Class information for:
Level 1: CAUSAL INFERENCE//MARGINAL STRUCTURAL MODELS//DYNAMIC TREATMENT REGIMES

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
8627 1                   CAUSAL INFERENCE//MARGINAL STRUCTURAL MODELS//DYNAMIC TREATMENT REGIMES 1265

Terms with highest relevance score


rank Category termType chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 CAUSAL INFERENCE authKW 1159576 18% 21% 226
2 MARGINAL STRUCTURAL MODELS authKW 1056418 7% 47% 90
3 DYNAMIC TREATMENT REGIMES authKW 1008961 4% 90% 45
4 ADAPTIVE TREATMENT STRATEGIES authKW 610358 2% 88% 28
5 TARGETED MAXIMUM LIKELIHOOD ESTIMATION authKW 471822 2% 76% 25
6 G ESTIMATION authKW 333695 2% 56% 24
7 INVERSE PROBABILITY WEIGHTING authKW 319464 4% 24% 53
8 G COMPUTATION authKW 289886 1% 73% 16
9 CONFOUNDING authKW 285608 7% 12% 93
10 DOUBLE ROBUST authKW 257123 1% 61% 17

Web of Science journal categories


chi_square_rank Category chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 Statistics & Probability 31292 38% 0% 485
2 Mathematical & Computational Biology 17995 22% 0% 280
3 Public, Environmental & Occupational Health 9995 37% 0% 465
4 Medical Informatics 9152 11% 0% 135
5 Social Sciences, Mathematical Methods 3963 7% 0% 89
6 Psychology, Mathematical 1867 3% 0% 36
7 Mathematics, Interdisciplinary Applications 924 7% 0% 83
8 Medicine, Research & Experimental 650 10% 0% 121
9 Health Care Sciences & Services 568 5% 0% 63
10 Biology 402 6% 0% 72

Address terms


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 PL MATH COMP SCI STAT 41111 1% 10% 17
2 EPIDEMIOL BIOSTAT OCCUPAT HLTH 38857 4% 3% 56
3 MED WG 43 33216 0% 67% 2
4 WORLDWIDE SAFETY REGULATORY 32027 0% 43% 3
5 ENVIRONM MED BEHAV SCI 29886 0% 20% 6
6 BIOSTAT 27359 25% 0% 316
7 BANK AMER PROF BUSINESS ADM 24913 0% 100% 1
8 BICSTAT 24913 0% 100% 1
9 BIOSTAT EPIDEMIOL METHODS 24913 0% 100% 1
10 BIOSTAT SFI2 STAT INNOVAT 24913 0% 100% 1

Journals


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 INTERNATIONAL JOURNAL OF BIOSTATISTICS 230869 4% 19% 49
2 EPIDEMIOLOGY 110951 8% 4% 107
3 STATISTICS IN MEDICINE 35218 8% 1% 102
4 AMERICAN JOURNAL OF EPIDEMIOLOGY 22116 7% 1% 91
5 STRUCTURAL EQUATION MODELING-A MULTIDISCIPLINARY JOURNAL 21223 2% 3% 25
6 STATISTICAL METHODS IN MEDICAL RESEARCH 18848 2% 3% 25
7 MULTIVARIATE BEHAVIORAL RESEARCH 17310 2% 3% 27
8 PSYCHOLOGICAL METHODS 16218 2% 3% 20
9 BIOMETRICS 13554 4% 1% 50
10 ORGANIZATIONAL RESEARCH METHODS 10253 1% 3% 14

Author Key Words


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass LCSH search Wikipedia search
1 CAUSAL INFERENCE 1159576 18% 21% 226 Search CAUSAL+INFERENCE Search CAUSAL+INFERENCE
2 MARGINAL STRUCTURAL MODELS 1056418 7% 47% 90 Search MARGINAL+STRUCTURAL+MODELS Search MARGINAL+STRUCTURAL+MODELS
3 DYNAMIC TREATMENT REGIMES 1008961 4% 90% 45 Search DYNAMIC+TREATMENT+REGIMES Search DYNAMIC+TREATMENT+REGIMES
4 ADAPTIVE TREATMENT STRATEGIES 610358 2% 88% 28 Search ADAPTIVE+TREATMENT+STRATEGIES Search ADAPTIVE+TREATMENT+STRATEGIES
5 TARGETED MAXIMUM LIKELIHOOD ESTIMATION 471822 2% 76% 25 Search TARGETED+MAXIMUM+LIKELIHOOD+ESTIMATION Search TARGETED+MAXIMUM+LIKELIHOOD+ESTIMATION
6 G ESTIMATION 333695 2% 56% 24 Search G+ESTIMATION Search G+ESTIMATION
7 INVERSE PROBABILITY WEIGHTING 319464 4% 24% 53 Search INVERSE+PROBABILITY+WEIGHTING Search INVERSE+PROBABILITY+WEIGHTING
8 G COMPUTATION 289886 1% 73% 16 Search G+COMPUTATION Search G+COMPUTATION
9 CONFOUNDING 285608 7% 12% 93 Search CONFOUNDING Search CONFOUNDING
10 DOUBLE ROBUST 257123 1% 61% 17 Search DOUBLE+ROBUST Search DOUBLE+ROBUST

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 13060 PRINCIPAL STRATIFICATION//INSTRUMENTAL VARIABLES//CAUSAL INFERENCE
2 4347 PROPENSITY SCORE//CAUSAL INFERENCE//OBSERVATIONAL STUDY
3 21777 ATTRIBUTABLE FRACTION//ATTRIBUTABLE RISK//SUFFICIENT CAUSE
4 38618 ADAPTIVE BEHAVIORAL INTERVENTIONS//CONSORTIUM TECHNOL PROACT CARE//JUST IN TIME ADAPTIVE INTERVENTIONS
5 18704 CHAIN GRAPH//GRAPHICAL MARKOV MODEL//CONDITIONAL INDEPENDENCE
6 15677 SUBGROUP ANALYSIS//MULTIREGIONAL CLINICAL TRIAL//MULTIREGIONAL TRIAL
7 19162 SURROGATE ENDPOINT//PROGRESSION FREE SURVIVAL//POST PROGRESSION SURVIVAL
8 11635 REGRESSION CALIBRATION//MEASUREMENT ERROR//MISCLASSIFICATION
9 15828 CASE COHORT DESIGN//OUTCOME DEPENDENT SAMPLING//MISSING COVARIATES
10 34609 SIMPSONS PARADOX//DIRECTIONAL COLLAPSIBILITY//AGGREGATION OF STRATA

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