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Generalized Information Theory Meets Human Cognition: Introducing a Unified Framework to Model Uncertainty and Information Search

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Outgoing claims: the papers this work cites, builds on, or argues with.

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Transmission of Information1
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Belief and Degrees of Belief
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The Apportionment of Human Diversity
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Philosophical Conceptions of Information
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Theoretical Concepts and Hypothetico-Inductive Inference
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A Critique of Epistemic Utilities
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Optimum Inductive Methods
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Possible generalization of Boltzmann-Gibbs statistics
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Axiomatic Characterization of the Quadratic Scoring Rule
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Measuring information beyond communication theory—Why some generalized information measures may be useful, others not
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Uncertainty, Learning, and the “Problem” of Dilation
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Demystifying Dilation
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Quadratic entropy and analysis of diversity
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Theory and applications of proper scoring rules
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Information-gathering strategies in hypothesis-testing
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Heuristics and biases in diagnostic reasoning
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Comparison of confirmation measures
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Children’s sequential information search is sensitive to environmental probabilities
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Children adapt their questions to achieve efficient search
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Structure and strength in causal induction☆
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Axiomatic characterization of nonlinear homomorphic means
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How cognitive modeling can benefit from hierarchical Bayesian models
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Confirmation measures of association rule interestingness
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A probabilistic model of eye movements in concept formation
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A thresholding method based on two-dimensional Renyi's entropy
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Deformed logarithms and entropies
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Complete description of a generalized Ornstein–Uhlenbeck process related to the nonextensive Gaussian entropy
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What should a statistical mechanics satisfy to reflect nature?
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A step beyond Tsallis and Rényi entropies
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State of the field: Measuring information and confirmation
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Simple summation rule for optimal fixation selection in visual search
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Generalized information functions
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Information-theoretical considerations on estimation problems
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On parametric evenness measures
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Deformed exponentials and logarithms in generalized thermostatistics
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Rationality and Intelligence
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Uncertain Inference
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Induction, Deduction, and Argument Strength in Human Reasoning and Argumentation
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Why the Shannon and Hartley entropies are ‘natural’
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Information search with situation-specific reward functions
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Theoretical Comparison between the Gini Index and Information Gain Criteria
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Confirmatory and diagnosing strategies in social information gathering.
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A rational analysis of the selection task as optimal data selection.
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Rationality in the selection task: Epistemic utility versus uncertainty reduction.
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Mr. Chips: An ideal-observer model of reading.
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Confirmation, disconfirmation, and information in hypothesis testing.
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Finding Useful Questions: On Bayesian Diagnosticity, Probability, Impact, and Information Gain.
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Pseudodiagnosticity revisited.
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Theory-based causal induction.
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The robust beauty of ordinary information.
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Hypothesis generation, sparse categories, and the positive test strategy.
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Evidence evaluation: Measure Z corresponds to human utility judgments better than measure L and optimal-experimental-design models.
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Structure induction in diagnostic causal reasoning.
inferredcites →https://doi.org/10.1037/xlm0000061openalex-snapshot
Conservative forgetful scholars: How people learn causal structure through sequences of interventions.
inferredcites →https://doi.org/10.1037/xlm0000374openalex-snapshot
Asking better questions: How presentation formats influence information search.
inferredcites →https://doi.org/10.1038/163688a0openalex-snapshot
Measurement of Diversity
inferredcites →https://doi.org/10.1038/nature03390openalex-snapshot
Optimal eye movement strategies in visual search
inferredcites →https://doi.org/10.1038/scientificamerican0971-179openalex-snapshot
Energy and Information
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Transmission of Information
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The Logic of Scientific Discovery
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Generalised information and entropy measures in physics
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Diversity as a Concept and its Measurement
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A quantitative model of optimal data selection in Wason's selection task
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The pseudodiagnosticity trap: Should participants consider alternative hypotheses?
