concept

decision-making

synthesized from dimensions

Decision-making is a fundamental cognitive and systemic process defined by the selection of a course of action from among multiple alternatives. At its core, it serves as an adaptive mechanism for survival, allowing organisms to navigate the "substitution problem"—the necessity of prioritizing conflicting biological needs, such as foraging versus resting. This process is deeply rooted in neurobiology, with the prefrontal cortex—specifically the orbitofrontal and dorsolateral subdivisions—serving as the primary neural substrate for evaluating preferences and executing choices. Consciousness enhances survival decisions. Substitution problem in needs.

The mechanism of decision-making operates through a duality of conscious and unconscious modes. Conscious processing involves deliberate, analytical evaluation, which is highly effective when managing a limited number of variables. Conversely, unconscious processing—often described as "gut" intuition—is capable of integrating a vast array of complex factors simultaneously. Research suggests that high-level functions can be performed effectively through these non-conscious channels. Conscious vs unconscious modes.

While decision-making is essential for navigating environments, it is susceptible to systematic distortions. Cognitive biases, such as the availability heuristic, frequently impair judgment in high-stakes fields like law, medicine, and finance. While heuristics function as necessary time-saving mechanisms, they often lead to predictable errors. Furthermore, physiological states significantly modulate decision-making performance; sleep deprivation is consistently identified as a primary cause of executive dysfunction, leading to slower, riskier, and more erroneous choices. Sleep impairs executive functions. Arbitrators subject to biases.

The theoretical framework of decision-making has evolved to include quantum probability models, which provide a mathematical basis for explaining phenomena such as disjunction and conjunction effects that classical logic models struggle to capture. These models, alongside the concept of pleasure-pain as a fundamental decision currency, help explain how both humans and animals assign value to potential outcomes.

Beyond individual cognition, decision-making extends into collective and artificial domains. In governance and organizational settings, it manifests as the process of reaching collective choices, often mediated by epistemic communities. In the technological sphere, artificial intelligence—specifically through the use of knowledge graphs and neuro-symbolic methods—is increasingly used to simulate and augment human decision-making, offering improvements in both speed and transparency. Collective choices in governance.

Ultimately, decision-making is a multifaceted phenomenon that bridges biology, psychology, and systems theory. It is a process that can be refined through education and the implementation of supportive technologies, yet it remains inherently constrained by the biological limits of the brain and the psychological architecture of human perception. Whether occurring in the neural pathways of an individual or the governance structures of a society, it remains the primary mechanism by which agents resolve uncertainty and direct their future actions.

Model Perspectives (2)
openrouter/x-ai/grok-4.1-fast definitive 85% confidence
Decision-making is a core cognitive process integral to survival, enhanced by consciousness for sensory awareness and action selection, as per claims on Academia.edu linking it to adaptive functions. Organisms navigate a 'substitution problem' in prioritizing conflicting needs like sleep versus foraging, according to Springer sources. Consciousness enhances survival decisions. Substitution problem in needs. Sleep deprivation impairs it, causing risky choices and reduced judgment per Salfi et al. (2020) and Wild et al. (2018) via Creyos and Mackenzie Godard, while quality sleep bolsters it alongside problem-solving per Neuropsychology LLC. It operates in conscious modes via detailed analysis (effective for few factors) and unconscious 'gut' modes integrating many factors, as detailed in Pressbooks, with high-level functions like complex decisions possible unconsciously per Dijksterhuis and Strick (2016). Sleep impairs executive functions. Conscious vs unconscious modes. Cognitive biases like availability heuristic distort it, per Security Mutual's Bill Rainaldi and Dr. Dawn M. Carpenter on LinkedIn, while heuristics simplify but err. Michel Cabanac's research emphasizes pleasure-pain as a decision currency in animals and humans (Springer, 1971-2009). Alan Sanfey's work shows neural bases for preferences, per Theories of Consciousness. Quantum models by Pothos and Busemeyer (2009) explain effects like disjunction, building on Tversky and Shafir (1992), per Stanford Encyclopedia. In AI, LLMs and agents simulate advanced decision-making, integrated with knowledge graphs for grounded reasoning (arXiv, NebulaGraph), and neuro-symbolic methods boost transparency (Cogent Infotech). Open-source governance highlights it as key for code acceptance (Springer, arXiv). Epistemic communities and behavioral finance further refine it across domains.
