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Sample-Size Planning for More Accurate Statistical Power: A Method Adjusting Sample Effect Sizes for Publication Bias and Uncertainty

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What this work says

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

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Performing high‐powered studies efficiently with sequential analyses
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Recommendations for Increasing Replicability in Psychology
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The perils with the misuse of predictive power
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Measures of Effect Size for Comparative Studies: Applications, Interpretations, and Limitations
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The role and interpretation of pilot studies in clinical research
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The earth is round (p < .05).
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Do studies of statistical power have an effect on the power of studies?
inferredcites →https://doi.org/10.1037/1082-989x.11.4.363openalex-snapshot
Sample size planning for the standardized mean difference: Accuracy in parameter estimation via narrow confidence intervals.
inferredcites →https://doi.org/10.1037/1082-989x.8.3.305openalex-snapshot
Sample Size for Multiple Regression: Obtaining Regression Coefficients That Are Accurate, Not Simply Significant.
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The Persistence of Underpowered Studies in Psychological Research: Causes, Consequences, and Remedies.
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On effect size.
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Is psychology suffering from a replication crisis? What does “failure to replicate” really mean?
inferredcites →https://doi.org/10.1037/h0045186openalex-snapshot
The statistical power of abnormal-social psychological research: A review.
inferredcites →https://doi.org/10.1037/met0000051openalex-snapshot
There’s more than one way to conduct a replication study: Beyond statistical significance.
inferredcites →https://doi.org/10.1037/met0000061openalex-snapshot
Sequential hypothesis testing with Bayes factors: Efficiently testing mean differences.
inferredcites →https://doi.org/10.1037/met0000089openalex-snapshot
Estimating the standardized mean difference with minimum risk: Maximizing accuracy and minimizing cost with sequential estimation.
inferredcites →https://doi.org/10.1037/met0000127openalex-snapshot
Accuracy in parameter estimation for a general class of effect sizes: A sequential approach.
inferredcites →https://doi.org/10.1038/nrn3475openalex-snapshot
Power failure: why small sample size undermines the reliability of neuroscience
inferredcites →https://doi.org/10.1080/00273171.2017.1289361openalex-snapshot
Addressing the “Replication Crisis”: Using Original Studies to Design Replication Studies with Appropriate Statistical Power
inferredcites →https://doi.org/10.1080/03610929608831787openalex-snapshot
Bias in linear model power and sample size calculation due to estimating noncentrality
inferredcites →https://doi.org/10.1080/17470218.2014.982664openalex-snapshot
Comment: What p -hacking really looks like: A comment on Masicampo and LaLande (2012)
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The natural selection of bad science
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Estimating effect size: Bias resulting from the significance criterion in editorial decisions
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Estimating the reproducibility of psychological science
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Adaptive Trial Designs
inferredcites →https://doi.org/10.1146/annurev.psych.59.103006.093735openalex-snapshot
Sample Size Planning for Statistical Power and Accuracy in Parameter Estimation
inferredcites →https://doi.org/10.1177/0956797611417632openalex-snapshot
False-Positive Psychology
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Measuring the Prevalence of Questionable Research Practices With Incentives for Truth Telling
inferredcites →https://doi.org/10.1177/0956797614567341openalex-snapshot
Small Telescopes
inferredcites →https://doi.org/10.1177/0956797616634487openalex-snapshot
Associative Activation and Its Relation to Exploration and Exploitation in the Brain
inferredcites →https://doi.org/10.1177/0956797616636416openalex-snapshot
Attention’s Accelerator
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Going All In: Unfavorable Sex Ratios Attenuate Choice Diversification.
