Class information for:
Level 1: CAUSAL INFERENCE//PRINCIPAL STRATIFICATION//TARGETED MAXIMUM LIKELIHOOD ESTIMATION

Basic class information
ID Publications Average number
of references		 Avg. shr. active
ref. in WoS
5196 1590 33.1 62%


Bar chart of Publication_year

Last years might be incomplete

Classes in level above (level 2)


ID, lev.
above		 Publications Label for level above
970 10197 CAUSAL INFERENCE//PRINCIPAL STRATIFICATION//STATISTICS IN MEDICINE

Terms with highest relevance score


Rank Term Type of term Relevance score
(tfidf)		 Class's shr.
of term's tot.
occurrences		 Shr. of publ.
in class containing
term		 Num. of
publ. in
class
1 CAUSAL INFERENCE Author keyword 158 38% 21% 331
2 PRINCIPAL STRATIFICATION Author keyword 155 81% 6% 95
3 TARGETED MAXIMUM LIKELIHOOD ESTIMATION Author keyword 36 83% 1% 20
4 COMPLIER AVERAGE CAUSAL EFFECT Author keyword 34 93% 1% 13
5 POTENTIAL OUTCOME Author keyword 27 72% 1% 21
6 POTENTIAL OUTCOMES Author keyword 25 44% 3% 44
7 MARGINAL STRUCTURAL MODEL Author keyword 24 52% 2% 33
8 MARGINAL STRUCTURAL MODELS Author keyword 24 47% 2% 37
9 G COMPUTATION Author keyword 22 81% 1% 13
10 DOUBLE ROBUST Author keyword 21 73% 1% 16

Web of Science journal categories

Author Key Words


Rank Web of Science journal category Relevance score
(tfidf)		 Class's shr.
of term's tot.
occurrences		 Shr. of publ.
in class containing
term		 Num. of
publ. in
class		 LCSH search Wikipedia search
1 CAUSAL INFERENCE 158 38% 21% 331 Search CAUSAL+INFERENCE Search CAUSAL+INFERENCE
2 PRINCIPAL STRATIFICATION 155 81% 6% 95 Search PRINCIPAL+STRATIFICATION Search PRINCIPAL+STRATIFICATION
3 TARGETED MAXIMUM LIKELIHOOD ESTIMATION 36 83% 1% 20 Search TARGETED+MAXIMUM+LIKELIHOOD+ESTIMATION Search TARGETED+MAXIMUM+LIKELIHOOD+ESTIMATION
4 COMPLIER AVERAGE CAUSAL EFFECT 34 93% 1% 13 Search COMPLIER+AVERAGE+CAUSAL+EFFECT Search COMPLIER+AVERAGE+CAUSAL+EFFECT
5 POTENTIAL OUTCOME 27 72% 1% 21 Search POTENTIAL+OUTCOME Search POTENTIAL+OUTCOME
6 POTENTIAL OUTCOMES 25 44% 3% 44 Search POTENTIAL+OUTCOMES Search POTENTIAL+OUTCOMES
7 MARGINAL STRUCTURAL MODEL 24 52% 2% 33 Search MARGINAL+STRUCTURAL+MODEL Search MARGINAL+STRUCTURAL+MODEL
8 MARGINAL STRUCTURAL MODELS 24 47% 2% 37 Search MARGINAL+STRUCTURAL+MODELS Search MARGINAL+STRUCTURAL+MODELS
9 G COMPUTATION 22 81% 1% 13 Search G+COMPUTATION Search G+COMPUTATION
10 DOUBLE ROBUST 21 73% 1% 16 Search DOUBLE+ROBUST Search DOUBLE+ROBUST

Key Words Plus


Rank Web of Science journal category Relevance score
(tfidf)		 Class's shr.
of term's tot.
occurrences		 Shr. of publ.
in class containing
term		 Num. of
publ. in
class
1 CAUSAL INFERENCE 114 30% 20% 324
2 PRINCIPAL STRATIFICATION 84 60% 6% 91
3 MARGINAL STRUCTURAL MODELS 54 29% 10% 156
4 POTENTIAL OUTCOMES 48 67% 3% 43
5 STRUCTURAL MEAN MODELS 41 85% 1% 22
6 PROPHYLAXIS THERAPY 28 81% 1% 17
7 MEAN MODELS 27 71% 1% 22
8 SUFFICIENT CAUSE INTERACTIONS 27 74% 1% 20
9 POST RANDOMIZATION 26 100% 1% 11
10 PRESCRIBING PREFERENCE 21 90% 1% 9

