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Record W4413580735 · doi:10.1101/2025.08.20.671334

Gaze-related functions driving gaze anchoring in reaching

2025· preprint· en· W4413580735 on OpenAlexafffund
Jolande Fooken, Nethmi H. Illamperuma, J. Randall Flanagan

Bibliographic record

VenuebioRxiv (Cold Spring Harbor Laboratory) · 2025
Typepreprint
Languageen
FieldComputer Science
TopicGaze Tracking and Assistive Technology
Canadian institutionsQueen's UniversityUniversity of Toronto
FundersNatural Sciences and Engineering Research Council of CanadaCanadian Institutes of Health ResearchDeutsche Forschungsgemeinschaft
KeywordsGazeAnchoringPsychologyCognitive psychologyComputer scienceComputer visionCommunicationCognitive science

Abstract

fetched live from OpenAlex

Abstract When reaching to a target, we typically direct our gaze to the target throughout the reach. If a secondary saccade target is presented during the reach, and we are instructed to shift our gaze to this target, the gaze shift is generally delayed until the reach target has been attained—a phenomenon known as gaze anchoring. Here, we compared gaze anchoring in human participants when reaching to a visual target versus a visual-haptic target providing force feedback upon contact. We also examined gaze anchoring in a bimanual context in which participants reached with their right hand and were instructed to both shift their gaze and move their left hand to the secondary target as soon as it appeared. We found that, during the reaching movement, gaze was anchored to the target for both visual and visual-haptic targets. In the visual-haptic condition, gaze appeared to be anchored during the initial directing phase of the reach during which peripheral vision directs the hand to the vicinity of the target. In the visual condition, gaze appeared to be anchored during both the directing phase and subsequent guiding phase during which central visual guides the hand. In two-handed reaching, gaze anchoring was observed but anchoring did not extend to the left hand, which started moving before the eyes. Overall, our findings indicate that the timing of eye and hand movements in object manipulation is linked to the function of target fixations. New & Noteworthy When reaching to a visual target, gaze is typically anchored to the target even when a competing saccade target appears. We show that anchoring also occurs for visual–haptic targets but is limited to the initial phase of the reach, likely because vision is not required to confirm target attainment. In contrast to gaze, anchoring is not observed for the non-reaching hand, which can begin moving to a competing target as soon as it appears.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Research integrity
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.548
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0020.002
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.013
GPT teacher head0.223
Teacher spread0.210 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes2
Has abstractyes

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