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% ClickSense references.bib
% Generated 2026-03-24 — every DOI-bearing entry verified against CrossRef API.
% Organized by section.
% WARNING: Two entries originally had wrong author attributions (LLM confabulation).
% Corrected via CrossRef: liu2023pushing (was "Shen, Arroyo & Zitek"),
% tzafilkou2018mouse (was "Salmeron-Majadas, Santos & Boticario").
% See science-agent FINDINGS.md replication section for the full confabulation audit.
% =============================================================================
% MOTOR COMMITMENT / RESPONSE VIGOR
% =============================================================================
@book{shadmehr2020vigor,
author = {Shadmehr, Reza and Ahmed, Alaa A.},
title = {Vigor: Neuroeconomics of Movement Control},
publisher = {MIT Press},
year = {2020},
address = {Cambridge, MA}
}
% VERIFIED: Book — no DOI on CrossRef. Confirmed via MIT Press catalog.
@article{thura2025integrated,
author = {Thura, David and Haith, Adrian M. and Derosiere, Gerard and Duque, Julie},
title = {The integrated control of decision and movement vigor},
journal = {Trends in Cognitive Sciences},
volume = {29},
number = {12},
pages = {1146--1157},
year = {2025},
doi = {10.1016/j.tics.2025.07.005}
}
% VERIFIED via CrossRef.
@article{yoon2018vigor,
author = {Yoon, Tehrim and Geary, Robert B. and Ahmed, Alaa A. and Shadmehr, Reza},
title = {Control of movement vigor and decision making during foraging},
journal = {Proceedings of the National Academy of Sciences},
volume = {115},
number = {44},
pages = {E10476--E10485},
year = {2018},
doi = {10.1073/pnas.1812979115}
}
% VERIFIED via CrossRef. Pages from original citation (CrossRef metadata omits pages for this entry).
@article{schultzekraft2016pointofnoreturn,
author = {Schultze-Kraft, Matthias and Birman, Daniel and Rusconi, Marco and Allefeld, Carsten and G\"{o}rgen, Kai and D\"{a}hne, Sven and Blankertz, Benjamin and Haynes, John-Dylan},
title = {The point of no return in vetoing self-initiated movements},
journal = {Proceedings of the National Academy of Sciences},
volume = {113},
number = {4},
pages = {1080--1085},
year = {2016},
doi = {10.1073/pnas.1513569112}
}
% VERIFIED via CrossRef.
@inproceedings{oulasvirta2018buttonpress,
author = {Oulasvirta, Antti and Kim, Sunjun and Lee, Byungjoo},
title = {Neuromechanics of a Button Press},
booktitle = {Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems},
pages = {1--13},
year = {2018},
doi = {10.1145/3173574.3174082}
}
% VERIFIED via CrossRef. CHI 2018, Best Paper Honorable Mention.
@article{nashed2017gripforce,
author = {Nashed, Joseph Y. and Diamond, Jonathan S. and Gallivan, Jason P. and Wolpert, Daniel M. and Flanagan, J. Randall},
title = {Grip force when reaching with target uncertainty provides evidence for motor optimization over averaging},
journal = {Scientific Reports},
volume = {7},
number = {1},
pages = {11703},
year = {2017},
doi = {10.1038/s41598-017-10996-6}
}
% VERIFIED via CrossRef.
@article{newell2001dimensional,
author = {Newell, Karl M. and Vaillancourt, David E.},
title = {Dimensional change in motor learning},
journal = {Human Movement Science},
volume = {20},
number = {4--5},
pages = {695--715},
year = {2001},
doi = {10.1016/S0167-9457(01)00073-2}
}
% VERIFIED via CrossRef. Note: The related-paradigms.md description ("cognitive-motor
% interference during grasping") does not match this paper's actual content
% ("dimensional change in motor learning"). The citation metadata here is correct
% per CrossRef; the summary in the source doc may conflate two different papers.
% =============================================================================
% MOUSE TRACKING METHODOLOGY
% =============================================================================
@article{freeman2010mousetracker,
author = {Freeman, Jonathan B. and Ambady, Nalini},
title = {{MouseTracker}: Software for studying real-time mental processing using a computer mouse-tracking method},
journal = {Behavior Research Methods},
volume = {42},
number = {1},
pages = {226--241},
year = {2010},
doi = {10.3758/BRM.42.1.226}
}
% VERIFIED via CrossRef.
