker-Krail, Rhett C White, Randy J Nelson

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Mentions

11
Peak: 7 in Sep 2022
across 2 sources since Sep 2022

Extended reach

85,956
potential audience

Total likes

21

Video views

20

Mentions per month

Sep 2022 – Jan 2025

Where it's discussed

  • X / Twitter9 posts
  • YouTube2 videos

AI synopsis

What people are saying

The overall tone reflects moderate enthusiasm, as seen in phrases like 'new research' and comments about deep learning propelling automation, illustrating interest in technological advances. Several posts briefly acknowledge the article's potential to improve behavioral analysis for pain and opioid withdrawal, emphasizing the significance of open-source tools and automation, which indicates a moderate engagement level focused on the perceived importance of innovations in neuroscience.

AgreementNeither agree nor disagree

The posts generally acknowledge the relevance and utility of the research, with some mentioning how it advances understanding of behavioral analysis and opioid research.

InterestModerate interest

The discussions express moderate interest, highlighting the significance of automation and deep learning in neuroscience research without deeply delving into technical details.

EngagementModerate engagement

The posts show basic engagement by referencing the paper, sharing enthusiasm, and noting its potential, but lack in-depth critique or detailed discussion.

ImpactModerate impact

There’s a recognition that the research could influence future studies and methodologies, but it is mostly speculative regarding actual impact beyond initial excitement.

Abstract in brief

  • This review discusses how machine learning (ML) and deep learning (DL) tools are being used to automatically track and analyze pain and withdrawal behaviors in preclinical research, which can speed up discoveries and improve reproducibility.
  • It highlights the growing importance of these technologies in addressing the opioid epidemic by better understanding opioid use disorders (OUDs) and finding nonopioid pain treatments.
  • The authors emphasize that current ML and DL models should be applied more broadly to explore new research questions in pain and addiction studies to advance the field.]

Top posts

Most liked on X and Bluesky
Jacob Bumgarner
@Bumgarner_JR · X

Deep learning has propelled the automation of behavioral analysis in foundational research. In our new mini-review, @dbeckerkrail and I highlight how open-source automated behavioral analysis tools can advance pain and opioid use disorder research. https://t.co/RiRfpMvE1k https://t.co/0WusBXxXWg

Sep 28, 2022 · 11 likes · 3 shares · 1,065 followers View post →
DeVries-Nelson Lab @ WVU
@DeVriesNelsonWV · X

Cool new paper by Jacob and Darius... https://t.co/1092PPbOSE

Sep 26, 2022 · 4 likes · 2 shares · 227 followers View post →
Frontiers - Neuroscience
@FrontNeurosci · X

New Research: Machine learning and deep learning frameworks for the automated analysis of pain and opioid withdrawal behaviors: The automation of behavioral tracking and analysis in preclinical research can serve to advance the rate of… https://t.co/NXUtmnFJaq #Neuroscience

Oct 7, 2022 · 3 likes · 1 share · 81,241 followers View post →
Panos Symvoulidis
@symvou · X

RT @DeVriesNelsonWV: Cool new paper by Jacob and Darius... https://t.co/1092PPbOSE

Sep 28, 2022 · 2 shares · 1,257 followers View post →
Marcia Petyt
@marcia_petyt · X

RT @Bumgarner_JR: Deep learning has propelled the automation of behavioral analysis in foundational research. In our new mini-review, @dbe…

Sep 28, 2022 · 3 shares · 984 followers View post →
Dr. Ami Coulibaly
@AmiCoulibaly18 · X

RT @DeVriesNelsonWV: Cool new paper by Jacob and Darius... https://t.co/1092PPbOSE

Sep 26, 2022 · 2 shares · 481 followers View post →

All mentions

Neurosys
@systems_neuro · X

RT @FrontNeurosci: New Research: Machine learning and deep learning frameworks for the automated analysis of pain and opioid withdrawal beh…

Oct 8, 2022 · 1 share · 404 followers View post →
Frontiers - Neuroscience
@FrontNeurosci · X

New Research: Machine learning and deep learning frameworks for the automated analysis of pain and opioid withdrawal behaviors: The automation of behavioral tracking and analysis in preclinical research can serve to advance the rate of… https://t.co/NXUtmnFJaq #Neuroscience

Oct 7, 2022 · 3 likes · 1 share · 81,241 followers View post →
raghu
@raghuboyapati7 · X

RT @Bumgarner_JR: Deep learning has propelled the automation of behavioral analysis in foundational research. In our new mini-review, @dbe…

Sep 29, 2022 · 3 shares · 42 followers View post →
Thomas Topilko
@TTopilko · X

RT @Bumgarner_JR: Deep learning has propelled the automation of behavioral analysis in foundational research. In our new mini-review, @dbe…

Sep 28, 2022 · 3 shares · 196 followers View post →
Marcia Petyt
@marcia_petyt · X

RT @Bumgarner_JR: Deep learning has propelled the automation of behavioral analysis in foundational research. In our new mini-review, @dbe…

Sep 28, 2022 · 3 shares · 984 followers View post →
Jacob Bumgarner
@Bumgarner_JR · X

Deep learning has propelled the automation of behavioral analysis in foundational research. In our new mini-review, @dbeckerkrail and I highlight how open-source automated behavioral analysis tools can advance pain and opioid use disorder research. https://t.co/RiRfpMvE1k https://t.co/0WusBXxXWg

Sep 28, 2022 · 11 likes · 3 shares · 1,065 followers View post →
Panos Symvoulidis
@symvou · X

RT @DeVriesNelsonWV: Cool new paper by Jacob and Darius... https://t.co/1092PPbOSE

Sep 28, 2022 · 2 shares · 1,257 followers View post →
Dr. Ami Coulibaly
@AmiCoulibaly18 · X

RT @DeVriesNelsonWV: Cool new paper by Jacob and Darius... https://t.co/1092PPbOSE

Sep 26, 2022 · 2 shares · 481 followers View post →
DeVries-Nelson Lab @ WVU
@DeVriesNelsonWV · X

Cool new paper by Jacob and Darius... https://t.co/1092PPbOSE

Sep 26, 2022 · 4 likes · 2 shares · 227 followers View post →