inferredcites →https://doi.org/10.1177/0956797616647519openalex-snapshot
Researchers’ Intuitions About Power in Psychological Research
inferredcites →https://doi.org/10.1177/1745691611406923openalex-snapshot
Statistical Evidence in Experimental Psychology
inferredcites →https://doi.org/10.1177/1745691612459060openalex-snapshot
The Rules of the Game Called Psychological Science
inferredcites →https://doi.org/10.1177/1745691612465253openalex-snapshot
Editors’ Introduction to the Special Section on Replicability in Psychological Science
inferredcites →https://doi.org/10.1177/1745691614528519openalex-snapshot
Safeguard Power as a Protection Against Imprecise Power Estimates
inferredcites →https://doi.org/10.1177/1745691614551642openalex-snapshot
Beyond Power Calculations
inferredcites →https://doi.org/10.1198/tech.2003.s159openalex-snapshot
Regression and ANOVA: An Integrated Approach Using SAS Software
inferredcites →https://doi.org/10.1201/9780203911341openalex-snapshot
Sample Size Calculations in Clinical Research
inferredcites →https://doi.org/10.1201/9781420009965openalex-snapshot
Introduction to Statistical Methods for Clinical Trials
inferredcites →https://doi.org/10.1207/s15327906mbr2603_7openalex-snapshot
How Many Subjects Does It Take To Do A Regression Analysis
inferredcites →https://doi.org/10.1371/journal.pmed.0020124openalex-snapshot
Why Most Published Research Findings Are False
inferredcites →https://doi.org/10.1371/journal.pone.0109019openalex-snapshot
The N-Pact Factor: Evaluating the Quality of Empirical Journals with Respect to Sample Size and Statistical Power
inferredcites →https://doi.org/10.2307/1270020openalex-snapshot
Statistical Power Analysis for the Behavioral Sciences
inferredcites →https://doi.org/10.2307/2072167openalex-snapshot
Design Sensitivity: Statistical Power for Experimental Research.
inferredcites →https://doi.org/10.2307/2289744openalex-snapshot
Designing Experiments and Analyzing Data: A Model Comparison Perspective.
inferredcites →https://doi.org/10.2307/2290095openalex-snapshot
Statistical Power Analysis for the Behavioral Sciences (2nd ed.).
inferredcites →https://doi.org/10.2307/2532173openalex-snapshot
Designing Experiments and Analysing Data: A Model Comparison Perspective.
inferredcites →https://doi.org/10.2466/03.11.pms.112.2.331-348openalex-snapshot
Sample Size in Psychological Research over the Past 30 Years
inferredcites →https://doi.org/10.2466/pms.106.2.645-649openalex-snapshot
Accuracy of Effect Size Estimates from Published Psychological Research
inferredcites →https://doi.org/10.3102/10769986009001061openalex-snapshot
Estimation of Effect Size under Nonrandom Sampling: The Effects of Censoring Studies Yielding Statistically Insignificant Mean Differences
inferredcites →https://doi.org/10.3102/10769986030002141openalex-snapshot
On the Post Hoc Power in Testing Mean Differences
inferredcites →https://doi.org/10.3389/fpsyg.2013.00863openalex-snapshot
Calculating and reporting effect sizes to facilitate cumulative science: a practical primer for t-tests and ANOVAs
inferredcites →https://doi.org/10.3758/bf03193146openalex-snapshot
G*Power 3: A flexible statistical power analysis program for the social, behavioral, and biomedical sciences
inferredcites →https://doi.org/10.3758/s13428-012-0257-2openalex-snapshot
Bias and precision of some classical ANOVA effect sizes when assumptions are violated
inferredcites →https://doi.org/10.4135/9781483398761openalex-snapshot
How Many Subjects?: Statistical Power Analysis in Research
inferredcites →https://doi.org/10.4324/9780203448304_chapter_10openalex-snapshot
Clinical trial methodology
inferredcites →https://doi.org/10.4324/9780203840023openalex-snapshot
Handbook of Ethics in Quantitative Methodology
inferredcites →https://doi.org/10.7717/peerj.1142openalex-snapshot
On the challenges of drawing conclusions from p -values just below 0.05

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How state and trait versions of self-esteem and depressive symptoms affect their interplay: A longitudinal experimental investigation.
inferred← citeshttps://doi.org/10.1037/xge0000598openalex-snapshot
Intrusive memories and voluntary memory of a trauma film: Differential effects of a cognitive interference task after encoding.
inferred← citeshttps://doi.org/10.1037/xge0000667openalex-snapshot
Power of averaging: Noise reduction by ensemble coding of multiple faces.
inferred← citeshttps://doi.org/10.1037/xge0001316openalex-snapshot
Listening speaks to our intuition while reading promotes analytic thought.
inferred← citeshttps://doi.org/10.1037/xhp0000547openalex-snapshot
Reconceptualizing perceptual load as a rate problem: The role of time in the allocation of selective attention.