openrouter/x-ai/grok-4.1-fast definitive 85% confidence
Decision-making emerges from the facts as a multifaceted cognitive process integral to various domains, including governance where it represents collective choices collective choices in governance, legal judgments arbitrators subject to biases, and financial management per University of Arkansas course FINN 51103. It is enhanced by epistemic communities according to Academia.edu research and AI tools like knowledge graphs that reduce time by 35% in tactical tests (Nature). Cognitive biases significantly influence it in medicine and law, evidenced by vignette studies (Frontiers in Psychology), with moderation possible via education for cognitive types but harder for emotional ones (ATB Wealth). Sleep deprivation impairs it drastically, causing slower and erroneous choices (Yale Medicine) and broader cognitive deficits (University of Utah). Heuristics serve as time-saving mechanisms (Financial Planning Association), while quantum probability models explain conjunction effects (Busemeyer et al., Stanford Encyclopedia of Philosophy). Prefrontal cortex subdivisions like orbitofrontal and dorsolateral areas underpin it (Frontiers in Human Neuroscience). Non-conscious processing also shapes it (Psychology Today). Awareness evolutionarily advantages it (Quora), and free play fosters it in children (Mt. Sinai).

Facts (109)

Sources
The Impact of Cognitive Biases on Professionals' Decision-Making frontiersin.org Frontiers in Psychology 16 facts
referenceM. P. Stiegler and K. J. Ruskin published 'Decision-making and safety in anesthesiology' in Current Opinion in Anaesthesiology in 2012.
claimGeneric, non-contextualized measures of cognitive biases are suitable for research aimed at describing general aspects of decision-making, as noted by Parker and Fischhoff (2005) and Bruine de Bruin et al. (2007).
claimDas and Teng (1999) hypothesized that the presence of specific cognitive biases is contingent upon the specific decision-making process engaged in by the decision maker, rather than being robust across all processes.
referenceHelm, Wistrich, and Rachlinski (2016) investigated whether arbitrators are subject to human cognitive biases in their decision-making processes.
referenceR. L. Wissler, A. J. Hart, and M. J. Saks published 'Decision-making about general damages: A comparison of jurors, judges, and lawyers' in the Michigan Law Review in 1999.
claimThe impact of cognitive biases on decision-making in medicine and law is primarily evidenced through vignette studies, which are considered to have a mid-level of evidence due to ecological validity concerns.
referenceE. B. Ebbesen and V. J. Konecni published 'Decision making and information integration in the courts: The setting of bail' in the Journal of Personality and Social Psychology in 1975.
procedureThe literature search for the study 'The Impact of Cognitive Biases on Professionals' Decision-Making' was conducted using the Web of Science (WoS) database with the search terms 'cognitive biases AND decision making' and included research articles, review articles, or book chapters without time restrictions.
referenceA. L. Sellier, I. Scopelliti, and C. K. Morewedge published 'Debiasing training improves decision making in the field' in Psychological Science in 2019.
referenceKahneman, Slovic, and Tversky (1982) edited a collection of research titled 'Judgment Under Uncertainty: Heuristics and Biases', which established the study of cognitive biases in decision-making.
referenceHodgkinson et al. (1999) analyzed strategic cognition and decision-making under conditions of uncertainty, focusing on how managers break existing frames.
claimThe framework proposed by Das and Teng (1999) regarding the relationship between cognitive biases and decision-making modes lacks support from rigorous empirical evidence.
procedureThe study selected 79 eligible articles for the final review based on two inclusion criteria: the article had a clear focus on cognitive biases and decision-making, and the article reported a review or a representative empirical study.
