1
|
Bella-Fernández M, Suero Suñé M, Ferrer-Mendieta A, Gil-Gómez de Liaño B. One factor to bind them all: visual foraging organization to predict patch leaving behavior with ROC curves. Cogn Res Princ Implic 2025; 10:16. [PMID: 40188319 PMCID: PMC11972240 DOI: 10.1186/s41235-025-00624-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2024] [Accepted: 02/28/2025] [Indexed: 04/07/2025] Open
Abstract
Predicting quitting rules is critical in visual search: Did I search enough for a cancer nodule in a breast X-ray or a threat in a baggage airport scanner? This study examines the predictive power of search organization indexes like best-r, mean ITD, PAO, or intersection rates as optimal criteria to leave a search in foraging (looking for several targets among distractors). In a sample of 29 adults, we compared static and dynamic foraging. Also, we reanalyze data from diverse foraging tasks in the lifespan already published to replicate results. Using ROC curves, all results consistently show that organization measures outperform classic intake rates commonly used in animal models to predict optimal human quitting behavior. Importantly, a combination of organization and traditional intake rates within a unitary factor is the best predictor. Our findings open a new research line for studying optimal decisions in visual search tasks based on search organization.
Collapse
Affiliation(s)
- Marcos Bella-Fernández
- Universidad Autónoma de Madrid, Madrid, Spain
- UNIE Universidad, Madrid, Spain
- Universidad Pontificia de Comillas, Madrid, Spain
| | | | | | | |
Collapse
|
2
|
Madison A, Callahan-Flintoft C, Thurman SM, Hoffing RAC, Touryan J, Ries AJ. Fixation-related potentials during a virtual navigation task: The influence of image statistics on early cortical processing. Atten Percept Psychophys 2025; 87:261-283. [PMID: 39849263 PMCID: PMC11845547 DOI: 10.3758/s13414-024-03002-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/04/2024] [Indexed: 01/25/2025]
Abstract
Historically, electrophysiological correlates of scene processing have been studied with experiments using static stimuli presented for discrete timescales where participants maintain a fixed eye position. Gaps remain in generalizing these findings to real-world conditions where eye movements are made to select new visual information and where the environment remains stable but changes with our position and orientation in space, driving dynamic visual stimulation. Co-recording of eye movements and electroencephalography (EEG) is an approach to leverage fixations as time-locking events in the EEG recording under free-viewing conditions to create fixation-related potentials (FRPs), providing a neural snapshot in which to study visual processing under naturalistic conditions. The current experiment aimed to explore the influence of low-level image statistics-specifically, luminance and a metric of spatial frequency (slope of the amplitude spectrum)-on the early visual components evoked from fixation onsets in a free-viewing visual search and navigation task using a virtual environment. This research combines FRPs with an optimized approach to remove ocular artifacts and deconvolution modeling to correct for overlapping neural activity inherent in any free-viewing paradigm. The results suggest that early visual components-namely, the lambda response and N1-of the FRPs are sensitive to luminance and spatial frequency around fixation, separate from modulation due to underlying differences in eye-movement characteristics. Together, our results demonstrate the utility of studying the influence of image statistics on FRPs using a deconvolution modeling approach to control for overlapping neural activity and oculomotor covariates.
Collapse
Affiliation(s)
- Anna Madison
- U.S. DEVCOM Army Research Laboratory, Humans in Complex Systems, Aberdeen Proving Ground, MD, USA
- Warfighter Effectiveness Research Center, Department of Behavioral Sciences & Leadership, 2354 Fairchild Drive, Suite 6, U.S. Air Force Academy, CO, 80840, USA
| | - Chloe Callahan-Flintoft
- Warfighter Effectiveness Research Center, Department of Behavioral Sciences & Leadership, 2354 Fairchild Drive, Suite 6, U.S. Air Force Academy, CO, 80840, USA
| | - Steven M Thurman
- U.S. DEVCOM Army Research Laboratory, Humans in Complex Systems, Aberdeen Proving Ground, MD, USA
| | - Russell A Cohen Hoffing
- U.S. DEVCOM Army Research Laboratory, Humans in Complex Systems, Aberdeen Proving Ground, MD, USA
| | - Jonathan Touryan
- U.S. DEVCOM Army Research Laboratory, Humans in Complex Systems, Aberdeen Proving Ground, MD, USA
| | - Anthony J Ries
- U.S. DEVCOM Army Research Laboratory, Humans in Complex Systems, Aberdeen Proving Ground, MD, USA.
