ArticleNature2021
AI weighs in on debate about universal facial expressions.
Article in Nature, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 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
6 citing papers in PubMed.
- Big team science reveals promises and limitations of machine learning efforts to model physiological markers of affective experience.Royal Society open science · 2025Article
- Article
- What is missing in the study of emotion expression?Frontiers in psychology · 2023Review
- The neurobiological basis of affect is consistent with psychological construction theory and shares a common neural basis across emotional categories.Communications biology · 2022Article
- Context reconsidered: Complex signal ensembles, relational meaning, and population thinking in psychological science.The American psychologist · 2022Article
- Acquiring Complex Communicative Systems: Statistical Learning of Language and Emotion.Topics in cognitive science · 2022Review
Corrections and comments
- Comment on
Authors and funding
1 author.
Funding
No grant is acknowledged in the PubMed record.
Abstract
PubMed holds no abstract for this paper.
Indexed as
Identifiers
33328644What 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.