inferred← citeshttps://doi.org/10.1037/xhp0000708openalex-snapshot
The impact of scaling rather than shaping attention: Changes in the scale of attention using global motion inducers influence both spatial and temporal acuity.
inferred← citeshttps://doi.org/10.1037/xhp0000745openalex-snapshot
Affordance matching predictively shapes the perceptual representation of others’ ongoing actions.
inferred← citeshttps://doi.org/10.1037/xhp0000745.suppopenalex-snapshot
Supplemental Material for Affordance Matching Predictively Shapes the Perceptual Representation of Others’ Ongoing Actions
inferred← citeshttps://doi.org/10.1037/xhp0000938openalex-snapshot
Visual perception of apparent motion abides by minimization principles of geometry.
inferred← citeshttps://doi.org/10.1037/xlm0001338openalex-snapshot
Quantifying error in effect size estimates in attention, executive function, and implicit learning.
inferred← citeshttps://doi.org/10.1038/s41539-020-00074-4openalex-snapshot
Optimizing practice scheduling requires quantitative tracking of individual item performance
inferred← citeshttps://doi.org/10.1038/s41539-021-00112-9openalex-snapshot
Nurturing the reading brain: home literacy practices are associated with children’s neural response to printed words through vocabulary skills
inferred← citeshttps://doi.org/10.1038/s41598-021-96044-wopenalex-snapshot
Physical correlates of human-like softness elicit high tactile pleasantness
inferred← citeshttps://doi.org/10.1038/s41598-022-13981-wopenalex-snapshot
Embodiment of supernumerary robotic limbs in virtual reality
inferred← citeshttps://doi.org/10.1038/s41598-024-51677-5openalex-snapshot
Object geometry serves humans’ intuitive physics of stability
inferred← citeshttps://doi.org/10.1038/s41598-024-66964-4openalex-snapshot
The potential role of robust face representations learned within families when searching for one’s child in a crowd
inferred← citeshttps://doi.org/10.1038/s41598-024-69535-9openalex-snapshot
Visual background information modulates motor contagions in humans
inferred← citeshttps://doi.org/10.1038/s41598-025-00213-0openalex-snapshot
How body knowledge shapes motion perception
inferred← citeshttps://doi.org/10.1038/s41598-025-18246-wopenalex-snapshot
A quasi-randomised pilot study on the efficacy and perceived usefulness of adding chemosignals to mindfulness practice for women with social anxiety
inferred← citeshttps://doi.org/10.1038/s41598-026-39071-9openalex-snapshot
Surrounding space associations affect attentional orienting and visual discrimination in frontal field
inferred← citeshttps://doi.org/10.1055/a-2940-7047openalex-snapshot
Work-to-rest ratios in repeated sprint assessments: A replication study
inferred← citeshttps://doi.org/10.1055/s-0038-1637009openalex-snapshot
Homeopathy for Perennial Asthma in Adolescents: Pilot Feasibility Study Testing a Randomised Withdrawal Design
inferred← citeshttps://doi.org/10.1055/s-0041-1731383openalex-snapshot
Efficacy of Individualized Homeopathic Medicines in Plantar Fasciitis: Double-blind, Randomized, Placebo-Controlled Clinical Trial
inferred← citeshttps://doi.org/10.1055/s-0042-1755361openalex-snapshot
Individualized Homeopathic Medicines as Adjunctive Treatment of Pediatric Epilepsy: A Double-Blind, Randomized, Placebo-Controlled Trial
inferred← citeshttps://doi.org/10.1057/s41599-023-02379-2openalex-snapshot
Triggering competence may protect multiple minority members from hiring discrimination
inferred← citeshttps://doi.org/10.1073/pnas.1817706116openalex-snapshot
Generic language in scientific communication
inferred← citeshttps://doi.org/10.1080/00031305.2020.1775700openalex-snapshot
Adjusting Published Estimates for Exploratory Biases Using the Truncated Normal Distribution
inferred← citeshttps://doi.org/10.1080/00223980.2024.2352730openalex-snapshot
Your Need for Cognition, Cognitive Flexibility, and Cognitive Emotion Regulation Strategies Matter! The Path beyond a Satisfied Life
inferred← citeshttps://doi.org/10.1080/00273171.2019.1593814openalex-snapshot
Sample Size Planning for Detecting Mediation Effects: A Power Analysis Procedure Considering Uncertainty in Effect Size Estimates