referenceDas and Teng (1999) proposed a framework linking four cognitive biases (prior hypotheses and focusing on limited targets, exposure to limited alternatives, insensitivity to outcome probabilities, and illusion of manageability) to five modes of decision-making (rational, avoidance, logical incrementalist, political, and garbage can).
claimThe article titled 'The Impact of Cognitive Biases on Professionals' Decision-Making: A Review of Four Occupational Areas' by V. Berthet was published in Frontiers in Psychology on January 4, 2022.
claimBehavioral finance utilizes prospect theory, developed by Kahneman and Tversky in 1979, as a more realistic view of decision-making under uncertainty than expected utility theory.
4.5 Consciousness – Cognitive Psychology nmoer.pressbooks.pub Pressbooks 6 facts
claimCareful analysis (conscious decision-making) is most effective when there are fewer factors to consider, while gut decisions (unconscious decision-making) may be more effective when a large number of factors must be considered.
claimDecision-making can occur in two modes: a conscious mode involving careful analysis of individual factors, and an unconscious mode involving gut feelings or instinct.
claimGut decisions are not always correct, even though they can be accurate.
accountIn an experiment where participants were asked to freely choose to press a right or left button, brain activity patterns predicted the participants' decisions up to 10 seconds before the participants consciously made the decision.
claimThe conscious mode of decision-making involves examining each factor thoroughly, though focusing on individual factors may restrict the evaluation of other considerations.
claimThe unconscious 'gut feeling' mode of decision-making allows for the evaluation of numerous factors simultaneously.
Complexity and the Evolution of Consciousness | Biological Theory link.springer.com Springer Sep 14, 2022 4 facts
claimOrganisms face a 'substitution problem' in decision-making where some needs and motivations can be partially satisfied by satisfying others, while conflicting needs (such as sleep and foraging) must be evaluated against each other in terms of importance.
referenceMichel Cabanac and his collaborators have emphasized the importance of positive and negative feelings in decision-making trade-offs for both humans and nonhuman animals in research published between 1971 and 2009.
referencePearson, Watson, and Platt (2014) discuss the neuroethological approach to decision-making.
claimNeuroscientist Michel Cabanac argues that animals possess a proximate common currency for decision-making in the form of the hedonic experience of pleasure and pain, which he posits is implicated in the evolution of sentience in early Amniota.
Psychedelics, Sociality, and Human Evolution frontiersin.org Frontiers 4 facts
claimThe ingestion of vision-inducing materials is a common method used to acquire privileged nonempirical knowledge for the purpose of decision-making.
claimIf psychedelics engendered mental states with adaptive effects on health, social bonding, and decision-making, this would have led to subsequent genetic and cultural selection for the ability and motivation to alter consciousness through non-drug means that promote salutogenesis, sociality, and creativity.
claimPsychedelic instrumentalization acted as an enabling factor in the development of the human socio-cognitive niche by mediating the expansion of ritual alterations of consciousness, healing, social bonding, and decision-making activities, which accelerated the spread of biological components of sociality, cognition, and communication skills in the human lineage.
referenceVisual mentation, which is a mode of thinking that likely preceded rational, language-based consciousness, supports information integration, decision-making through presentational symbolism, and learning, according to Winkelman (2010, 2017).
Mind Over Money: Behavioral Economics and Financial Decision ... linkedin.com Dr. Dawn M. Carpenter · LinkedIn Dec 9, 2024 4 facts
claimHeuristics are mental shortcuts that simplify decision-making but can lead to errors in judgment, with common examples including the availability heuristic and the representativeness heuristic.
referenceDan Ariely's book 'Predictably Irrational: The Hidden Forces That Shape Our Decisions' explores the irrational behaviors, biases, and emotions that affect decision-making and financial choices.
referenceIn 'Nudge: Improving Decisions About Health, Wealth, and Happiness', Richard H. Thaler and Cass R. Sunstein argue that subtle changes in how choices are presented can significantly impact decision-making and offer insights into designing better choices in financial contexts.
claimFraming effects occur when the way information is presented influences decision-making, such as an investment being perceived differently when framed as having a '70% chance of success' versus a '30% chance of failure,' despite the information being mathematically identical.
