The long-standing divide between the biological study of the brain and the psychological study of the mind is beginning to dissolve, as new research suggests that modern neuroscience and classical psychoanalysis are describing the same fundamental processes from different vantage points. A comprehensive paper published in the neurocognitive journal Entropy argues that the "prediction paradigm"—currently the most influential model in neuroscience—shares a profound conceptual architecture with the theories of human subjectivity first proposed by Sigmund Freud more than a century ago. This convergence, according to researchers Erik Stännicke, Bendik Hovet, Line Indrevoll Stännicke, and their colleagues at the University of Oslo’s Department of Psychology, offers a historic opportunity to synthesize a more holistic understanding of human behavior, mental health, and the nature of consciousness.
The central thesis of the study is that what cognitive neuropsychology now observes as physiological mechanisms, psychoanalysis has been documenting as subjective experiences for over 130 years. By aligning the computational rigor of neuroscience with the clinical depth of psychoanalysis, the researchers suggest that the scientific community can finally move toward a "unified psychology" that accounts for both the biological hardware of the brain and the complex, often irrational software of the human experience.
The Predictive Brain: A Proactive Engine
At the heart of modern neuroscience is the theory of predictive processing, often referred to as the "Bayesian brain" model. This framework posits that the brain is not a passive receiver of sensory information. Instead, it is a proactive "prediction machine" that constantly generates internal models of the world. These models are used to anticipate sensory inputs, allowing the organism to navigate its environment efficiently. When a prediction fails—a phenomenon known as a "prediction error"—the brain must either update its internal model to better reflect reality or attempt to change the environment to match its expectations.
This ongoing cycle of prediction and correction is believed to govern everything from basic motor functions to complex social interactions and emotional regulation. However, while neuroscience has excelled at mapping the biological and computational circuits that facilitate these processes, it has often struggled to explain how these mechanisms manifest in the messy, subjective reality of a person’s life. This is where the Oslo-based research team believes psychoanalysis provides the missing piece of the puzzle.
The Psychoanalytic Parallel: Projection and Transference
Psychoanalysis, beginning with Freud’s clinical observations in the late 19th century, has focused on how internal mental states shape a person’s perception of reality. One of the most striking parallels identified in the Entropy paper is the concept of "projection." In psychoanalytic theory, projection occurs when an individual attributes their own unconscious feelings, desires, or impulses to another person.
Stännicke and his team argue that projection is essentially the psychological manifestation of a "top-down" prediction. "When we attribute qualities, intentions, or feelings to other people, our brain shapes our experience of the world in line with established expectations," Stännicke explains. From a neuroscientific perspective, these "expectations" are prior beliefs stored in the brain’s hierarchy. If a person has an internal model that views the world as hostile, their brain will "predict" hostility in others, often leading them to interpret ambiguous social cues as aggressive.
This also relates to the psychoanalytic concept of transference, where a patient redirects feelings for a significant person from their past onto their therapist. In the language of neuroscience, transference can be understood as the brain applying a deeply ingrained "relational prior" to a new situation. The brain relies on these historical models because they reduce the computational cost of processing new information, even if the models themselves are outdated or maladaptive.
Historical Context: Freud’s "Project for a Scientific Psychology"
The convergence of these two fields is not entirely coincidental. It is often forgotten that Sigmund Freud began his career as a neurologist and neuroanatomist. In 1895, he penned a manuscript titled Project for a Scientific Psychology, in which he attempted to create a model of the mind based on the movement of energy through neurons. Freud eventually abandoned the project, realizing that the technology and biological knowledge of the 19th century were insufficient to support his theories. He subsequently pivoted to the "talking cure" and the symbolic interpretation of the mind.
For much of the 20th century, the two disciplines drifted apart. Neuroscience became increasingly focused on the cellular and molecular level, while psychoanalysis moved toward hermeneutics and the study of meaning. However, the rise of neuroimaging technology in the 1990s and the development of the "Free Energy Principle" by neuroscientist Karl Friston have brought the fields back into alignment. Friston’s work, which provides the mathematical foundation for the prediction paradigm, mirrors Freud’s early ideas about the "constancy principle"—the mind’s drive to keep excitation at a low level.
