Lessons from Research Papers

How to Start an Introduction? Examples from 98,093 Research Papers

The examples below are from 98,093 full-text PubMed research papers that I analyzed in order to explore common ways to start the Introduction section. The research papers included in this analysis were selected at random from those uploaded to PubMed Central between the years 2016 and 2021. Note that I used the BioC API to …

How to Start an Introduction? Examples from 98,093 Research Papers Read More »

Meta-Analysis Software Popularity in 1,321 Research Papers

I analyzed a random sample of 1,957 meta-analysis full-text research papers, uploaded to PubMed Central between the years 2016 and 2021, in order to check the popularity packages of meta-analysis software among medical researchers. (I used the BioC API to download the articles — see the References section below). Out of these 1,957 meta-analysis papers, …

Meta-Analysis Software Popularity in 1,321 Research Papers Read More »

Does the Number of Authors Matter? Data from 101,580 Research Papers

I analyzed a random sample of 101,580 full-text research papers, uploaded to PubMed Central between the years 2016 and 2021, in order to explore the influence of the number of authors of a research paper on its quality. I used the BioC API to download the data (see the References section below). Here’s a summary …

Does the Number of Authors Matter? Data from 101,580 Research Papers Read More »

“I” & “We” in Academic Writing: Examples from 9,830 Studies

I analyzed a random sample of 9,830 full-text research papers, uploaded to PubMed Central between the years 2016 and 2021, in order to explore whether first-person pronouns are used in the scientific literature, and how? I used the BioC API to download the data (see the References section below). Popularity of first-person pronouns in the …

“I” & “We” in Academic Writing: Examples from 9,830 Studies Read More »

How Long Should the Discussion Section Be? Data from 61,517 Examples

I analyzed a random sample of 61,517 full-text research papers, uploaded to PubMed Central between the years 2016 and 2021, in order to answer the questions: What is the typical length of a discussion section? and which factors influence it? I used the BioC API to download the data (see the References section below). Here’s …

How Long Should the Discussion Section Be? Data from 61,517 Examples Read More »

How Long Should the Results Section Be? Data from 61,458 Examples

I analyzed a random sample of 61,458 full-text research papers, uploaded to PubMed Central between the years 2016 and 2021, in order to answer the questions: What is the typical length of a results section? and which factors influence it? I used the BioC API to download the data (see the References section below). Here’s …

How Long Should the Results Section Be? Data from 61,458 Examples Read More »

How Long Should the Methods Section Be? Data from 61,514 Examples

I analyzed a random sample of 61,514 full-text research papers, uploaded to PubMed Central between the years 2016 and 2021, in order to answer the questions: What is the typical length of a methods section? and which factors influence it? I used the BioC API to download the data (see the References section below). Here’s …

How Long Should the Methods Section Be? Data from 61,514 Examples Read More »

How Long Should the Introduction of a Research Paper Be? Data from 61,518 Examples

I analyzed a random sample of 61,518 full-text research papers, uploaded to PubMed Central between the years 2016 and 2021, in order to answer the questions: What is the typical length of an introduction section? and which factors influence it? I used the BioC API to download the data (see the References section below). Here’s …

How Long Should the Introduction of a Research Paper Be? Data from 61,518 Examples Read More »

List of All Biases [Sorted by Popularity in Research Papers]

I analyzed the content of 98,709 randomly chosen research papers from PubMed to learn more about bias. Specifically, I wanted to do 2 things: Rank 64 types of biases by popularity, in order to determine on which ones professional researchers focus the most in practice. Test the hypothesis that addressing bias issues is a sign …

List of All Biases [Sorted by Popularity in Research Papers] Read More »

What is a Good R-Squared Value? [Based on Real-World Data]

I analyzed the content of 43,110 randomly chosen research papers from PubMed to learn more about R-squared. Specifically, I wanted to answer the following questions: What is a good value for R-squared? What is a low value for R-squared? Is a higher R-squared always better? Is a low R-squared necessarily bad? Let’s start with a …

What is a Good R-Squared Value? [Based on Real-World Data] Read More »

Checking the Popularity of 125 Statistical Tests and Models

I analyzed the methods sections of 43,110 randomly chosen research papers, uploaded to PubMed Central between the years 2016 and 2021, in order to check the popularity of 125 statistical methods in medical research. I used the BioC API to download the articles (see the References section below). Here’s a summary of the key findings …

Checking the Popularity of 125 Statistical Tests and Models Read More »

How Many References Should a Research Paper Have? Study of 96,685 Articles

I analyzed a random sample of 96,685 full-text research papers, uploaded to PubMed Central between the years 2016 and 2021, in order to answer the question: How many references should you cite when writing a research article? I used the BioC API to download the data (see the References section below). Here’s a summary of …

How Many References Should a Research Paper Have? Study of 96,685 Articles Read More »

Statistical Software Popularity in 40,582 Research Papers

I analyzed a random sample of 76,147 full-text research papers, uploaded to PubMed Central between the years 2016 and 2021, in order to check the popularity of statistical software among medical researchers. (I used the BioC API to download the articles — see the References section below). Out of these 76,147 research papers, only 40,582 …

Statistical Software Popularity in 40,582 Research Papers Read More »