Literature DB >> 27382143

Drawing causal inference from Big Data.

Richard M Shiffrin1.   

Abstract

Year:  2016        PMID： 27382143      PMCID： PMC4941473          DOI： 10.1073/pnas.1608845113

Source DB:  PubMed          Journal:  Proc Natl Acad Sci U S A        ISSN： 0027-8424            Impact factor:   11.205


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  13 in total

1.  Mapping knowledge domains.

Authors:  Richard M Shiffrin; Katy Börner
Journal:  Proc Natl Acad Sci U S A       Date:  2004-01-23       Impact factor: 11.205

2.  Characterizing treatment pathways at scale using the OHDSI network.

Authors:  George Hripcsak; Patrick B Ryan; Jon D Duke; Nigam H Shah; Rae Woong Park; Vojtech Huser; Marc A Suchard; Martijn J Schuemie; Frank J DeFalco; Adler Perotte; Juan M Banda; Christian G Reich; Lisa M Schilling; Michael E Matheny; Daniella Meeker; Nicole Pratt; David Madigan
Journal:  Proc Natl Acad Sci U S A       Date:  2016-06-06       Impact factor: 11.205

3.  Causal inference and the data-fusion problem.

Authors:  Elias Bareinboim; Judea Pearl
Journal:  Proc Natl Acad Sci U S A       Date:  2016-07-05       Impact factor: 11.205

4.  Lasso adjustments of treatment effect estimates in randomized experiments.

Authors:  Adam Bloniarz; Hanzhong Liu; Cun-Hui Zhang; Jasjeet S Sekhon; Bin Yu
Journal:  Proc Natl Acad Sci U S A       Date:  2016-07-05       Impact factor: 11.205

5.  Linear mixed model for heritability estimation that explicitly addresses environmental variation.

Authors:  David Heckerman; Deepti Gurdasani; Carl Kadie; Cristina Pomilla; Tommy Carstensen; Hilary Martin; Kenneth Ekoru; Rebecca N Nsubuga; Gerald Ssenyomo; Anatoli Kamali; Pontiano Kaleebu; Christian Widmer; Manjinder S Sandhu
Journal:  Proc Natl Acad Sci U S A       Date:  2016-07-05       Impact factor: 11.205

6.  Quantity discounts on a virtual good: The results of a massive pricing experiment at King Digital Entertainment.

Authors:  Steven D Levitt; John A List; Susanne Neckermann; David Nelson
Journal:  Proc Natl Acad Sci U S A       Date:  2016-07-05       Impact factor: 11.205

7.  Improving massive experiments with threshold blocking.

Authors:  Michael J Higgins; Fredrik Sävje; Jasjeet S Sekhon
Journal:  Proc Natl Acad Sci U S A       Date:  2016-07-05       Impact factor: 11.205

8.  Causal inference in economics and marketing.

Authors:  Hal R Varian
Journal:  Proc Natl Acad Sci U S A       Date:  2016-07-05       Impact factor: 11.205

9.  Estimating peer effects in networks with peer encouragement designs.

Authors:  Dean Eckles; René F Kizilcec; Eytan Bakshy
Journal:  Proc Natl Acad Sci U S A       Date:  2016-07-05       Impact factor: 11.205

10.  Inferring cortical function in the mouse visual system through large-scale systems neuroscience.

Authors:  Michael Hawrylycz; Costas Anastassiou; Anton Arkhipov; Jim Berg; Michael Buice; Nicholas Cain; Nathan W Gouwens; Sergey Gratiy; Ramakrishnan Iyer; Jung Hoon Lee; Stefan Mihalas; Catalin Mitelut; Shawn Olsen; R Clay Reid; Corinne Teeter; Saskia de Vries; Jack Waters; Hongkui Zeng; Christof Koch
Journal:  Proc Natl Acad Sci U S A       Date:  2016-07-05       Impact factor: 11.205
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  8 in total

1.  Structured, uncertainty-driven exploration in real-world consumer choice.

Authors:  Eric Schulz; Rahul Bhui; Bradley C Love; Bastien Brier; Michael T Todd; Samuel J Gershman
Journal:  Proc Natl Acad Sci U S A       Date:  2019-06-24       Impact factor: 11.205

2.  Learning stable and predictive structures in kinetic systems.

Authors:  Niklas Pfister; Stefan Bauer; Jonas Peters
Journal:  Proc Natl Acad Sci U S A       Date:  2019-11-27       Impact factor: 11.205

3.  Perioperative use of renin-angiotensin system inhibitors and outcomes in patients undergoing cardiac surgery.

Authors:  Qian Ding; Zugui Zhang; Hong Liu; Huang Nie; Mark Berguson; Jordan E Goldhammer; Nilas Young; Douglas Boyd; Rohinton Morris; Jianzhong Sun
Journal:  Nat Commun       Date:  2019-09-13       Impact factor: 14.919

4.  Application of Big Data to Support Evidence-Based Public Health Policy Decision-Making for Hearing.

Authors:  Gabrielle H Saunders; Jeppe H Christensen; Johanna Gutenberg; Niels H Pontoppidan; Andrew Smith; George Spanoudakis; Doris-Eva Bamiou
Journal:  Ear Hear       Date:  2020 Sep/Oct       Impact factor: 3.562

5.  Predictability limit of partially observed systems.

Authors:  Andrés Abeliuk; Zhishen Huang; Emilio Ferrara; Kristina Lerman
Journal:  Sci Rep       Date:  2020-11-24       Impact factor: 4.379

6.  Inferring latent temporal progression and regulatory networks from cross-sectional transcriptomic data of cancer samples.

Authors:  Xiaoqiang Sun; Ji Zhang; Qing Nie
Journal:  PLoS Comput Biol       Date:  2021-03-05       Impact factor: 4.475

7.  Ethical and Legal Aspects of Technology-Assisted Care in Neurodegenerative Disease.

Authors:  Bjoern Schmitz-Luhn; Jennifer Chandler
Journal:  J Pers Med       Date:  2022-06-20

Review 8.  The role of artificial intelligence in paediatric neuroradiology.

Authors:  Catherine Pringle; John-Paul Kilday; Ian Kamaly-Asl; Stavros Michael Stivaros
Journal:  Pediatr Radiol       Date:  2022-03-26
  8 in total

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