inferred← citeshttps://doi.org/10.1080/00273171.2022.2038056openalex-snapshot
Conducting Bayesian-Classical Hybrid Power Analysis with R Package Hybridpower
inferred← citeshttps://doi.org/10.1080/02640414.2023.2269357openalex-snapshot
Publication bias, statistical power and reporting practices in the Journal of Sports Sciences: potential barriers to replicability
inferred← citeshttps://doi.org/10.1080/02642069.2026.2612706openalex-snapshot
Sample size practices and guidelines in services marketing survey research
inferred← citeshttps://doi.org/10.1080/02699931.2018.1523136openalex-snapshot
Bypassing the gatekeeper: incidental negative cues stimulate choices with negative outcomes
inferred← citeshttps://doi.org/10.1080/02699931.2021.1936460openalex-snapshot
Mechanisms underlying memory enhancement for disgust over fear
inferred← citeshttps://doi.org/10.1080/02699931.2021.1973966openalex-snapshot
Evaluating non-affective cross-modal congruence effects on emotion perception
inferred← citeshttps://doi.org/10.1080/02699931.2023.2269831openalex-snapshot
Think positive! Resolving human motion ambiguity in the presence of disease threat
inferred← citeshttps://doi.org/10.1080/02699931.2024.2415485openalex-snapshot
Temporal recall in the shadow of emotion: separate emotional contexts during encoding enhance the temporal source memory retrieval
inferred← citeshttps://doi.org/10.1080/02699931.2025.2549318openalex-snapshot
A registered conceptual replication and extension of Gable and Harmon-Jones (2008): does motivational intensity, valence, or perceptual focality drive attentional breadth?
inferred← citeshttps://doi.org/10.1080/03670244.2024.2354691openalex-snapshot
Maternal Feeding Practices of Children One to Three Years in Collins Chabane Municipality of South Africa
inferred← citeshttps://doi.org/10.1080/08870446.2020.1841762openalex-snapshot
Meaningful change definitions: sample size planning for experimental intervention research
inferred← citeshttps://doi.org/10.1080/09658211.2025.2453178openalex-snapshot
The differential fading of disgust and fear reactions to a personal trauma in a non-clinical population
inferred← citeshttps://doi.org/10.1080/10447318.2024.2379722openalex-snapshot
Exploring College Students’ Perceptions of Privacy and Security in Online Learning: A Comprehensive Questionnaire-Based Study
inferred← citeshttps://doi.org/10.1080/10447318.2025.2531270openalex-snapshot
The Impact of a Gamified Formative Electronic Assessment on Students’ Academic Performance: A Meta-Analysis
inferred← citeshttps://doi.org/10.1080/10508619.2025.2491901openalex-snapshot
Faithless Found: Replication and Extension of Gervais (2011)
inferred← citeshttps://doi.org/10.1080/10508619.2026.2673298openalex-snapshot
Religious Meaning System, Humor Styles, and Sense of Self-Dignity in Polish Older Adults: A Three-Wave Prospective Study
inferred← citeshttps://doi.org/10.1080/10705511.2023.2230520openalex-snapshot
Finding the Optimal Number of Persons ( N ) and Time Points ( T ) for Maximal Power in Dynamic Longitudinal Models Given a Fixed Budget
inferred← citeshttps://doi.org/10.1080/13506285.2020.1793438openalex-snapshot
Endogenous shifts of attention cause distortions in the perception of space: Reviewing and examining the attentional repulsion effect
inferred← citeshttps://doi.org/10.1080/13506285.2021.2002993openalex-snapshot
When a stranger becomes a friend: Measuring the neural correlates of real-world face familiarisation
inferred← citeshttps://doi.org/10.1080/13506285.2024.2447361openalex-snapshot
The role of feedback to foveal cortex on visual crowding
inferred← citeshttps://doi.org/10.1080/13607863.2021.1989378openalex-snapshot
Religiosity and social support in Polish older adults: the mediating role of wisdom. Perspectives on Lars Tornstam’s theory of gerotranscendence
inferred← citeshttps://doi.org/10.1080/13607863.2023.2285915openalex-snapshot
Gerotranscendence and wisdom in Polish older adults. The longitudinal mediation analysis of forgiveness
inferred← citeshttps://doi.org/10.1080/13825585.2022.2067319openalex-snapshot
Does age-related hearing loss deteriorate attentional resources?
