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Shedding Light on functional Near Infrared Spectroscopy and Open Science Practices

Kelsey, C. M.; Taylor, J.; Pirazzoli, L.; DiLorenzo, R.; Sullivan, E. F.; Nelson, C. A.

2022-05-16 scientific communication and education
10.1101/2022.05.13.491838 bioRxiv
Show abstract

Open science practices work to increase methodological rigor, transparency, and replicability of published findings. This review aims to reflect and commemorate what the functional Near Infrared Spectroscopy (fNIRS) community has done to promote open science practices in fNIRS research and set goals to accomplish over the next ten years.

Matching journals

The top 4 journals account for 50% of the predicted probability mass.

1
eneuro
● 439 papers in training set
Top 0.1%
18.5%
Similar papers in this journal
2
eLife
● 5828 papers in training set
Top 5%
15.1%
Similar papers in this journal
3
PLOS Biology
● 486 papers in training set
Top 0.1%
9.7%
Similar papers in this journal
4
NeuroImage
○ 903 papers in training set
Top 2%
7.9%
Similar papers in this journal
50% of probability mass above
5
Imaging Neuroscience
● 282 papers in training set
Top 1%
5.5%
Similar papers in this journal
6
PLOS ONE
● 5266 papers in training set
Top 31%
4.3%
7
Human Brain Mapping
○ 329 papers in training set
Top 2%
2.6%
8
Aperture Neuro
● 20 papers in training set
Top 0.1%
2.6%
9
Brain Sciences
○ 55 papers in training set
Top 0.4%
2.4%
10
Developmental Cognitive Neuroscience
○ 96 papers in training set
Top 0.5%
1.9%
11
Ecological Informatics
○ 33 papers in training set
Top 0.4%
1.7%
12
Heliyon
○ 152 papers in training set
Top 4%
1.7%
13
Ecology and Evolution
○ 267 papers in training set
Top 4%
1.7%
14
Journal of Neuroscience Methods
○ 122 papers in training set
Top 1%
1.7%
15
F1000Research
○ 88 papers in training set
Top 2%
1.3%
16
Journal of Cognitive Neuroscience
● 135 papers in training set
Top 1%
1.1%
17
Bioinformatics Advances
◐ 203 papers in training set
Top 4%
1.1%
18
Wellcome Open Research
○ 67 papers in training set
Top 0.9%
1.1%
19
Neuroinformatics
○ 46 papers in training set
Top 0.7%
1.1%
20
Behavior Research Methods
○ 30 papers in training set
Top 0.4%
1.0%
21
Frontiers in Integrative Neuroscience
○ 15 papers in training set
Top 0.1%
0.8%
22
PeerJ
◐ 308 papers in training set
Top 11%
0.8%
23
Scientific Reports
○ 3612 papers in training set
Top 76%
0.6%
24
American Journal of Primatology
○ 20 papers in training set
Top 0.3%
0.6%

"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.