Understanding Behavioral Aspects of Financial Planning and Investing financialplanningassociation.org Financial Planning Association Mar 1, 2015 4 facts
referenceThe paper 'The Financial Judgment and Decision-Making Process of Women: The Role of Negative Feelings' was presented at the Third Annual Meeting of the Academy of Behavioral Finance and Economics in September and is available via SSRN.
referenceIn the book 'Investor Behavior—The Psychology of Financial Planning and Investing' (2014), Fung and Durand discuss how personality traits affect decision-making; Farrell examines how demographic and socioeconomic factors influence investor behavior; Bogan describes the role of household investment decisions; and Mansour and Jlassl explain the effect of religion on financial and investing decisions.
claimHeuristics function as a cognitive instrument to reduce the time and effort required for the decision-making process.
claimPersistent deviations from theoretical predictions in finance provide useful information about how and why individuals make decisions.
The evolution of human-type consciousness – a by-product of ... frontiersin.org Frontiers 3 facts
claimGlobal Workspace Theory (GWT), originally proposed by Bernard Baars in 1988 and expanded by Stanislas Dehaene in 2014, suggests that consciousness arises when information is widely broadcast across the brain, allowing different areas to integrate and share information for decision-making, memory, and action.
claimHigh-level human functions such as complex decision making (Dijksterhuis and Strick, 2016), chess-playing (Dreyfus and Dreyfus, 2005), and arithmetic (Hassin, 2013) can be performed without consciousness, often more quickly and efficiently in cases like savants or bullet chess players.
claimBasic functions of developed animals, including metabolic functions, sensory and motor activities, emotion, and decision-making, evolved before the appearance of human consciousness.
The Profound Interplay Between Sleep and Cognitive Function creyos.com Mackenzie Godard · Creyos Aug 14, 2025 2 facts
referenceSleep deprivation significantly impacts executive functions such as planning, judgment, and impulse control, which can lead to risky decision-making and impaired problem-solving abilities, according to Salfi et al. (2020) and Wild et al. (2018).
claimInadequate sleep leads to observable impairments in cognitive processes such as decision-making, problem-solving, attention, and concentration, as noted by Wild et al. (2018).
Governance in Practice: How Open Source Projects Define ... - arXiv arxiv.org arXiv 5 days ago 2 facts
referenceThe governance files analyzed in the study were categorized into six high-level topics: Organizational Structure (roles and authority), Decision-Making (collective choices), Core Processes (technical workflows), Community and Communication (interaction norms), Project Context (institutional affiliations and licensing), and Compensation Schemes (financial arrangements).
measurementThe topic 'Decision Making' appeared in 53 documents (98%) analyzed in the study of open source governance models.
Self-awareness, self-regulation, and self-transcendence (S-ART) frontiersin.org Frontiers in Human Neuroscience 2 facts
referenceM. M. Botvinick published the article 'Conflict monitoring and decision making: reconciling two perspectives on anterior cingulate function' in the Journal of Cognitive, Affective, & Behavioral Neuroscience in 2007.
referenceSubdivisions of the prefrontal cortex (PFC) implicated in emotion and cognitive control processes, including decision-making, appraisal, and impulse control, include the orbitofrontal cortex (OFC), dorsomedial prefrontal cortex (DMPFC), anterior cingulate cortex (ACC), dorsolateral prefrontal cortex (DLPFC), and ventrolateral prefrontal cortex (VLPFC).
The construction and refined extraction techniques of knowledge ... nature.com Nature Feb 10, 2026 2 facts
claimWhen analyzing force comparison data, the model extracts terrain gradients and equipment parameter thresholds to support spatial constraints in decision-making.
measurementThe knowledge graph reduced decision-making time by 35% compared to baseline systems in tactical reasoning tests by providing concise, interconnected knowledge paths.
