Back

Limitations of machine learning in psychiatry: Participation in the PAC 2018 depression challenge

Fabian Eitel; Sebastian Stober; Lea Waller; Lena Dorfschmidt; Henrik Walter; Kerstin Ritter

2019-06-25 psychiatry and clinical psychology
10.1101/19000562 medRxiv
Show abstract

The authors have withdrawn this manuscript because the results were posted in error. The authors do not wish this work to be cited as reference for the project. Please contact the corresponding author if you have any questions.

Matching journals

The top 6 journals account for 50% of the predicted probability mass.

1
Frontiers in Psychiatry
○ 83 papers in training set
Top 0.1%
18.3%
2
Acta Psychiatrica Scandinavica
○ 10 papers in training set
Top 0.1%
14.1%
3
Translational Psychiatry
○ 219 papers in training set
Top 0.9%
6.7%
4
npj Digital Medicine
○ 97 papers in training set
Top 1%
4.2%
5
European Psychiatry
● 10 papers in training set
Top 0.1%
3.9%
6
Psychiatry Research
○ 35 papers in training set
Top 0.5%
3.5%
50% of probability mass above
7
Acta Neuropsychiatrica
◐ 12 papers in training set
Top 0.2%
2.8%
8
JAMA Network Open
● 127 papers in training set
Top 1%
2.8%
9
PLOS ONE
● 4510 papers in training set
Top 45%
2.6%
10
Neuropsychopharmacology
○ 134 papers in training set
Top 1%
2.3%
11
Nature Medicine
○ 117 papers in training set
Top 2%
1.9%
12
NeuroImage: Clinical
○ 132 papers in training set
Top 2%
1.8%
13
Psychological Medicine
◐ 74 papers in training set
Top 1%
1.7%
14
Journal of Medical Internet Research
◐ 85 papers in training set
Top 3%
1.6%
15
BJPsych Open
● 25 papers in training set
Top 0.4%
1.6%
16
Scientific Reports
○ 3102 papers in training set
Top 65%
1.3%
17
JAMA Psychiatry
● 13 papers in training set
Top 0.3%
1.3%
18
Journal of Affective Disorders
○ 81 papers in training set
Top 1%
1.2%
19
Biological Psychiatry
○ 119 papers in training set
Top 2%
1.1%
20
Psychiatry and Clinical Neurosciences
○ 11 papers in training set
Top 0.3%
0.9%
21
Frontiers in Digital Health
○ 20 papers in training set
Top 1%
0.9%
22
Molecular Psychiatry
○ 242 papers in training set
Top 3%
0.9%
23
BMC Medical Informatics and Decision Making
○ 39 papers in training set
Top 2%
0.9%
24
BMJ Open
● 554 papers in training set
Top 12%
0.8%
25
Contemporary Clinical Trials Communications
○ 11 papers in training set
Top 0.6%
0.8%
26
Schizophrenia Bulletin
◐ 29 papers in training set
Top 0.6%
0.7%
27
The British Journal of Psychiatry
● 21 papers in training set
Top 1.0%
0.7%
28
JMIR Research Protocols
◐ 18 papers in training set
Top 2%
0.7%
29
Frontiers in Artificial Intelligence
○ 18 papers in training set
Top 0.9%
0.7%
30
European Neuropsychopharmacology
○ 15 papers in training set
Top 0.7%
0.7%