@article{freeman2018byhand,
author = {Freeman, Jonathan B.},
title = {Doing Psychological Science by Hand},
journal = {Current Directions in Psychological Science},
volume = {27},
number = {5},
pages = {315--323},
year = {2018},
doi = {10.1177/0963721417746793}
}
% VERIFIED via CrossRef.
@article{spivey2005continuous,
author = {Spivey, Michael J. and Grosjean, Marc and Knoblich, G\"{u}nther},
title = {Continuous attraction toward phonological competitors},
journal = {Proceedings of the National Academy of Sciences},
volume = {102},
number = {29},
pages = {10393--10398},
year = {2005},
doi = {10.1073/pnas.0503903102}
}
% VERIFIED via CrossRef.
@article{garciaguerrero2023approachavoidance,
author = {Garcia-Guerrero, Santiago and O'Hora, Denis and Zgonnikov, Arkady and Scherbaum, Stefan},
title = {The action dynamics of approach-avoidance conflict during decision-making},
journal = {Quarterly Journal of Experimental Psychology},
volume = {76},
number = {1},
pages = {160--179},
year = {2023},
doi = {10.1177/17470218221087625}
}
% VERIFIED via CrossRef.
@article{leontyev2021driftdiffusion,
author = {Leontyev, Anton and Yamauchi, Takashi},
title = {Discerning Mouse Trajectory Features With the Drift Diffusion Model},
journal = {Cognitive Science},
volume = {45},
number = {10},
pages = {e13046},
year = {2021},
doi = {10.1111/cogs.13046}
}
% VERIFIED via CrossRef.
@article{xu2025concealed,
author = {Xu, Xinyi Julia and Liu, Xianqing and Hu, Xiaoqing and Wu, Haiyan},
title = {The trajectory of crime: Integrating mouse-tracking into concealed memory detection},
journal = {Behavior Research Methods},
volume = {57},
number = {2},
pages = {78},
year = {2025},
doi = {10.3758/s13428-024-02594-y}
}
% VERIFIED via CrossRef.
@article{stillman2018mousetracking,
author = {Stillman, Paul E. and Shen, Xi and Ferguson, Melissa J.},
title = {How Mouse-tracking Can Advance Social Cognitive Theory},
journal = {Trends in Cognitive Sciences},
volume = {22},
number = {6},
pages = {531--543},
year = {2018},
doi = {10.1016/j.tics.2018.03.012}
}
% VERIFIED via CrossRef.
@article{hehman2015advanced,
author = {Hehman, Eric and Stolier, Ryan M. and Freeman, Jonathan B.},
title = {Advanced mouse-tracking analytic techniques for enhancing psychological science},
journal = {Group Processes \& Intergroup Relations},
volume = {18},
number = {3},
pages = {384--401},
year = {2015},
doi = {10.1177/1368430214538325}
}
% VERIFIED via CrossRef. Note: source docs cite pages 319-336; CrossRef returns 384-401.
% CrossRef metadata is authoritative.
@unpublished{kieslich2019practical,
author = {Kieslich, Pascal J. and Henninger, Felix and Wulff, Dirk U. and Haslbeck, Jonas M. B. and Schulte-Mecklenbeck, Michael},
title = {Mouse-tracking: A practical guide to implementation and analysis},
note = {In M.~Schulte-Mecklenbeck, A.~K\"{u}hberger, \& J.~G.~Johnson (Eds.), \textit{A Handbook of Process Tracing Methods} (2nd ed., pp.~111--130). Routledge. Preprint: PsyArXiv},
year = {2019},
doi = {10.31234/osf.io/zuvqa}
}
% VERIFIED via CrossRef (preprint DOI). Published as book chapter in Handbook of
% Process Tracing Methods (Routledge, 2019). CrossRef only indexes the PsyArXiv
% preprint; chapter metadata from publisher catalog.
% =============================================================================
% INFORMATION FORAGING / ATTENTION ECONOMICS
% =============================================================================
@article{pirolli1999foraging,
author = {Pirolli, Peter and Card, Stuart},
title = {Information foraging},
journal = {Psychological Review},
volume = {106},
number = {4},
pages = {643--675},
year = {1999},
doi = {10.1037/0033-295X.106.4.643}
}
% VERIFIED via CrossRef.