Why Is Sleep Important for Our Mental and Physical Health? insightspsychology.org Insights Psychology Oct 29, 2024 2 facts
claimChronic sleep deprivation is linked to cognitive decline, impaired decision-making, and slower reaction times.
claimChronic sleep deprivation is linked to cognitive decline, impaired decision-making, and slower reaction times.
Epistemology - Wikipedia en.wikipedia.org Wikipedia 2 facts
claimDecision theorists distinguish between weaker and stronger beliefs to analyze the effects of uncertainty on decision-making.
claimSome philosophers argue that knowledge has greater value than true opinion because people rely more on knowledge than on mere true opinions when engaging in practical reasoning and decision-making.
The Synergy of Symbolic and Connectionist AI in LLM ... arxiv.org arXiv 2 facts
claimLLM-empowered Autonomous Agents demonstrate advanced reasoning, planning, and decision-making abilities.
claimSymbolic AI is a paradigm that emphasizes symbolic representation and logic, utilizing rule-based systems to perform reasoning and decision-making tasks.
Analysing the behavioural, psychological, and demographic ... - OUCI ouci.dntb.gov.ua Parul Kumar, Md Aminul Islam, Rekha Pillai, Taimur Sharif · Elsevier BV 2 facts
referenceZermatten authored the paper 'Impulsivity and decision making', published in the Journal of Nervous and Mental Disease, issue 193, page 647.
referenceMilkman authored the paper 'How can decision making Be improved?,' published in Perspectives on Psychological Science, issue 4, page 379.
Quantum Approaches to Consciousness plato.stanford.edu Stanford Encyclopedia of Philosophy Nov 30, 2004 2 facts
claimPothos and Busemeyer (2009) explained the disjunction effect in decision making, originally identified by Tversky and Shafir (1992), as a consequence of quantum interference.
referenceJerome R. Busemeyer, Zheng Wang, and James T. Townsend published 'Quantum dynamics of human decision making' in the Journal of Mathematical Psychology in 2006.
5 common behavioural investing biases - ATB Financial atb.com ATB Wealth 2 facts
claimCognitive biases can be moderated through education and self-awareness, while emotional biases are more difficult to manage because they are generally irrational and affect short-term decision-making.
perspectiveBecoming aware of common behavioral biases allows investors to implement strategies that guide them back to rational thinking and improve the decision-making process.
The Effects of Sleep Deprivation on Your Body - Healthline healthline.com Healthline Aug 23, 2024 2 facts
claimInsomnia can impair decision-making processes.
claimSleep deprivation negatively affects mental abilities and emotional states, potentially causing impatience, mood changes, and compromised decision-making and creativity.
(PDF) On the function of consciousness - an adaptationist perspective academia.edu Academia.edu 1 fact
claimThe adaptive function of consciousness includes enhancing survival through sensory awareness and decision-making.
What is the evolutionary advantage of self-awareness and ... - Quora quora.com Quora Apr 19, 2023 1 fact
claimAwareness provides an evolutionary advantage because it enables agents to decide on beneficial actions by perceiving the world around them.
Behavioral Economics: Everyday Biases That Shape Money Choices verifiedinvesting.com Verified Investing 1 fact
procedureEffective coping strategies for financial biases include: (1) pausing before making decisions, (2) consulting external experts, and (3) verifying assumptions.
Non-Reductive Physicalism - Theories of Consciousness theoriesofconsciousness.com Theories of Consciousness 1 fact
claimAlan Sanfey's research on decision-making demonstrates that psychological constructs such as preferences and beliefs emerge from neural processes while maintaining explanatory autonomy.
The Synergy of Symbolic and Connectionist AI in LLM-Empowered ... arxiv.org arXiv Jul 11, 2024 1 fact
claimLAAs enhance practical utility by simulating understanding and decision-making, and by generating code and communicative texts.
Types of Parenting Styles and Effects on Children - StatPearls - NCBI ncbi.nlm.nih.gov National Library of Medicine Sep 18, 2022 1 fact
claimChildren of authoritarian parents may struggle with low self-esteem, which hinders their decision-making abilities.
