A facial recognition algorithm was able to correctly classify liberals and conservatives 72% of the time in a sample of over 1 million, retaining 69% accuracy even after controlling for age, sex, and ethnicity. https://www.nature.com/articles/s41598-020-79310-1
“From a brief glimpse of a face, we quickly extract all this rich multidimensional information about a person, such as their sex, age, and identity.” https://news.mit.edu/2019/human-brain-face-recognition-0322
When you’re sick, it’s written all over your face https://www.science.org/content/article/two-ways-you-can-tell-someone-sick-just-looking-them
Many genetic conditions come with clues in a person’s face, and new technology can help doctors diagnose them: https://web.archive.org/web/20181109140652/https://www.technologyreview.com/s/603038/diagnosing-disease-with-a-snapshot/amp/
Pupil Size Is a Marker of Intelligence: There is a surprising correlation between baseline pupil size and several measures of cognitive ability https://www.scientificamerican.com/article/pupil-size-is-a-marker-of-intelligence/
With just a photo, this algorithm can do more than spot a possible genetic condition — it can suggest a cause https://www.statnews.com/2019/01/07/algorithm-spot-genetic-mutation-photo/
Perceived mental health from men’s facial appearance reflects actual mental health https://www.sciencedirect.com/science/article/abs/pii/S0092656618300394
A Replication Study: Machine Learning Models Are Capable of Predicting Sexual Orientation From Facial Images https://arxiv.org/abs/1902.10739
Revealing True Emotions Through Micro-Expressions: A Machine Learning Approach https://insights.sei.cmu.edu/blog/revealing-true-emotions-through-micro-expressions-a-machine-learning-approach/
Facing a psychopath: Detecting the dark triad from emotionally-neutral faces, using prototypes from the Personality Faceaurus https://www.sciencedirect.com/science/article/abs/pii/S009265661100136X
Neural Network Learns to Identify Criminals by Their Faces https://www.technologyreview.com/2016/11/22/107128/neural-network-learns-to-identify-criminals-by-their-faces/
Criminals Look Different From Noncriminals https://www.psychologytoday.com/intl/blog/the-scientific-fundamentalist/201103/criminals-look-different-noncriminals
Face-reading AI will be able to detect your politics and IQ, professor says https://www.theguardian.com/technology/2017/sep/12/artificial-intelligence-face-recognition-michal-kosinski?CMP=share_btn_fb
Using artificial intelligence to identify people’s personality traits from their eye movements https://www.mpg.de/12185266/eyes-movement-personality-traits
Eyes can reveal people's sex, age, ethnicity, personality traits, drug-consumption habits, emotions, fears, skills, interests, sexual preferences, and physical and mental health. Eye-tracking may be the closest thing we have to mind-reading. https://link.springer.com/content/pdf/10.1007/978-3-030-42504-3_15.pdf
Corruption is Hard to Hide If You're a Politician Whose Face is Wide https://www.caltech.edu/about/news/corruption-hard-hide-if-youre-politician-whose-face-wide-83597
Facial Structure Predicts Attitudes About Casual Sex https://www.psychologytoday.com/us/blog/everyone-top/202107/why-facial-structure-could-predict-attitudes-about-casual-sex
Shared heritability of human face and brain shape https://www.nature.com/articles/s41588-021-00827-w
AI can often predict your ideology from your face (about 60% of the time). https://www.nature.com/articles/s41598-023-31796-1
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On #16 - P. S. Perhaps, the difference between round and oval shapes depicts the shift from an undiffirentiated state (round, full equilibrium) into some sort of orientation, a sense of movement in the previously disentagled state (oval).Tensor calculus can easily prove that the circle-like shapes (spheres or balls-like) distribute the tension within a system most evenly of all possible shapes, so it is the most neutral possible setting. (I spent some time studing tensors years back.) That is why aircrafts windows are round - this minimizes the possible rupture breaks (e.g.).
On #16 - `Research has demonstrated the association between vaginal orgasm and better mental health. Some theories of psychotherapy assert a link between muscle blocks and disturbances of both character and sexual function. In Functional-Sexological therapy, one focus of treatment is amelioration of voluntary movement. The present study examines the association of general everyday body movement with history of vaginal orgasm.`
Extract from: `A woman's history of vaginal orgasm is discernible from her walk` https://pubmed.ncbi.nlm.nih.gov/18637995/
On findings ref. casual sex - since pro-casual sex individuals are described with wide/round faces, it reminded of `moon people`, as defined in ancient medicine. That roundness/ moon shape is attributed to subconsciousness, as contrasted by oval shapes (phallus symbol) - sun/ active/ conscioussness principle. In simple words, oval shape individuals would be more self-aware and more `hunters` type (with a purpose, left-brainers), compared to round (original shape, darkness, unconscious, analog, right brainers) are less aware of themselves - hence wondering around and picking up whatever one finds around.