@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
A descriptive review of variable selection methods in four epidemiologic journals: there is still room for improvement.
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Jun 2019 – Oct 2023Where it's discussed
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X / Twitter10 posts
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YouTube3 videos
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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.
Most discussions acknowledge the importance of reviewing variable selection methods, showing general support or moderate agreement with the article's premise.
Participants show some interest, especially when mentioning the strategies or potential improvements in epidemiological research.
Comments provide overviews of the article’s content and relate it to broader practices in epidemiology, indicating a moderate level of engagement.
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
A descriptive review of variable selection methods in four epidemiologic journals #GPHO https://t.co/zdG33Ml4Io
A descriptive review of variable selection methods in four epidemiologic journals: there is still room for improvement. https://t.co/dhavP2uV5x
RT @DrVishalBhavsar: This is an overview of variable selection strategies in four #epidemiology journals #epitwitter : https://t.co/qCrdspW…
This is an overview of variable selection strategies in four #epidemiology journals #epitwitter : https://t.co/qCrdspW40R
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Improving Variable Selection Methods in Epidemiological Research
This lecture provides an overview of recent reviews on variable selection in epidemiology, highlighting ongoing reliance on traditional methods like stepwise analysis and advocating for improved practices using causal…
Review of Variable Selection Methods in Epidemiology Research
We analyze the paper discussing variable selection methods in epidemiological studies from 2015, highlighting issues with traditional techniques like stepwise and univariate analyses and the need for improved practices.
Improving Variable Selection Methods in Epidemiological Research
This lecture discusses the importance of referencing when selecting variables, highlighting current practices and potential improvements in epidemiological variable selection methods.
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
@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
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…
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
A descriptive review of variable selection methods in four epidemiologic journals: there is still room for improvement. https://t.co/dhavP2uV5x
A descriptive review of variable selection methods in four epidemiologic journals: there is still room for improvement https://t.co/8LNbuOQ7ME
RT @GlobalPHObserv: A descriptive review of variable selection methods in four epidemiologic journals #GPHO https://t.co/zdG33Ml4Io
A descriptive review of variable selection methods in four epidemiologic journals #GPHO https://t.co/zdG33Ml4Io
RT @DrVishalBhavsar: This is an overview of variable selection strategies in four #epidemiology journals #epitwitter : https://t.co/qCrdspW…
This is an overview of variable selection strategies in four #epidemiology journals #epitwitter : https://t.co/qCrdspW40R