Examining Behavioural Aspects of Financial Decision Making - OUCI ouci.dntb.gov.ua C. Gautam, R. Wadhwa, T. V. Raman · Financial University under the Government of the Russian Federation 1 fact
claimBehavioral finance is defined as an area that integrates economic and psychological concepts to comprehend and elucidate the decision-making process involved in personal finance.
Psychology and Cognitive Science on Consciousness klinikong.com Klinikong 1 fact
claimCognitive psychology examines internal mental processes, including perception, memory, reasoning, and decision-making.
Bridging the Gap Between LLMs and Evolving Medical Knowledge arxiv.org arXiv Jun 29, 2025 1 fact
claimThe Medical Knowledge Graph (MKG) is designed to be both human-readable and usable by advanced LLMs, serving as a tool for medical QA and decision-making.
The Role of Epistemic Communities and Expert Testimonies in ... academia.edu Academia.edu 1 fact
claimEpistemic communities enhance knowledge production and decision-making across various complex domains.
LLM-empowered knowledge graph construction: A survey - arXiv arxiv.org arXiv Oct 23, 2025 1 fact
claimKnowledge graphs are increasingly used as a cognitive middle layer between raw input and LLM reasoning, providing a structured scaffold for querying, planning, and decision-making to enable more interpretable and grounded generation.
Practices, opportunities and challenges in the fusion of knowledge ... frontiersin.org Frontiers 1 fact
referenceFinDKG, as described by Li (2023), utilizes Large Language Models to extract information from financial reports, news, and transaction records to provide insights for risk assessment and decision-making.
Behavioral Economics, and How it Affects Your Financial Decisions ... smlny.com Bill Rainaldi · Security Mutual Nov 12, 2024 1 fact
claimAvailability bias is a cognitive bias where the decision-making process is most strongly influenced by events that are closest and most available to the individual.
Governance of open source software: state of the art - Springer Nature link.springer.com Springer Jun 9, 2007 1 fact
claimIn open source software projects, decision-making regarding code acceptance—determining which source code is incorporated into experimental and stable versions—is a critical governance function.
Sleep and Brain Health: How Good Sleep Protects Memory neuropsychologyllc.com Neuropsychology LLC 1 fact
claimHigh-quality sleep supports cognitive processes including problem-solving, creativity, judgment, and decision-making.
A Survey of Incorporating Psychological Theories in LLMs - arXiv arxiv.org arXiv 1 fact
measurementCognitive development and reasoning capabilities in Large Language Models have been assessed through cognitive maturity (Laverghetta Jr. & Licato, 2022), subjective similarity (Malloy et al., 2024), reasoning strategies (Mondorf & Plank, 2024; Yuan et al., 2023), decision-making (Ying et al., 2024), and Theory of Mind (Jung et al., 2024).
How NebulaGraph Fusion GraphRAG Bridges the Gap Between ... nebula-graph.io NebulaGraph Jan 27, 2026 1 fact
claimIntegrating Large Language Models with Knowledge Graphs enables applications to move beyond basic retrieval toward reliable, contextual, and proactive decision-making, addressing the requirements of enterprise AI.
Finance (FINN) - catalog.uark.edu - University of Arkansas catalog.uark.edu University of Arkansas 1 fact
claimThe University of Arkansas course FINN 51103, Corporate Financial Management, covers financial analysis, planning, control, decision making, modeling for financial managers, and financial policies for management.
The Role of Play in Child Development mtsinaicdc.org Mt. Sinai Children’s Development Center Apr 29, 2025 1 fact
claimFree play promotes autonomy, decision-making, and creativity by allowing children to explore their interests at their own pace.
10 Effects of Long-Term Sleep Deprivation sleephealthsolutionsohio.com Sleep Health Solutions Aug 20, 2025 1 fact
claimLong-term sleep deprivation causes a drastic decrease in mental faculties, including problem-solving skills, the ability to regulate emotions, decision-making, concentration, and learning capacity.
