Back
Top 49%
13.9%
Top 30%
7.4%
#1
7.4%
Top 0.2%
5.7%
#1
5.7%
Top 3%
5.7%
Top 0.6%
5.7%
Top 24%
4.8%
Top 11%
4.0%
Top 6%
3.7%
Top 0.1%
3.0%
Top 7%
1.8%
Top 7%
1.5%
Top 13%
1.5%
Top 58%
1.3%
Top 3%
1.3%
Top 22%
1.1%
Top 4%
1.1%
Top 14%
1.1%
Top 0.6%
1.1%
Top 21%
1.1%
Top 2%
0.9%
Top 15%
0.7%
Top 27%
0.7%
Top 4%
0.7%
Top 7%
0.7%
Highly adaptive LASSO: Machine learning that provides valid nonparametric inference in realistic models
2024-10-19
epidemiology
Title + abstract only
View on medRxiv
Show abstract
AO_SCPLOWBSTRACTC_SCPLOWUnderstanding treatment effects on health-related outcomes using real-world data requires defining a causal parameter and imposing relevant identification assumptions to translate it into a statistical estimand. Semiparametric methods, like the targeted maximum likelihood estimator (TMLE), have been developed to construct asymptotically linear estimators of these parameters. To further establish the asymptotic efficiency of these estimators, two conditions must be met: 1)...
Predicted journal destinations
1
PLOS ONE
1737 training papers
2
Scientific Reports
701 training papers
3
BMC Medical Research Methodology
41 training papers
4
American Journal of Epidemiology
54 training papers
5
Statistics in Medicine
17 training papers
6
PLOS Computational Biology
141 training papers
7
International Journal of Epidemiology
65 training papers
8
Nature Communications
483 training papers
9
eLife
262 training papers
10
BMC Medicine
155 training papers
11
Epidemiology
26 training papers
12
Proceedings of the National Academy of Sciences
100 training papers
13
Epidemics
96 training papers
14
npj Digital Medicine
85 training papers
15
BMJ Open
553 training papers
16
European Journal of Epidemiology
36 training papers
17
Clinical Infectious Diseases
219 training papers
18
Journal of The Royal Society Interface
54 training papers
19
PLOS Medicine
95 training papers
20
Research Synthesis Methods
17 training papers
21
JAMA Network Open
125 training papers
22
Journal of Clinical Epidemiology
29 training papers
23
Epidemiology and Infection
80 training papers
24
BMC Infectious Diseases
110 training papers
25
Journal of Theoretical Biology
29 training papers
26
Royal Society Open Science
49 training papers