@article{charnov1976marginal,
author = {Charnov, Eric L.},
title = {Optimal foraging, the marginal value theorem},
journal = {Theoretical Population Biology},
volume = {9},
number = {2},
pages = {129--136},
year = {1976},
doi = {10.1016/0040-5809(76)90040-X}
}
% VERIFIED via CrossRef.
@incollection{simon1971designing,
author = {Simon, Herbert A.},
title = {Designing organizations for an information-rich world},
booktitle = {Computers, Communications, and the Public Interest},
editor = {Greenberger, Martin},
publisher = {Johns Hopkins University Press},
year = {1971},
address = {Baltimore, MD}
}
% VERIFIED: Well-known book chapter. No DOI (1971 publication).
@article{goldhaber1997attention,
author = {Goldhaber, Michael H.},
title = {The attention economy and the Net},
journal = {First Monday},
volume = {2},
number = {4},
year = {1997},
doi = {10.5210/fm.v2i4.519}
}
% VERIFIED via CrossRef.
@inproceedings{azzopardi2018utility,
author = {Azzopardi, Leif and Thomas, Paul and Craswell, Nick},
title = {Measuring the Utility of Search Engine Result Pages: An Information Foraging Based Measure},
booktitle = {Proceedings of the 41st International ACM SIGIR Conference on Research and Development in Information Retrieval},
pages = {605--614},
year = {2018},
doi = {10.1145/3209978.3210027}
}
% VERIFIED via CrossRef.
@inproceedings{craswell2008clickbias,
author = {Craswell, Nick and Zoeter, Onno and Taylor, Michael and Ramsey, Bill},
title = {An experimental comparison of click position-bias models},
booktitle = {Proceedings of the International Conference on Web Search and Web Data Mining (WSDM '08)},
pages = {87--94},
year = {2008},
doi = {10.1145/1341531.1341545}
}
% VERIFIED via CrossRef.
% =============================================================================
% FITTS' LAW / MOTOR CONTROL
% =============================================================================
@article{fitts1954information,
author = {Fitts, Paul M.},
title = {The information capacity of the human motor system in controlling the amplitude of movement},
journal = {Journal of Experimental Psychology},
volume = {47},
number = {6},
pages = {381--391},
year = {1954},
doi = {10.1037/h0055392}
}
% VERIFIED via CrossRef.
@article{woodworth1899accuracy,
author = {Woodworth, Robert S.},
title = {The accuracy of voluntary movement},
journal = {The Psychological Review: Monograph Supplements},
volume = {3},
number = {3},
pages = {i--114},
year = {1899},
doi = {10.1037/h0092992}
}
% VERIFIED via CrossRef.
@article{meyer1988optimality,
author = {Meyer, David E. and Abrams, Richard A. and Kornblum, Sylvan and Wright, Charles E. and Smith, J. E. Keith},
title = {Optimality in human motor performance: Ideal control of rapid aimed movements},
journal = {Psychological Review},
volume = {95},
number = {3},
pages = {340--370},
year = {1988},
doi = {10.1037/0033-295X.95.3.340}
}
% VERIFIED via CrossRef.
@article{gori2020fitts,
author = {Gori, Julien and Rioul, Olivier},
title = {A feedback information-theoretic transmission scheme ({FITTS}) for modeling trajectory variability in aimed movements},
journal = {Biological Cybernetics},
volume = {114},
number = {6},
pages = {621--641},
year = {2020},
doi = {10.1007/s00422-020-00853-7}
}
% VERIFIED via CrossRef.
% =============================================================================
% IMPLICIT MEASURES / APPROACH-AVOIDANCE
% =============================================================================
@article{solarz1960latency,
author = {Solarz, Andrew K.},
title = {Latency of instrumental responses as a function of compatibility with the meaning of eliciting verbal signs},
journal = {Journal of Experimental Psychology},
volume = {59},
number = {4},
pages = {239--245},
year = {1960},
doi = {10.1037/h0047274}
}
% VERIFIED via CrossRef.
@article{rinck2007approach,
author = {Rinck, Mike and Becker, Eni S.},
title = {Approach and avoidance in fear of spiders},
journal = {Journal of Behavior Therapy and Experimental Psychiatry},
volume = {38},
number = {2},
pages = {105--120},
year = {2007},
doi = {10.1016/j.jbtep.2006.10.001}
}
% VERIFIED via CrossRef.
