A tutorial on propensity score estimation for multiple treatments using generalized boosted models (Q37009694)

https://www.ebi.ac.uk/europepmc/webservices/rest/search?query=EXT_ID:23508673%20AND%20SRC:MED&resulttype=core&format=json

26 February 2020

title

A tutorial on propensity score estimation for multiple treatments using generalized boosted models (English)

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26 February 2020

6

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26 February 2020

author name string

Daniel F McCaffrey

1

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26 February 2020

Beth Ann Griffin

2

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26 February 2020

Daniel Almirall

3

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26 February 2020

Mary Ellen Slaughter

4

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26 February 2020

Rajeev Ramchand

5

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26 February 2020

language of work or name

English

0 references

publication date

18 March 2013

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26 February 2020

published in

Statistics in Medicine

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26 February 2020

volume

32

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26 February 2020

issue

19

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26 February 2020

page(s)

3388-3414

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The effectiveness of community-based delivery of an evidence-based treatment for adolescent substance use.

26 February 2020

cites work

1 reference

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Effects of adjusting for instrumental variables on bias and precision of effect estimates

29 September 2017

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Using a cross-study design to assess the efficacy of motivational enhancement therapy-cognitive behavioral therapy 5 (MET/CBT5) in treating adolescents with cannabis-related disorders

29 September 2017

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Weight trimming and propensity score weighting

29 September 2017

1 reference

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Matching methods for causal inference: A review and a look forward

29 September 2017

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Propensity score techniques and the assessment of measured covariate balance to test causal associations in psychological research

29 September 2017

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Propensity score estimation: neural networks, support vector machines, decision trees (CART), and meta-classifiers as alternatives to logistic regression

29 September 2017

1 reference

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Improving propensity score weighting using machine learning

29 September 2017

1 reference

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Comment: Demystifying Double Robustness: A Comparison of Alternative Strategies for Estimating a Population Mean from Incomplete Data

29 September 2017

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Implementation of MET/CBT 5 for adolescents

29 September 2017

1 reference

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The Strengthening Communities for Youth (SCY) initiative: a cluster analysis of the services received, their correlates and how they are associated with outcomes

29 September 2017

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Application of a propensity score approach for risk adjustment in profiling multiple physician groups on asthma care

29 September 2017

1 reference

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Predictive margins with survey data

29 September 2017

1 reference

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Marginal structural models and causal inference in epidemiology

29 September 2017

1 reference

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The Effectiveness of Adjustment by Subclassification in Removing Bias in Observational Studies

29 September 2017

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Generalized propensity score for estimating the average treatment effect of multiple treatments

27 June 2018

1 reference

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The multiple propensity score as control for bias in the comparison of more than two treatment arms: an introduction from a case study in mental health.

4 September 2018

1 reference

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The Cannabis Youth Treatment (CYT) Study: main findings from two randomized trials

4 September 2018

1 reference

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Propensity score matching: an illustrative analysis of dose response

4 September 2018

1 reference

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Causal Effects in Nonexperimental Studies: Reevaluating the Evaluation of Training Programs

4 September 2018

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Estimating causal effects of treatments in randomized and nonrandomized studies.

21 January 2018

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Statistics and Causal Inference

21 January 2018

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The central role of the propensity score in observational studies for causal effects

21 January 2018

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Misunderstandings between experimentalists and observationalists about causal inference

21 January 2018

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Matching as Nonparametric Preprocessing for Reducing Model Dependence in Parametric Causal Inference

21 January 2018

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Greedy function approximation: A gradient boosting machine

21 January 2018

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Propensity Score Estimation With Boosted Regression for Evaluating Causal Effects in Observational Studies

21 January 2018

1 reference

The consistency statement in causal inference: a definition or an assumption?

21 January 2018

1 reference

PubMed

https://pubmed.ncbi.nlm.nih.gov/23508673

inferred from PubMed ID database lookup

12 December 2020

based on heuristic

Identifiers

DOI

10.1002/SIM.5753

1 reference

https://www.ebi.ac.uk/europepmc/webservices/rest/search?query=EXT_ID:23508673%20AND%20SRC:MED&resulttype=core&format=json

26 February 2020

1 reference

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26 February 2020

PubMed publication ID

23508673

1 reference