ArticleProceedings of the National Academy of Sciences of the United States of America2016
Drawing causal inference from Big Data.
Article in Proceedings of the National Academy of Sciences of the United States of America, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
14 citing papers in PubMed.
- Dialogues about the practice of science.Proceedings of the National Academy of Sciences of the United States of America · 2025Article
- Data science and automation in the process of theorizing: Machine learning's power of induction in the co-duction cycle.PloS one · 2024Article
- Article
- The role of artificial intelligence in paediatric neuroradiology.Pediatric radiology · 2022Review
- Ethical and Legal Aspects of Technology-Assisted Care in Neurodegenerative Disease.Journal of personalized medicine · 2022Article
- Minimizing bias in massive multi-arm observational studies with BCAUS: balancing covariates automatically using supervision.BMC medical research methodology · 2021Observational
- Inferring latent temporal progression and regulatory networks from cross-sectional transcriptomic data of cancer samples.PLoS computational biology · 2021Article
- Predictability limit of partially observed systems.Scientific reports · 2020Article
- Learning stable and predictive structures in kinetic systems.Proceedings of the National Academy of Sciences of the United States of America · 2019Article
- Perioperative use of renin-angiotensin system inhibitors and outcomes in patients undergoing cardiac surgery.Nature communications · 2019Article
- Structured, uncertainty-driven exploration in real-world consumer choice.Proceedings of the National Academy of Sciences of the United States of America · 2019Article
- Applying causal diagrams in pediatrics to improve research, communication, and practice.Pediatric research · 2018Article
- Radiomics: Images Are More than Pictures, They Are Data.Radiology · 2016Article
- Application of Big Data to Support Evidence-Based Public Health Policy Decision-Making for Hearing.Ear and hearingArticle
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
1 author.
Funding
No grant is acknowledged in the PubMed record.
Abstract
PubMed holds no abstract for this paper.
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.