@article{chen1999automatic,
author = {Chen, Mark and Bargh, John A.},
title = {Consequences of Automatic Evaluation: Immediate Behavioral Predispositions to Approach or Avoid the Stimulus},
journal = {Personality and Social Psychology Bulletin},
volume = {25},
number = {2},
pages = {215--224},
year = {1999},
doi = {10.1177/0146167299025002007}
}
% VERIFIED via CrossRef.
@article{shen2023pushing,
author = {Liu, Yang (Alison) and Jiang, Zhenhui (Jack) and Choi, Ben C. F.},
title = {Pushing Yourself Harder: The Effects of Mobile Touch Modes on Users' Self-Regulation},
journal = {Information Systems Research},
volume = {34},
number = {3},
pages = {996--1016},
year = {2023},
doi = {10.1287/isre.2022.1155}
}
% VERIFIED via CrossRef. WARNING: The related-paradigms.md cites this as
% "Shen, Arroyo & Zitek (2023)" but CrossRef confirms the actual authors are
% Liu, Jiang & Choi. No paper by Shen, Arroyo & Zitek on this topic could be
% found in CrossRef. The citation in source docs has incorrect author attribution.
% =============================================================================
% CLICK/CURSOR UX ANALYTICS
% =============================================================================
@article{macaulay2004clickspeed,
author = {Macaulay, M.},
title = {The speed of mouse-click as a measure of anxiety during human-computer interaction},
journal = {Behaviour \& Information Technology},
volume = {23},
number = {6},
pages = {427--433},
year = {2004},
doi = {10.1080/01449290412331294651}
}
% VERIFIED via CrossRef. First name not provided in CrossRef metadata.
@article{khan2024mousebiometrics,
author = {Khan, Simon and Devlen, Charles and Manno, Michael and Hou, Daqing},
title = {Mouse Dynamics Behavioral Biometrics: A Survey},
journal = {ACM Computing Surveys},
volume = {56},
number = {6},
pages = {1--33},
year = {2024},
doi = {10.1145/3640311}
}
% VERIFIED via CrossRef.
@article{stone2023frustration,
author = {Stone, Scott A. and Chapman, Craig S.},
title = {Unconscious Frustration: Dynamically Assessing User Experience using Eye and Mouse Tracking},
journal = {Proceedings of the ACM on Human-Computer Interaction},
volume = {7},
number = {ETRA},
pages = {1--17},
year = {2023},
doi = {10.1145/3591137}
}
% VERIFIED via CrossRef.
@inproceedings{arapakis2016engagement,
author = {Arapakis, Ioannis and Leiva, Luis A.},
title = {Predicting User Engagement with Direct Displays Using Mouse Cursor Information},
booktitle = {Proceedings of the 39th International ACM SIGIR Conference on Research and Development in Information Retrieval},
pages = {599--608},
year = {2016},
doi = {10.1145/2911451.2911505}
}
% VERIFIED via CrossRef.
@inproceedings{arapakis2020learning,
author = {Arapakis, Ioannis and Leiva, Luis A.},
title = {Learning Efficient Representations of Mouse Movements to Predict User Attention},
booktitle = {Proceedings of the 43rd International ACM SIGIR Conference on Research and Development in Information Retrieval},
pages = {1309--1318},
year = {2020},
doi = {10.1145/3397271.3401031}
}
% VERIFIED via CrossRef.
@article{freihaut2021stress,
author = {Freihaut, Paul and G\"{o}ritz, Anja S. and Rockstroh, Christoph and Blum, Johannes},
title = {Tracking stress via the computer mouse? Promises and challenges of a potential behavioral stress marker},
journal = {Behavior Research Methods},
volume = {53},
number = {6},
pages = {2281--2301},
year = {2021},
doi = {10.3758/s13428-021-01568-8}
}
% VERIFIED via CrossRef.
@inproceedings{rheem2017mindovermouse,
author = {Rheem, Hansol and Mansouri, Moein and Huang, Wayne},
title = {Mind Over Mouse: The Effect of Cognitive Load on Mouse Movement Behavior},
booktitle = {Proceedings of the International Conference on Information Systems (ICIS 2017)},
year = {2017}
}
% UNVERIFIED: Conference paper (ICIS 2017). Not indexed in CrossRef. Citation
% details taken from ResearchGate listing. No DOI available.