inferred← citeshttps://doi.org/10.1080/14459795.2019.1672768openalex-snapshot
Replication is fundamental, but is it common? A call for scientific self-reflection and contemporary research practices in gambling-related research
inferred← citeshttps://doi.org/10.1080/14778238.2024.2430232openalex-snapshot
Bridging knowledge management and training to boost hospital efficiency: evidence from private hospitals in Uganda
inferred← citeshttps://doi.org/10.1080/17512786.2025.2572976openalex-snapshot
Through the Graphic Lens: The Effects of Graphic Images on News Consumers’ Reactions
inferred← citeshttps://doi.org/10.1080/20479700.2019.1621022openalex-snapshot
A spotlight on cross-sectional research: Addressing the issues of confounding and adjustment
inferred← citeshttps://doi.org/10.1080/2331186x.2025.2493013openalex-snapshot
Gender and age variations in academic self-concept and academic achievement of distance learners at the college of distance education: a quantitative cross-sectional study
inferred← citeshttps://doi.org/10.1080/2331186x.2025.2543039openalex-snapshot
Assuring quality of teaching and learning in post-conflict higher education: The Case of Somalia
inferred← citeshttps://doi.org/10.1080/23328940.2019.1624131openalex-snapshot
Basic statistical considerations for physiology: The journal Temperature toolbox
inferred← citeshttps://doi.org/10.1080/24733938.2025.2580319openalex-snapshot
Introducing a new “ Preliminary Report” submission category for small-sample intervention studies: rationale and instructions
inferred← citeshttps://doi.org/10.1089/acm.2020.0222openalex-snapshot
Individualized Homeopathic Medicines in Stage I Essential Hypertension: A Double-Blind, Randomized, Placebo-Controlled Pilot Trial
inferred← citeshttps://doi.org/10.1089/brain.2018.0619openalex-snapshot
Predictors of Attrition in Longitudinal Neuroimaging Research: Inhibitory Control, Head Movement, and Resting-State Functional Connectivity
inferred← citeshttps://doi.org/10.1093/ajcn/nqz058openalex-snapshot
Best (but oft forgotten) practices: sample size planning for powerful studies
inferred← citeshttps://doi.org/10.1093/inthealth/ihad096openalex-snapshot
Impact of basic psychological support on stigma and mental well-being of people with disabilities due to leprosy and lymphatic filariasis: a proof-of-concept study
inferred← citeshttps://doi.org/10.1093/jcr/ucab017openalex-snapshot
Online Advertising Suppresses Visual Competition during Planned Purchases
inferred← citeshttps://doi.org/10.1093/obo/9780199828340-0296openalex-snapshot
Sample Size Planning for Statistical Power and Accurate Estimation
inferred← citeshttps://doi.org/10.1093/oso/9780197677797.003.0002openalex-snapshot
Transparency and Open Science Practices in Research on Emerging Adulthood
inferred← citeshttps://doi.org/10.1093/oxfordhb/9780197763414.013.4openalex-snapshot
Methods for Advancing an Open, Replicable, and Inclusive Science of Social Cognition
inferred← citeshttps://doi.org/10.1096/fj.202101628ropenalex-snapshot
Human studies of mitochondrial biology demonstrate an overall lack of binary sex differences: A multivariate meta‐analysis
inferred← citeshttps://doi.org/10.1097/wnr.0000000000001130openalex-snapshot
Does emotion arousal influence the benefit received from testing
inferred← citeshttps://doi.org/10.1098/rsos.201944openalex-snapshot
Priming exploration across domains: does search in a spatial environment influence search in a cognitive environment?