LLM-Powered Knowledge Graphs for Enterprise Intelligence and ... arxiv.org arXiv Mar 11, 2025 1 fact
claimApplications such as contextual search and task alignment improve productivity and decision-making by bridging data silos.
Europe's quest for strategic autonomy in response to Trumpism link.springer.com Springer Dec 8, 2025 1 fact
claimChristoph Möllers argued in 2016 that the merit of politics must be sought through the generation of alternatives in a decision-making process, or the possibility to openly challenge and revise decisions.
The Health Effects of Poor Sleep | News yalemedicine.org Yale Medicine Mar 13, 2023 1 fact
claimSleep-deprived individuals take longer to make decisions, and those decisions tend to be incorrect.
The Role of Language in Shaping Social Identity and Cultural ... aithor.com Aithor Apr 24, 2025 1 fact
claimResearch into the social and cultural roles filled through language use can serve to inform policy and decision-making.
The Psychology of Personal Finance - Next Gen Financial Planning nextgenfinancialplanning.com NextGen Financial Planning Feb 10, 2023 1 fact
claimFinancial psychology is a growing field of study that examines the emotional and cognitive aspects of decision-making regarding money.
Open-Source Governance And Open Source Collaboration - Meegle meegle.com Meegle 1 fact
claimCommon pitfalls in open-source governance include a lack of transparency in decision-making, overly complex governance structures that deter contributors, and the dismissal of community feedback.
Systemic or “Macro” Factors that Affect Financial Thinking nicoletcollege.pressbooks.pub Nicolet College 1 fact
claimThe economic recession of 2008-2009 serves as an example of a large-scale economic cycle that impacts individual financial planning and decision-making.
Unlocking the Potential of Generative AI through Neuro-Symbolic ... arxiv.org arXiv Feb 16, 2025 1 fact
claimThe integration of multi-agent systems with neuro-symbolic methods enables improved decision-making, transparency, and traceability, which are critical for sensitive applications.
How governments address climate change through carbon pricing ... nature.com Nature Apr 15, 2025 1 fact
claimCorporatist structures reinforce the negative impact of carbon dependency on carbon pricing intensity, likely because polluting interests have continuous institutional access to the decision-making process.
Why At Least 7 Hours of Sleep Is Essential for Brain Health medicine.utah.edu Kathleen Digre · University of Utah Department of Neurology Jun 26, 2023 1 fact
claimSleep deprivation or insufficient sleep leads to decreased attention span, impaired concentration, reduced decision-making abilities, and difficulties with learning and problem-solving.
The Integration of Symbolic and Connectionist AI in LLM-Driven ... econpapers.repec.org Ankit Sharma · Journal of Artificial Intelligence General science 1 fact
claimLarge Language Models (LLMs) exhibit traits of both symbolic and connectionist paradigms and can serve as the backbone for integrating these approaches to improve decision-making, natural language understanding, and autonomy in intelligent agents.
Papers - Dr Vaishak Belle vaishakbelle.github.io 1 fact
referenceN. Uperti, J. Ciupa, and Vaishak Belle authored 'Towards Developing Ethical Reasoners: Integrating Probabilistic Reasoning and Decision-Making for Complex AI Systems', published at ICAART in 2025.
The Year of Neuro-Symbolic AI: How 2026 Makes Machines Actually ... cogentinfo.com Cogent Infotech Dec 30, 2025 1 fact
claimNeuro-symbolic AI systems are designed to elevate human judgment rather than replace it, by providing structured insights that support better governance, decision-making, and sustainable innovation.
Quantum Approaches to Consciousness plato.stanford.edu Stanford Encyclopedia of Philosophy Nov 30, 2004 1 fact
claimBusemeyer et al. (2006) and Pothos and Busemeyer (2009) clarified the conjunction and disjunction effects in decision making using quantum probability amplitudes.
Understanding LLM Understanding skywritingspress.ca Skywritings Press Jun 14, 2024 1 fact
perspectiveHerbert Simon observed that human learning and decision-making processes often prioritize 'satisficing'—finding solutions that are good enough—rather than striving for optimal solutions.
