Eur J Epidemiol August 2019 PMID 31161279

A descriptive review of variable selection methods in four epidemiologic journals: there is still room for improvement.

Denis Talbot, Victoria Kubuta Massamba

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Mentions

13
Peak: 5 in Jun 2019
across 2 sources since Jun 2019

Extended reach

22,201
potential audience

Total likes

36

Video views

320

Mentions per month

Jun 2019 – Oct 2023

Where it's discussed

  • X / Twitter10 posts
  • YouTube3 videos

AI synopsis

What people are saying

Discussions reflect a balanced recognition of the article’s focus on variable selection strategies, with posts mentioning terms like 'overview,' 'methods,' and 'room for improvement.' The tone remains professional and focused, which suggests a shared understanding of the importance of methodological rigor but limited emotional investment in immediate impact.

AgreementModerate agreement

Most discussions acknowledge the importance of reviewing variable selection methods, showing general support or moderate agreement with the article's premise.

InterestModerate interest

Participants show some interest, especially when mentioning the strategies or potential improvements in epidemiological research.

EngagementModerate engagement

Comments provide overviews of the article’s content and relate it to broader practices in epidemiology, indicating a moderate level of engagement.

ImpactNeutral impact

While some posts highlight the significance of methodological improvements, few suggest they believe this review will lead to immediate major changes, resulting in a neutral impact score.

Abstract in brief

  • The review analyzed epidemiological studies from 2015 and found that many still used variable selection methods like stepwise and univariate analyses, which can introduce bias and lead to poor conclusions.
  • Although new methods like using prior knowledge or causal diagrams are being employed, they remain less common, and many studies lacked enough detail to fully understand their variable selection process.
  • Overall, the study suggests that there is still significant room for improvement in both the methods and reporting practices of variable selection in epidemiological research.]

Top posts

Most liked on X and Bluesky
Sotokawa-Tasuku-山形の運転リハ研究やってる人
@tskstkw · X

@Pt96442837Pt 因果推論の文脈でということで、こんなreview論文がありました。 https://t.co/2dkcrWPFL3

Oct 8, 2023 · 12 likes · 1 share · 961 followers View post →
井上陽介
@Yosuke_INOUE · X

分野のお作法として単変量→多変量が使われている場合もあるけど、単変量で有意だったものだけをモデルに入れることは私はおすすめしていません。 4大疫学ジャーナルでの変数選択についてレビューしたこの論文は参考になるかも。 https://t.co/vCN68lSeUW https://t.co/1Im3UUzsHH

Jun 4, 2020 · 11 likes · 2 shares · 1,854 followers View post →
Global Health Observ
@GlobalPHObserv · X

A descriptive review of variable selection methods in four epidemiologic journals #GPHO https://t.co/zdG33Ml4Io

Jun 3, 2019 · 2 likes · 1 share · 6,541 followers View post →
Kazuki Yoshida
@kaz_yos · X

A descriptive review of variable selection methods in four epidemiologic journals: there is still room for improvement. https://t.co/dhavP2uV5x

Jul 5, 2019 · 1 like · 5,598 followers View post →
epibot
@epi_twit · X

RT @DrVishalBhavsar: This is an overview of variable selection strategies in four #epidemiology journals #epitwitter : https://t.co/qCrdspW…

Jun 3, 2019 · 1 share · 3,137 followers View post →
Vishal Bhavsar PhD
@DrVishalBhavsar · X

This is an overview of variable selection strategies in four #epidemiology journals #epitwitter : https://t.co/qCrdspW40R

Jun 3, 2019 · 1 share · 1,939 followers View post →

All mentions

Ko
@ko93832294 · X

RT @tskstkw: @Pt96442837Pt 因果推論の文脈でということで、こんなreview論文がありました。 https://t.co/2dkcrWPFL3

Oct 8, 2023 · 1 share · 126 followers View post →
Sotokawa-Tasuku-山形の運転リハ研究やってる人
@tskstkw · X

@Pt96442837Pt 因果推論の文脈でということで、こんなreview論文がありました。 https://t.co/2dkcrWPFL3

Oct 8, 2023 · 12 likes · 1 share · 961 followers View post →
Makoto Kaneko
@makoto_knk · X

RT @Yosuke_INOUE: 分野のお作法として単変量→多変量が使われている場合もあるけど、単変量で有意だったものだけをモデルに入れることは私はおすすめしていません。 4大疫学ジャーナルでの変数選択についてレビューしたこの論文は参考になるかも。 https://t.co…

Jun 5, 2020 · 2 shares · 667 followers View post →
井上陽介
@Yosuke_INOUE · X

分野のお作法として単変量→多変量が使われている場合もあるけど、単変量で有意だったものだけをモデルに入れることは私はおすすめしていません。 4大疫学ジャーナルでの変数選択についてレビューしたこの論文は参考になるかも。 https://t.co/vCN68lSeUW https://t.co/1Im3UUzsHH

Jun 4, 2020 · 11 likes · 2 shares · 1,854 followers View post →
Kazuki Yoshida
@kaz_yos · X

A descriptive review of variable selection methods in four epidemiologic journals: there is still room for improvement. https://t.co/dhavP2uV5x

Jul 5, 2019 · 1 like · 5,598 followers View post →
Matej Vinko
@matejjetam · X

A descriptive review of variable selection methods in four epidemiologic journals: there is still room for improvement https://t.co/8LNbuOQ7ME

Jun 4, 2019 · 350 followers View post →
Adriana
@Adrianapordios · X

RT @GlobalPHObserv: A descriptive review of variable selection methods in four epidemiologic journals #GPHO https://t.co/zdG33Ml4Io

Jun 3, 2019 · 1 share · 689 followers View post →
Global Health Observ
@GlobalPHObserv · X

A descriptive review of variable selection methods in four epidemiologic journals #GPHO https://t.co/zdG33Ml4Io

Jun 3, 2019 · 2 likes · 1 share · 6,541 followers View post →
epibot
@epi_twit · X

RT @DrVishalBhavsar: This is an overview of variable selection strategies in four #epidemiology journals #epitwitter : https://t.co/qCrdspW…

Jun 3, 2019 · 1 share · 3,137 followers View post →
Vishal Bhavsar PhD
@DrVishalBhavsar · X

This is an overview of variable selection strategies in four #epidemiology journals #epitwitter : https://t.co/qCrdspW40R

Jun 3, 2019 · 1 share · 1,939 followers View post →