Journals


Rank Web of Science journal category Relevance score
(tfidf)		 Class's shr.
of term's tot.
occurrences		 Shr. of publ.
in class containing
term		 Num. of
publ. in
class
1 INTERNATIONAL JOURNAL OF BIOSTATISTICS 14 25% 3% 50

Reviews


Title Publ. year Cit. Active
references		 % act. ref.
to same field
Mediation analysis 2007 1263 58 45%
Advances in Mediation Analysis: A Survey and Synthesis of New Developments 2015 2 95 76%
A review of causal estimation of effects in mediation analyses 2012 24 42 83%
Causal Inference in Public Health 2013 15 38 53%
Causal Models and Learning from Data Integrating Causal Modeling and Statistical Estimation 2014 3 37 78%
Evaluating mediation and moderation effects in school psychology: A presentation of methods and review of current practice 2010 35 27 70%
An Organizational Schema for Epidemiologic Causal Effects 2014 4 31 65%
Application of marginal structural models in pharmacoepidemiologic studies: a systematic review 2014 4 55 58%
Evolving Methods for Inference in the Presence of Healthy Worker Survivor Bias 2015 1 48 48%
Mediation testing in management research 2008 59 11 73%

Address terms


Rank Address term Relevance score
(tfidf)		 Class's shr.
of term's tot.
occurrences		 Shr. of publ.
in class containing
term		 Num. of
publ. in
class
1 ENVIRONM MED BEHAV SCI 6 48% 0.6% 10
2 MED WG 43 2 67% 0.1% 2
3 SCI 709 2 67% 0.1% 2
4 PL MATH COMP SCI STAT 2 16% 0.6% 10
5 SOCIAL COMMUNITY MED MED DENT 1 100% 0.1% 2
6 UCLA LETTERS SCI 1 50% 0.1% 2
7 WORLDWIDE SAFETY REGULATORY 1 100% 0.1% 2
8 PROGRAM PHARMACEUT SOCIOECON 1 27% 0.3% 4
9 CATTEDRA METODOL EPIDEMIOL IGIENE 1 50% 0.1% 1
10 CONDUCT HUB TRIALS METHODOL 1 50% 0.1% 1

Related classes at same level (level 1)


Rank Relatedness score Related classes
1 0.0000283838 ADAPTIVE TREATMENT STRATEGIES//DYNAMIC TREATMENT REGIME//DYNAMIC TREATMENT REGIMES
2 0.0000231294 PROPENSITY SCORE//MATCHED SAMPLING//UNCONFOUNDEDNESS
3 0.0000147168 JOINT EXPOSURE//FLOATING ABSOLUTE RISK//RELATIVE EXCESS RISK DUE TO INTERACTION
4 0.0000119299 SURROGATE ENDPOINT//PRENTICE CRITERION//PRENTICE CRITERIA
5 0.0000109974 ATTRIBUTABLE RISK//PARTIAL ATTRIBUTABLE RISK//ATTRIBUTABLE FRACTION
6 0.0000103551 NONEXISTENCE OF PARAMETER ESTIMATES//NONPARAMETRIC INFORMATION BOUNDS//RISK REGRESSION
7 0.0000088710 BRIDGING STUDY//MULTIREGIONAL CLINICAL TRIAL//MULTIREGIONAL TRIAL
8 0.0000086912 PARTIAL IDENTIFICATION//NONSEPARABLE MODELS//NONSEPARABLE MODEL
9 0.0000079377 ESSENTIAL GRAPH//CONDITIONAL INDEPENDENCE//MARKOV EQUIVALENCE
10 0.0000072044 MULTIPLE IMPUTATION//MISSING DATA//PATTERN MIXTURE MODEL