COSIG
@cosig.net
The Collection of Open Science Integrity Guides (COSIG) is a constantly-expanding resource for performing post-publication peer review.
https://cosig.net
https://cosig.net
October 17, 2025 at 12:41 PM
What is a "calculation chain" file? How can I easily identify duplicated values in a table?
COSIG's 31st guide is all about data forensics using Microsoft Excel!
osf.io/bz725
As always, all guides are available at cosig.net.
COSIG's 31st guide is all about data forensics using Microsoft Excel!
osf.io/bz725
As always, all guides are available at cosig.net.
September 25, 2025 at 5:15 PM
What is a "calculation chain" file? How can I easily identify duplicated values in a table?
COSIG's 31st guide is all about data forensics using Microsoft Excel!
osf.io/bz725
As always, all guides are available at cosig.net.
COSIG's 31st guide is all about data forensics using Microsoft Excel!
osf.io/bz725
As always, all guides are available at cosig.net.
Adjusting the black/white levels in an image can reveal inconsistencies barely perceptible to the naked eye.
A 2018 article in Scientific Reports was just retracted as a result of several such inconsistencies.
Check out COSIG's guide on software for image forensics here: osf.io/g23pf
A 2018 article in Scientific Reports was just retracted as a result of several such inconsistencies.
Check out COSIG's guide on software for image forensics here: osf.io/g23pf
September 17, 2025 at 5:21 PM
Adjusting the black/white levels in an image can reveal inconsistencies barely perceptible to the naked eye.
A 2018 article in Scientific Reports was just retracted as a result of several such inconsistencies.
Check out COSIG's guide on software for image forensics here: osf.io/g23pf
A 2018 article in Scientific Reports was just retracted as a result of several such inconsistencies.
Check out COSIG's guide on software for image forensics here: osf.io/g23pf
Our entry on reporting publication integrity issues to publishers has contact information to reach the publication integrity and publication ethics departments at most major scholarly publishers. Read here: osf.io/4edk2
All of COSIG is available at cosig.net!
All of COSIG is available at cosig.net!
July 10, 2025 at 11:43 AM
Our entry on reporting publication integrity issues to publishers has contact information to reach the publication integrity and publication ethics departments at most major scholarly publishers. Read here: osf.io/4edk2
All of COSIG is available at cosig.net!
All of COSIG is available at cosig.net!
A 2019 Cochrane systematic review on using lithium to treat acute mania confuses standard error (SE) with standard deviation (SD) for two studies included in a meta-analysis, resulting in an overestimation of overall effect size in that meta-analysis.
See COSIG's guide on the topic: osf.io/hp4yd
See COSIG's guide on the topic: osf.io/hp4yd
July 3, 2025 at 5:30 PM
A 2019 Cochrane systematic review on using lithium to treat acute mania confuses standard error (SE) with standard deviation (SD) for two studies included in a meta-analysis, resulting in an overestimation of overall effect size in that meta-analysis.
See COSIG's guide on the topic: osf.io/hp4yd
See COSIG's guide on the topic: osf.io/hp4yd
"Data leakage" occurs when a statistical or machine learning model has access to data it shouldn't during the training process. This can lead to severe overestimation of a model's predictive performance.
Data leakage is the subject of COSIG's 30th guide! Read here: osf.io/d8mzb
Data leakage is the subject of COSIG's 30th guide! Read here: osf.io/d8mzb
July 2, 2025 at 6:30 AM
"Data leakage" occurs when a statistical or machine learning model has access to data it shouldn't during the training process. This can lead to severe overestimation of a model's predictive performance.
Data leakage is the subject of COSIG's 30th guide! Read here: osf.io/d8mzb
Data leakage is the subject of COSIG's 30th guide! Read here: osf.io/d8mzb
A recent article on preventing solar cells from overheating using nanoparticles presents this TEM image. However, this image contains apparent duplications. Can you spot them? Answers in PubPeer thread below.
See COSIG's guide on image duplication: osf.io/547re
See COSIG's guide on image duplication: osf.io/547re
June 26, 2025 at 6:32 AM
A recent article on preventing solar cells from overheating using nanoparticles presents this TEM image. However, this image contains apparent duplications. Can you spot them? Answers in PubPeer thread below.
