ReviewReports on progress in physics. Physical Society (Great Britain)2022
Information geometry for multiparameter models: new perspectives on the origin of simplicity.
Review in Reports on progress in physics. Physical Society (Great Britain), 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 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
7 citing papers in PubMed.
- Article
- Sufficient is better than optimal for training neural networks.Nature communications · 2025Article
- How Occam's razor guides human decision-making.bioRxiv : the preprint server for biology · 2025Article
- Optimization and variability can coexist.ArXiv · 2025Article
- The training process of many deep networks explores the same low-dimensional manifold.Proceedings of the National Academy of Sciences of the United States of America · 2024Article
- Far from Asymptopia: Unbiased High-Dimensional Inference Cannot Assume Unlimited Data.Entropy (Basel, Switzerland) · 2023Article
- Sloppiness: Fundamental study, new formalism and its application in model assessment.PloS one · 2023Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
Abstract
Complex models in physics, biology, economics, and engineering are often
Indexed as
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.