@article{tzafilkou2018mouse,
author = {Tzafilkou, Katerina and Protogeros, Nicolaos},
title = {Mouse behavioral patterns and keystroke dynamics in End-User Development: What can they tell us about users' behavioral attributes?},
journal = {Computers in Human Behavior},
volume = {83},
pages = {288--305},
year = {2018},
doi = {10.1016/j.chb.2018.02.012}
}
% VERIFIED via CrossRef. WARNING: The related-paradigms.md cites this as
% "Salmeron-Majadas, Santos & Boticario (2018)" but CrossRef confirms the actual
% authors are Tzafilkou & Protogeros. The citation in source docs has incorrect
% author attribution. The journal, volume, pages, and year all match.
% =============================================================================
% COGNITIVE ARCHITECTURE (Kahneman, Simon, Card et al.)
% =============================================================================
@book{kahneman2011thinking,
author = {Kahneman, Daniel},
title = {Thinking, Fast and Slow},
publisher = {Farrar, Straus and Giroux},
year = {2011},
address = {New York}
}
% VERIFIED: Well-known book. No DOI.
@book{klein1998sources,
author = {Klein, Gary A.},
title = {Sources of Power: How People Make Decisions},
publisher = {MIT Press},
year = {1998},
address = {Cambridge, MA}
}
% VERIFIED: Well-known book. No DOI.
@book{card1983psychology,
author = {Card, Stuart K. and Moran, Thomas P. and Newell, Allen},
title = {The Psychology of Human-Computer Interaction},
publisher = {Lawrence Erlbaum Associates},
year = {1983},
address = {Hillsdale, NJ}
}
% VERIFIED: Well-known book. No DOI.
@article{levy2008expectation,
author = {Levy, Roger},
title = {Expectation-based syntactic comprehension},
journal = {Cognition},
volume = {106},
number = {3},
pages = {1126--1177},
year = {2008},
doi = {10.1016/j.cognition.2007.05.006}
}
% VERIFIED via CrossRef.
@inproceedings{hale2001probabilistic,
author = {Hale, John},
title = {A probabilistic {Earley} parser as a psycholinguistic model},
booktitle = {Proceedings of the Second Meeting of the North American Chapter of the Association for Computational Linguistics (NAACL '01)},
pages = {1--8},
year = {2001},
doi = {10.3115/1073336.1073357}
}
% VERIFIED via CrossRef.
% =============================================================================
% EXPERIMENTAL PARADIGMS (IAT, CRT, Moral Foundations, Big Five)
% =============================================================================
@article{greenwald1998iat,
author = {Greenwald, Anthony G. and McGhee, Debbie E. and Schwartz, Jordan L. K.},
title = {Measuring individual differences in implicit cognition: The {Implicit Association Test}},
journal = {Journal of Personality and Social Psychology},
volume = {74},
number = {6},
pages = {1464--1480},
year = {1998},
doi = {10.1037/0022-3514.74.6.1464}
}
% VERIFIED via CrossRef.
@article{yu2012beyondrt,
author = {Yu, Zonghuo and Wang, Fei and Wang, Dengfeng and Bastin, Mike},
title = {Beyond Reaction Times: Incorporating Mouse-Tracking Measures into the {Implicit Association Test} to Examine its Underlying Process},
journal = {Social Cognition},
volume = {30},
number = {3},
pages = {289--306},
year = {2012},
doi = {10.1521/soco.2012.30.3.289}
}
% VERIFIED via CrossRef.
@article{frederick2005crt,
author = {Frederick, Shane},
title = {Cognitive Reflection and Decision Making},
journal = {Journal of Economic Perspectives},
volume = {19},
number = {4},
pages = {25--42},
year = {2005},
doi = {10.1257/089533005775196732}
}
% VERIFIED via CrossRef.
@article{thompson2011intuition,
author = {Thompson, Valerie A. and Prowse Turner, Jamie A. and Pennycook, Gordon},
title = {Intuition, reason, and metacognition},
journal = {Cognitive Psychology},
volume = {63},
number = {3},
pages = {107--140},
year = {2011},
doi = {10.1016/j.cogpsych.2011.06.001}
}
% VERIFIED via CrossRef. Note: source docs cite "Thompson, V.A. et al. (2011)"
% — full author list is Thompson, Prowse Turner, Pennycook (3 authors, not "et al.").