See COSIG's guide on image duplication: osf.io/547re
See COSIG's guide on image duplication: osf.io/547re
Do you want to take part in post-publication peer review but have no idea where to start? COSIG's newest guide covers exactly this, going over some basics and suggestions on how to get started with PPPR/forensic metascience/sleuthing!
cosig.net
"Getting started" guide: osf.io/8m2tz
cosig.net
"Getting started" guide: osf.io/8m2tz
June 19, 2025 at 2:49 PM
Do you want to take part in post-publication peer review but have no idea where to start? COSIG's newest guide covers exactly this, going over some basics and suggestions on how to get started with PPPR/forensic metascience/sleuthing!
cosig.net
"Getting started" guide: osf.io/8m2tz
cosig.net
"Getting started" guide: osf.io/8m2tz
The vertical line test is a simple method for gauging if a trace/curve is a mathematical function or not. Certain types of data, including nearly all spectra, should pass the vertical line test.
June 16, 2025 at 5:26 PM
The vertical line test is a simple method for gauging if a trace/curve is a mathematical function or not. Certain types of data, including nearly all spectra, should pass the vertical line test.
One answer: this spectrum fails the vertical line test. There are several regions where the curve appears to double back on itself such that a single value on the x axis corresponds to multiple values on the y axis.
June 16, 2025 at 5:23 PM
One answer: this spectrum fails the vertical line test. There are several regions where the curve appears to double back on itself such that a single value on the x axis corresponds to multiple values on the y axis.
Can you spot any issues with this published FTIR spectrum?
One answer below...🧵
One answer below...🧵
June 16, 2025 at 5:23 PM
Can you spot any issues with this published FTIR spectrum?
One answer below...🧵
One answer below...🧵
If you asked four people their age in years, the average of their ages could only ever end in .0, .25, .50 or .75.
This is the principle underlying GRIM (Granularity-Related Inconsistency of Means), now covered in a new guide for COSIG's first official update!
cosig.net
GRIM guide: osf.io/67bp4
This is the principle underlying GRIM (Granularity-Related Inconsistency of Means), now covered in a new guide for COSIG's first official update!
cosig.net
GRIM guide: osf.io/67bp4
June 13, 2025 at 2:26 PM
If you asked four people their age in years, the average of their ages could only ever end in .0, .25, .50 or .75.
This is the principle underlying GRIM (Granularity-Related Inconsistency of Means), now covered in a new guide for COSIG's first official update!
cosig.net
GRIM guide: osf.io/67bp4
This is the principle underlying GRIM (Granularity-Related Inconsistency of Means), now covered in a new guide for COSIG's first official update!
cosig.net
GRIM guide: osf.io/67bp4
Energy dispersive X-ray spectroscopy (EDS/EDX/EDAX) is a popular technique in materials science for analyzing the elemental composition of samples. Check out COSIG's EDX guide here: osf.io/shfjy
Can you spot any issues with this EDX spectrum? Answers in the alt text.
Can you spot any issues with this EDX spectrum? Answers in the alt text.
June 6, 2025 at 8:55 AM
Energy dispersive X-ray spectroscopy (EDS/EDX/EDAX) is a popular technique in materials science for analyzing the elemental composition of samples. Check out COSIG's EDX guide here: osf.io/shfjy
Can you spot any issues with this EDX spectrum? Answers in the alt text.
Can you spot any issues with this EDX spectrum? Answers in the alt text.
Anyone can do post-publication peer review.
Anyone can be a steward of the scientific literature.
Anyone can do forensic metascience.
Anyone can sleuth.
That's why we are launching COSIG: the Collection of Open Science Integrity Guides, an open source resource for all of the above.
cosig.net
Anyone can be a steward of the scientific literature.
Anyone can do forensic metascience.
Anyone can sleuth.
That's why we are launching COSIG: the Collection of Open Science Integrity Guides, an open source resource for all of the above.
cosig.net
June 4, 2025 at 1:32 PM
Anyone can do post-publication peer review.
Anyone can be a steward of the scientific literature.
Anyone can do forensic metascience.
Anyone can sleuth.
That's why we are launching COSIG: the Collection of Open Science Integrity Guides, an open source resource for all of the above.
cosig.net
Anyone can be a steward of the scientific literature.
Anyone can do forensic metascience.
Anyone can sleuth.
That's why we are launching COSIG: the Collection of Open Science Integrity Guides, an open source resource for all of the above.
cosig.net