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Reasoning about a Rule
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On the Failure to Eliminate Hypotheses in a Conceptual Task
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The Plurality of Bayesian Measures of Confirmation and the Problem of Measure Sensitivity
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An Objective Justification of Bayesianism I: Measuring Inaccuracy
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An Objective Justification of Bayesianism II: The Consequences of Minimizing Inaccuracy
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Comparing Probabilistic Measures of Explanatory Power
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Leitgeb and Pettigrew on Accuracy and Updating
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The Problem of Measure Sensitivity Redux
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Dwindling Confirmation
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Unfolding the Grammar of Bayesian Confirmation: Likelihood and Antilikelihood Principles
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Bayesian Rationality
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Towards a rational theory of human information acquisition
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Probabilistic measures of causal strength
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Heuristics
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On the Principle of Total Evidence
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New Axioms for Probability and Likelihood Ratio Measures
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Information and Inaccuracy
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SEMANTIC INFORMATION
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The neurobiology of uncertainty: implications for statistical learning
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Renyi's entropy and the probability of error
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Probabilistic Coherence and Proper Scoring Rules
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Simpson diversity and the Shannon–Wiener index as special cases of a generalized entropy
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THE WASON TASK(S) AND THE PARADOX OF CONFIRMATION
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Seeking Confirmation Is Rational for Deterministic Hypotheses
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Entropy and diversity
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Rational Decisions
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Epistemic Utility and Norms for Credences
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A Fresh Take on Disorder, Or Disorderly Science?
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A Hierarchical Adaptive Approach to Optimal Experimental Design
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VERIFICATION OF FORECASTS EXPRESSED IN TERMS OF PROBABILITY
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“Effective” Number of Parties
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Relative Entropy as a Measure of Diagnostic Information
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Experience Matters
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Self-Directed Learning
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Strictly Proper Scoring Rules, Prediction, and Estimation
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The Foundations of Statistics
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From is to ought, and back: how normative concerns foster progress in reasoning research
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Axiomatic Characterizations of Information Measures
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Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Applying Information Theory to Validate Commanders' Critical Information Requirements
inferred← citeshttps://doi.org/10.1515/dx-2018-0088openalex-snapshot
Diagnostic uncertainty: from education to communication
inferred← citeshttps://doi.org/10.1515/math-2022-0598openalex-snapshot
Logical perspectives on the foundations of probability
inferred← citeshttps://doi.org/10.1515/revneuro-2020-0137openalex-snapshot
Information seeking criteria: artificial intelligence, economics, psychology, and neuroscience
inferred← citeshttps://doi.org/10.21203/rs.3.rs-6963312/v1openalex-snapshot
Farmers’ fertilizer reduction technologies adoption, information search behavior and perceived value: a systems thinking perspective
inferred← citeshttps://doi.org/10.22541/au.162316990.08773187/v1openalex-snapshot