inferred← citeshttps://doi.org/10.1098/rsos.210550openalex-snapshot
Are control processes domain-general? A replication of ‘To adapt or not to adapt? The question of domain-general cognitive control’ (Kan et al. 2013)
inferred← citeshttps://doi.org/10.1098/rsos.220946openalex-snapshot
Replication concerns in sports and exercise science: a narrative review of selected methodological issues in the field
inferred← citeshttps://doi.org/10.1101/818310openalex-snapshot
The Ontogenetic Development of Hemispheric Lateralization During Face Processing: A Functional Magnetic Resonance Imaging Pilot Study in 7- to 9-Year-old Children
inferred← citeshttps://doi.org/10.1108/978-1-64802-604-120251011openalex-snapshot
It’s all About Power
inferred← citeshttps://doi.org/10.1108/ajim-08-2022-0364openalex-snapshot
An artificial neural network (ANN) model for publication bias: a machine learning-based study on PubMed meta-analyses
inferred← citeshttps://doi.org/10.1108/ijcma-05-2023-0090openalex-snapshot
“Concept of workplace camaraderie: developing and testing an integrated model leading to incivility”
inferred← citeshttps://doi.org/10.1108/intr-04-2024-0574openalex-snapshot
Examining the impact of social media de-influencing on audiences
inferred← citeshttps://doi.org/10.1108/jeas-08-2020-0153openalex-snapshot
Examining investors' sentiments, behavioral biases and investment decisions during COVID-19 in the emerging stock market: a case of Pakistan stock market
inferred← citeshttps://doi.org/10.1108/jhti-11-2025-1356openalex-snapshot
Tourism innovation on the road: explaining smart helmet adoption among motorcycle tourists
inferred← citeshttps://doi.org/10.1108/jocm-05-2019-0128openalex-snapshot
Development of an organizational coolness concept from an examination of millennial perceptions of cool and uncool employer organizations
inferred← citeshttps://doi.org/10.1108/s1058-749720260000032006openalex-snapshot
The Psychological Costs of Tax Compliance: Insights From Indonesian SME Taxpayers
inferred← citeshttps://doi.org/10.1109/icimtech50083.2020.9211291openalex-snapshot
An Evaluation of The Employee Self-Service Feature of SAP System with Technology Acceptance Model (TAM): A Case Study
inferred← citeshttps://doi.org/10.1109/icimtech53080.2021.9534947openalex-snapshot
Acceptance of E-learning Implementation: Jakarta’s High School Students
inferred← citeshttps://doi.org/10.1109/icimtech59029.2023.10277697openalex-snapshot
An Evaluation of MyPertamina Mobile Application with Unified Theory of Acceptance and Use of Technology (UTAUT) Method
inferred← citeshttps://doi.org/10.1109/iv60283.2023.00033openalex-snapshot
Latent Attention Resource Estimation of Peripheral Visual Stimuli Using Microsaccade Frequency Modelling
inferred← citeshttps://doi.org/10.1109/tnsre.2021.3082936openalex-snapshot
Gait Analysis by Causal Decomposition
inferred← citeshttps://doi.org/10.1111/2041-210x.14168openalex-snapshot
CATE: A fast and scalable CUDA implementation to conduct highly parallelized evolutionary tests on large scale genomic data
inferred← citeshttps://doi.org/10.1111/cogs.13185openalex-snapshot
Two Cultural Processing Asymmetries Drive Spatial Attention
inferred← citeshttps://doi.org/10.1111/cogs.13440openalex-snapshot
Valence‐Dependent Implicit Action Generalization Among Group Members
inferred← citeshttps://doi.org/10.1111/ejn.16127openalex-snapshot
Effects of transcranial magnetic stimulation (TMS) current direction and pulse waveform on cortico‐cortical connectivity: A registered report TMS‐EEG study
inferred← citeshttps://doi.org/10.1111/infa.12353openalex-snapshot
Preregistration in infant research—A primer
inferred← citeshttps://doi.org/10.1111/joca.70072openalex-snapshot
Generative AI in Brand Activism: Impacts on Consumers’ Negative Affect and Decision Comfort
inferred← citeshttps://doi.org/10.1111/nyas.14171openalex-snapshot
Rewards interact with repetition‐dependent learning to enhance long‐term retention of motor memories
inferred← citeshttps://doi.org/10.1111/padm.13031openalex-snapshot
A replication of “unconscious bias in citizens' evaluations of public sector performance”
inferred← citeshttps://doi.org/10.1111/pops.12536openalex-snapshot
Emotion, Sophistication and Political Behavior: Evidence From a Laboratory Experiment
inferred← citeshttps://doi.org/10.1111/sode.12567openalex-snapshot
Capacity for social contingency detection continues to develop across adolescence
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