Class information for:
Level 1: PRINCIPAL STRATIFICATION//INSTRUMENTAL VARIABLES//CAUSAL INFERENCE

Basic class information
Bar chart of Publication_year

Last years might be incomplete

Hierarchy of classes
The table includes all classes above and classes immediately below the current class.


Cluster id Level Cluster label #P
12 4 COMPUTER SCIENCE, THEORY & METHODS//COMPUTER SCIENCE, INFORMATION SYSTEMS//COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE 1181119
23 3       STATISTICS & PROBABILITY//STAT//COMMUNICATIONS IN STATISTICS-THEORY AND METHODS 119395
2263 2             CAUSAL INFERENCE//PROPENSITY SCORE//PRINCIPAL STRATIFICATION 4951
13060 1                   PRINCIPAL STRATIFICATION//INSTRUMENTAL VARIABLES//CAUSAL INFERENCE 894

Terms with highest relevance score


rank Category termType chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 PRINCIPAL STRATIFICATION authKW 2345305 10% 72% 93
2 INSTRUMENTAL VARIABLES authKW 961929 20% 15% 180
3 CAUSAL INFERENCE authKW 812136 18% 14% 159
4 NONCOMPLIANCE authKW 766658 13% 19% 113
5 MENDELIAN RANDOMIZATION authKW 730888 8% 29% 72
6 COMPLIER AVERAGE CAUSAL EFFECT authKW 565992 2% 94% 17
7 POTENTIAL OUTCOMES authKW 249232 4% 21% 33
8 ALL OR NONE COMPLIANCE authKW 246766 1% 100% 7
9 COMPLIERS authKW 246766 1% 100% 7
10 STRUCTURAL MEAN MODEL authKW 246766 1% 100% 7

Web of Science journal categories


chi_square_rank Category chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 Statistics & Probability 29337 44% 0% 394
2 Mathematical & Computational Biology 21095 28% 0% 254
3 Medical Informatics 18173 18% 0% 159
4 Public, Environmental & Occupational Health 5715 33% 0% 297
5 Health Care Sciences & Services 2449 12% 0% 104
6 Medicine, Research & Experimental 1985 18% 0% 165
7 Health Policy & Services 677 5% 0% 43
8 Social Sciences, Mathematical Methods 486 3% 0% 27
9 Psychology, Mathematical 332 1% 0% 13
10 Biology 248 5% 0% 48

Address terms


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 ENDOCRINE METAB DISMINIST HLTH CL 47002 0% 67% 2
2 PUBL HLTH SUPERVISORY SERV NETHERLANDS 47002 0% 67% 2
3 SCI 709 47002 0% 67% 2
4 SOCIAL COMMUNITY MED MED DENT 47002 0% 67% 2
5 POPULAT HLTH OCCUPAT DIS 45321 0% 43% 3
6 CAUSAL ANAL TRANSLAT EPIDEMIOL 37304 1% 9% 12
7 AARDEX GRP 35252 0% 100% 1
8 ADULT GERONTOL NURSING AREA 35252 0% 100% 1
9 BIOMED CLI SCI 35252 0% 100% 1
10 CANC CAMPAIGN CLIN TRIALS 35252 0% 100% 1

Journals


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 STATISTICS IN MEDICINE 86235 15% 2% 134
2 INTERNATIONAL JOURNAL OF BIOSTATISTICS 54407 2% 8% 20
3 JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION 12668 5% 1% 42
4 BIOMETRICS 12285 4% 1% 40
5 STATISTICAL METHODS IN MEDICAL RESEARCH 10921 2% 2% 16
6 JOURNAL OF EDUCATIONAL AND BEHAVIORAL STATISTICS 10232 1% 2% 12
7 CLINICAL TRIALS 8763 2% 2% 14
8 BIOSTATISTICS 7339 1% 2% 13
9 EPIDEMIOLOGY 6606 2% 1% 22
10 STATISTICAL SCIENCE 6134 1% 2% 11

Author Key Words


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass LCSH search Wikipedia search
1 PRINCIPAL STRATIFICATION 2345305 10% 72% 93 Search PRINCIPAL+STRATIFICATION Search PRINCIPAL+STRATIFICATION
2 INSTRUMENTAL VARIABLES 961929 20% 15% 180 Search INSTRUMENTAL+VARIABLES Search INSTRUMENTAL+VARIABLES
3 CAUSAL INFERENCE 812136 18% 14% 159 Search CAUSAL+INFERENCE Search CAUSAL+INFERENCE
4 NONCOMPLIANCE 766658 13% 19% 113 Search NONCOMPLIANCE Search NONCOMPLIANCE
5 MENDELIAN RANDOMIZATION 730888 8% 29% 72 Search MENDELIAN+RANDOMIZATION Search MENDELIAN+RANDOMIZATION
6 COMPLIER AVERAGE CAUSAL EFFECT 565992 2% 94% 17 Search COMPLIER+AVERAGE+CAUSAL+EFFECT Search COMPLIER+AVERAGE+CAUSAL+EFFECT
7 POTENTIAL OUTCOMES 249232 4% 21% 33 Search POTENTIAL+OUTCOMES Search POTENTIAL+OUTCOMES
8 ALL OR NONE COMPLIANCE 246766 1% 100% 7 Search ALL+OR+NONE+COMPLIANCE Search ALL+OR+NONE+COMPLIANCE
9 COMPLIERS 246766 1% 100% 7 Search COMPLIERS Search COMPLIERS
10 STRUCTURAL MEAN MODEL 246766 1% 100% 7 Search STRUCTURAL+MEAN+MODEL Search STRUCTURAL+MEAN+MODEL

Core articles
The table includes core articles in the class. The following variables is taken into account for the relevance score of an article in a cluster c:
(1) Number of references referring to publications in the class.
(2) Share of total number of active references referring to publications in the class.
(3) Age of the article. New articles get higher score than old articles.
(4) Citation rate, normalized to year.

Classes with closest relation at Level 1


rank cluster_id2 link
1 8627 CAUSAL INFERENCE//MARGINAL STRUCTURAL MODELS//DYNAMIC TREATMENT REGIMES
2 4347 PROPENSITY SCORE//CAUSAL INFERENCE//OBSERVATIONAL STUDY
3 19162 SURROGATE ENDPOINT//PROGRESSION FREE SURVIVAL//POST PROGRESSION SURVIVAL
4 7623 PARTIAL IDENTIFICATION//JOURNAL OF ECONOMETRICS//NONSEPARABLE MODELS
5 18207 WEAK INSTRUMENTS//MANY INSTRUMENTS//WEAK IDENTIFICATION
6 37962 CONDITIONAL MLE//ETHNIC MINORITY RESEARCH//BIASED ALLOCATION
7 30858 CHANGE TO OPEN LABEL DESIGN//PARTIALLY RANDOMIZED PREFERENCE TRIALS//PREFERENCE EFFECTS
8 3707 MULTIPLE IMPUTATION//MISSING DATA//PATTERN MIXTURE MODEL
9 20978 COMPARATIVE EFFECTIVENESS RESEARCH//JOURNAL OF COMPARATIVE EFFECTIVENESS RESEARCH//PRAGMATIC TRIALS
10 21790 NONINFERIORITY MARGIN//NON INFERIORITY TRIAL//NON INFERIORITY

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