Social Epistemology - Stanford Encyclopedia of Philosophy plato.stanford.edu Stanford Encyclopedia of Philosophy Feb 26, 2001 1 fact
claimInformation cascades occur when individuals update their beliefs based on the observed actions of others rather than their own private information, leading to a lack of independence in decision-making.
The impact of childhood trauma on children's wellbeing and adult ... ouci.dntb.gov.ua Cheyenne Downey, Aoife Crummy · Elsevier BV 1 fact
measurementIn the study by Fathia Ahmed Mersal, Shereen Ahmed Elwasefy, and Amal Ahmed Elbilgahy (2025), multiple linear regression analysis showed that career adaptability and decision-making significantly predicted PTSD, childhood trauma, and resilience scores for all 133 participants.
Short- and long-term health consequences of sleep disruption dovepress.com Goran Medic, Micheline Wille, Michiel EH Hemels · Dove Press May 19, 2017 1 fact
claimSleep disruption alters cognition and performance in domains including attention/vigilance, executive function, emotional reactivity, memory formation, decision-making, risk-taking behavior, and judgment.
Quantum Approaches to Consciousness plato.stanford.edu Stanford Encyclopedia of Philosophy Nov 30, 2004 1 fact
claimPothos and Busemeyer (2009) used quantum models to clarify the conjunction and disjunction effects in decision making, which were originally identified by Tversky and Shafir (1992).
Naturalized epistemology and cognitive science | Intro to... - Fiveable fiveable.me Fiveable 1 fact
claimEvolutionary epistemology examines how evolved cognitive biases and heuristics affect human knowledge and decision-making.
The function(s) of consciousness: an evolutionary perspective frontiersin.org Frontiers in Psychology Nov 25, 2024 1 fact
referenceBechara, Damasio, and Damasio (2000) published 'Emotion, decision-making and the orbitofrontal cortex' in Cerebral Cortex.
Sleep Deprivation and Deficiency - How Sleep Affects Your Health nhlbi.nih.gov National Heart, Lung, and Blood Institute Jun 15, 2022 1 fact
claimSleep helps the brain form new pathways to learn and remember information, and studies show that a good night's sleep improves learning, problem-solving skills, attention, decision-making, and creativity.
How Enterprise AI, powered by Knowledge Graphs, is ... blog.metaphacts.com metaphacts Oct 7, 2025 1 fact
claimThe most effective enterprise AI systems go beyond basic automation to understand business context and provide reliable insights for decision-making.
Biases in Behavioral Finance - World Scholars Review worldscholarsreview.org Daria Azhyshcheva, Vi Dinh, Aanya Gothal, Abhinav Sisodiya · World Scholars Review Sep 15, 2024 1 fact
claimGigerenzer suggests that in unknown situations, deviations in decision-making reveal the underlying processes individuals use to make choices.
Call for Papers: Special Session on KR and Machine Learning kr.org KR 1 fact
claimThe Special Session on KR and Machine Learning at KR2022 welcomes papers on topics including learning symbolic knowledge (ontologies, knowledge graphs, action theories, commonsense knowledge, spatial/temporal theories, preference/causal models), logic-based/relational learning algorithms, machine-learning driven reasoning, neural-symbolic learning, statistical relational learning, multi-agent learning, symbolic reinforcement learning, learning symbolic abstractions from unstructured data, explainable AI, expressive power of learning representations, knowledge-driven natural language understanding and dialogue, knowledge-driven decision making, knowledge-driven intelligent systems for IoT and cybersecurity, and architectures combining data-driven techniques with formal reasoning.
Fame in the Brain—Global Workspace Theories of Consciousness psychologytoday.com Psychology Today Oct 28, 2023 1 fact
claimInformation processed locally by specialized, modular regions without being broadcast to the global workspace remains non-conscious, yet this non-conscious processing performs vital roles in the background, including influencing behavior and decision-making.