@article{graham2011moral,
author = {Graham, Jesse and Nosek, Brian A. and Haidt, Jonathan and Iyer, Ravi and Koleva, Spassena and Ditto, Peter H.},
title = {Mapping the moral domain},
journal = {Journal of Personality and Social Psychology},
volume = {101},
number = {2},
pages = {366--385},
year = {2011},
doi = {10.1037/a0021847}
}
% VERIFIED via CrossRef.
@article{koop2013moral,
author = {Koop, Gregory J.},
title = {An assessment of the temporal dynamics of moral decisions},
journal = {Judgment and Decision Making},
volume = {8},
number = {5},
pages = {527--539},
year = {2013},
doi = {10.1017/S1930297500003636}
}
% VERIFIED via CrossRef.
@article{travers2016timecourse,
author = {Travers, Eoin and Rolison, Jonathan J. and Feeney, Aidan},
title = {The time course of conflict on the {Cognitive Reflection Test}},
journal = {Cognition},
volume = {150},
pages = {109--118},
year = {2016},
doi = {10.1016/j.cognition.2016.01.015}
}
% VERIFIED via CrossRef.
@article{cacioppo1982needforcognition,
author = {Cacioppo, John T. and Petty, Richard E.},
title = {The need for cognition},
journal = {Journal of Personality and Social Psychology},
volume = {42},
number = {1},
pages = {116--131},
year = {1982},
doi = {10.1037/0022-3514.42.1.116}
}
% VERIFIED via CrossRef.
@book{costa1992neo,
author = {Costa, Paul T. and McCrae, Robert R.},
title = {Revised {NEO} Personality Inventory ({NEO-PI-R}) and {NEO} Five-Factor Inventory ({NEO-FFI}) Professional Manual},
publisher = {Psychological Assessment Resources},
year = {1992},
address = {Odessa, FL}
}
% VERIFIED: Well-known assessment manual. No DOI.
@inproceedings{arend2002mouse,
author = {Arend, M. G. and Botella, J.},
title = {Where is the mouse? Personality factors and the location of the cursor on the screen},
booktitle = {Proceedings of ED-MEDIA 2002},
year = {2002}
}
% UNVERIFIED: Conference paper not indexed in CrossRef. No DOI found.
% Citation details taken from RELATED_PARADIGMS.md source document.
% =============================================================================
% KEYSTROKE DYNAMICS (parallel literature)
% =============================================================================
@inproceedings{epp2011keystroke,
author = {Epp, Clayton and Lippold, Michael and Mandryk, Regan L.},
title = {Identifying emotional states using keystroke dynamics},
booktitle = {Proceedings of the SIGCHI Conference on Human Factors in Computing Systems (CHI '11)},
pages = {715--724},
year = {2011},
doi = {10.1145/1978942.1979046}
}
% VERIFIED via CrossRef.
% =============================================================================
% PSYCHOLINGUISTICS / WORD FREQUENCY (Study 2 materials)
% =============================================================================
@article{vanheuven2014subtlexuk,
author = {van Heuven, Walter J. B. and Mandera, Pawel and Keuleers, Emmanuel and Brysbaert, Marc},
title = {{SUBTLEX-UK}: A New and Improved Word Frequency Database for {British English}},
journal = {Quarterly Journal of Experimental Psychology},
volume = {67},
number = {6},
pages = {1176--1190},
year = {2014},
doi = {10.1080/17470218.2013.850521}
}
% VERIFIED via CrossRef.
% =============================================================================
% MOUSETRAP TUTORIAL & ANALYSIS TOOLS
% =============================================================================
@article{wulff2025mousetrap,
author = {Wulff, Dirk U. and Kieslich, Pascal J. and Henninger, Felix and Haslbeck, Jonas M. B. and Schulte-Mecklenbeck, Michael},
title = {Movement tracking of psychological processes: A tutorial using mousetrap},
journal = {Behavior Research Methods},
volume = {57},
pages = {307},
year = {2025},
doi = {10.3758/s13428-025-02695-2}
}
% VERIFIED from PDF (local copy: docs/wulff-kieslich-2025-mousetrap-tutorial.pdf)