Homeostasis and the Reduction of Uncertainty
Both predictive neuroscience and psychoanalysis describe the mind as a system seeking stability, a state known as homeostasis. In neuroscience, this is achieved by minimizing "surprise" or uncertainty. The brain wants to be able to predict its environment with high accuracy because unexpected events are metabolically expensive and potentially dangerous.
Psychoanalysis describes a similar phenomenon in the context of relational patterns. People often find themselves repeating the same dysfunctional relationships or behaviors, a concept Freud called the "repetition compulsion." The new research suggests that these repetitive patterns are the brain’s way of maintaining stability. "Psychoanalysts refer to the tendency in the mind to recreate familiar relational patterns, even when these are poorly adapted," says Stännicke.
By adhering to a familiar—if painful—model of the world, the brain reduces uncertainty. For an individual who grew up in an environment of neglect, a "neglectful" world is predictable, whereas a "supportive" world might be unpredictable and therefore anxiety-inducing. This explains why people often resist change even when it is in their best interest: the brain prioritizes the stability of its predictive models over the objective "truth" of the situation.
Clinical Implications: Understanding Mental Disorders
The synthesis of these two fields has significant implications for the treatment of mental health disorders. The researchers argue that many psychiatric symptoms can be viewed as "rigid and persistent" prediction models.
For instance, in cases of clinical paranoia, the brain’s "prior" that others are dangerous is so strong that it overrides any "bottom-up" sensory evidence to the contrary. Even if someone treats a paranoid individual with kindness, the brain may interpret that kindness as a deceptive tactic, thereby preserving the integrity of the original prediction.
Similarly, chronic depression can be seen as a state where the brain has a fixed prediction of "low reward" or "learned helplessness." Once these models are established, they become self-fulfilling prophecies. The individual stops seeking positive experiences because their brain predicts they will fail, and this lack of action ensures that no new, positive data can enter the system to update the model.
The Role of Psychotherapy in Rewiring the Brain
If mental disorders are the result of rigid, maladaptive predictions, then the goal of therapy is to help the patient update those models. The Entropy paper emphasizes that this is not merely a cognitive process of "changing one’s mind" through logic, but a relational process that involves "procedural memory."
Procedural memory is the part of the brain that handles "how-to" knowledge, such as riding a bike or navigating a social interaction. These memories are often unconscious and deeply ingrained. Stännicke notes that expectations are stored not just as conscious beliefs, but as "relational ways of being."
This provides a neuroscientific justification for why psychotherapy—and particularly psychoanalytically oriented therapy—takes time. "Psychotherapy sometimes has to work relationally," Stännicke explains. "For example, new experiences in the relationship between therapist and patient can gradually help to change entrenched relational patterns." Through the "prediction error" of experiencing a therapist who is consistently empathetic and non-judgmental, a patient’s brain can slowly begin to update its priors about how relationships work.
Critical Analysis and Future Directions
The integration of neuroscience and psychoanalysis is not without its critics. Some neuroscientists argue that psychoanalytic concepts are too vague to be empirically tested, while some psychoanalysts fear that reducing human experience to "prediction errors" and "Bayesian priors" strips away the meaning and nuance of the individual’s story.
However, the authors of the paper argue that a "more scientific subjectivity" is possible. By using neuroscience to provide the biological "scaffolding," psychoanalysis can be grounded in physical reality. Conversely, psychoanalysis can provide neuroscience with a roadmap for exploring the complex emotional and social landscapes that the brain was evolved to navigate.
The broader impact of this research could lead to new diagnostic tools that measure the "flexibility" of a person’s predictive models, or new therapeutic interventions that specifically target the brain’s procedural memory. It also suggests a shift in how we view "irrational" behavior. Rather than seeing symptoms as "broken" parts of the brain, we can see them as the brain’s best attempt to maintain stability in a world it perceives as unpredictable.
Conclusion
The paper published in Entropy marks a significant step toward a unified science of the mind. By showing that the brain’s physiological drive to predict the world is the same force that shapes our subjective experience of love, fear, and identity, the researchers have bridged a gap that has existed since the birth of modern psychology.
As neuroscience continues to map the intricate networks of the human brain, the insights of psychoanalysis remain more relevant than ever. Together, they offer a vision of the human being as a complex system of history and biology, constantly projecting its past into the future in a tireless effort to make sense of the present. The path forward for psychology lies not in choosing between the neuron and the narrative, but in understanding how they are inextricably linked in the act of being human.