Abstraction, Validation, and Generalization for Explainable Artificial Intelligence
inferred← citeshttps://doi.org/10.31234/osf.io/63y45openalex-snapshot
Emotion, entropy evaluations and subjective uncertainty
inferred← citeshttps://doi.org/10.31234/osf.io/7ru58openalex-snapshot
Pre-decisional information search adaptively reduces three types of uncertainty
inferred← citeshttps://doi.org/10.31234/osf.io/9qv5yopenalex-snapshot
Children's failure to control variables may reflect adaptive decision making
inferred← citeshttps://doi.org/10.31234/osf.io/9rpbwopenalex-snapshot
What makes a good query? Prospects for a comprehensive theory of human information acquisition
inferred← citeshttps://doi.org/10.31234/osf.io/atjveopenalex-snapshot
The Occasional Maverick of Analytic Tradecraft
inferred← citeshttps://doi.org/10.31234/osf.io/az9xfopenalex-snapshot
A Complete Method for Assessing the Effectiveness of Eyewitness Identification Procedures: Expected Information Gain
inferred← citeshttps://doi.org/10.31234/osf.io/f5vyqopenalex-snapshot
People adaptively use information to improve their internal and external states
inferred← citeshttps://doi.org/10.31234/osf.io/h457vopenalex-snapshot
Asking the Right Questions About the Psychology of Human Inquiry: Nine Open Challenges
inferred← citeshttps://doi.org/10.31234/osf.io/j9mb7openalex-snapshot
Effects of Categorical and Numerical Feedback on Category Learning
inferred← citeshttps://doi.org/10.31234/osf.io/jqa83openalex-snapshot
Unifying recommendation and active learning for information filtering and recommender systems
inferred← citeshttps://doi.org/10.31234/osf.io/n8xkaopenalex-snapshot
Applying Information Theory to Validate Commanders’ Critical Information Requirements
inferred← citeshttps://doi.org/10.31234/osf.io/qabgmopenalex-snapshot
Evidence from mass-transactional data that chaotic spending behaviour precedes consumer financial distress
inferred← citeshttps://doi.org/10.31234/osf.io/qzsgf_v1openalex-snapshot
Questions in Information Seeking: A Primer
inferred← citeshttps://doi.org/10.3389/feduc.2021.595000openalex-snapshot
Playing Entropy Mastermind can Foster Children’s Information-Theoretical Intuitions
inferred← citeshttps://doi.org/10.3389/fnins.2023.1106623openalex-snapshot
Alzheimer’s disease as a fundamental disease of information processing systems: An information theory perspective
inferred← citeshttps://doi.org/10.3389/fphys.2025.1512835openalex-snapshot
A multi-modal deep learning solution for precise pneumonia diagnosis: the PneumoFusion-Net model
inferred← citeshttps://doi.org/10.3389/fpsyg.2020.02127openalex-snapshot
Digital Learning Games for Mathematics and Computer Science Education: The Need for Preregistered RCTs, Standardized Methodology, and Advanced Technology
inferred← citeshttps://doi.org/10.3389/fpsyg.2022.786899openalex-snapshot
Understanding Design Features of Music and Language: The Choric/Dialogic Distinction
inferred← citeshttps://doi.org/10.3389/fpsyg.2022.924953openalex-snapshot
Mastering uncertainty: A predictive processing account of enjoying uncertain success in video game play
inferred← citeshttps://doi.org/10.3390/bdcc7010026openalex-snapshot
A Mirror to Human Question Asking: Analyzing the Akinator Online Question Game
inferred← citeshttps://doi.org/10.3390/e25081239openalex-snapshot
Quantifying Entropy in Response Times (RT) Distributions Using the Cumulative Residual Entropy (CRE) Function
inferred← citeshttps://doi.org/10.3390/universe9030136openalex-snapshot
Realization of Bounce in a Modified Gravity Framework and Information Theoretic Approach to the Bouncing Point
inferred← citeshttps://doi.org/10.3758/s13423-018-1470-5openalex-snapshot
Asking the right questions about the psychology of human inquiry: Nine open challenges
inferred← citeshttps://doi.org/10.3758/s13423-022-02120-1openalex-snapshot
Children’s failure to control variables may reflect adaptive decision-making
inferred← citeshttps://doi.org/10.3758/s13428-025-02835-8openalex-snapshot
Spot the spy: An online game for exploring question-asking in the wild
inferred← citeshttps://doi.org/10.5281/zenodo.31150openalex-snapshot
Different Effects Of Rosiglitazone In Rat Glioma Cells C6 And Primary Rat Astrocytes
inferred← citeshttps://doi.org/10.5771/9783748906841openalex-snapshot
Rechtssichere Gewichtung von Eingriff und Rechtfertigung in der verfassungsrechtlichen Abwägung
Editorial review for independent work. ICSAC — the Institute for Complexity Science and Advanced Computing — runs a structured editorial panel for researchers publishing outside journals, and publishes on CiteStamp rails. Submission is free and goes through ORCID: icsacinstitute.org/submit.