- Warfighter Effectiveness Research Center, Department of Behavioral Sciences & Leadership, 2354 Fairchild Drive, Suite 6, U.S. Air Force Academy, CO, 80840, USA.
| |
Collapse
|
3
|
Tagu J, Kristjánsson Á. The selection balance: Contrasting value, proximity and priming in a multitarget foraging task. Cognition 2021; 218:104935. [PMID: 34673302 DOI: 10.1016/j.cognition.2021.104935] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2020] [Revised: 10/05/2021] [Accepted: 10/07/2021] [Indexed: 11/18/2022]
Abstract
A critical question in visual foraging concerns the mechanisms driving the next target selection. Observers first identify a set of candidate targets, and then select the best option among these candidates. Recent evidence suggests that target selection relies on internal biases towards proximity (nearest target from the last selection), priming (target from the same category as the last selection) and value (target associated with high value). Here, we tested the role of eye movements in target selection, and notably whether disabling eye movements during target selection could affect search strategy. We asked observers to perform four foraging tasks differing by selection modality and target value. During gaze foraging, participants had to accurately fixate the targets to select them and could not anticipate the next selection with their eyes, while during mouse foraging they selected the targets with mouse clicks and were free to move their eyes. We moreover manipulated both target value and proximity. Our results revealed notable individual differences in search strategy, confirming the existence of internal biases towards value, proximity and priming. Critically, there were no differences in search strategy between mouse and gaze foraging, suggesting that disabling eye movements during target selection did not affect foraging behaviour. These results importantly suggest that overt orienting is not necessary for target selection. This study provides fundamental information for theoretical conceptions of attentional selection, and emphasizes the importance of covert attention for target selection during visual foraging.
Collapse
Affiliation(s)
- Jérôme Tagu
- Icelandic Vision Lab, Faculty of Psychology, School of Health Sciences, University of Iceland, Reykjavík, Iceland; Laboratory of Psychology (LabPsy, EA 4139), University of Bordeaux, Bordeaux, France.
| | - Árni Kristjánsson
- Icelandic Vision Lab, Faculty of Psychology, School of Health Sciences, University of Iceland, Reykjavík, Iceland; School of Psychology, National Research University Higher School of Economics, Moscow, Russian Federation
| |
Collapse
|
4
|
Richards E, Thornton IM, Bayer A, Tales A. Inhibitory control deficits in vascular cognitive impairment revealed using the MILO task. Neuropsychologia 2021; 155:107794. [PMID: 33610617 DOI: 10.1016/j.neuropsychologia.2021.107794] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2020] [Revised: 01/29/2021] [Accepted: 02/15/2021] [Indexed: 02/08/2023]
Abstract
We used the MILO (Multi-Item Localization) task to characterise the performance of a group of older adults diagnosed with mild to moderate vascular cognitive impairment (VCI). The MILO task is designed to explore the temporal context of visual search and in addition to measuring overall completion time, provides a profile of serial reaction time (SRT) patterns across all items in a sequence. Of particular interest here is the Vanish/Remain MILO manipulation that can identify problems with inhibitory control during search. Typically, SRT functions closely overlap, regardless of whether items Vanish or Remain visible when selected, indicating an ability to ignore previously selected targets. Based on the distributed nature of VCI-related pathology and previous visual search studies from our group, we speculated that MILO performance would be compromised in this group of participants when items remained visible after being selected relative to when they vanished. Compared to cognitively healthy, age-matched control participants, the performance of VCI participants was characterised by overall slowing, increased error rates, and crucially, a compromised ability to ignore past locations. As predicted, the Vanish versus Remain SRT functions of VCI participants significantly diverged towards the end of the sequence, which was not the case for control groups. Overall, our findings suggest that the MILO task could be a useful tool for identifying non-age-related changes in behaviour with patient populations, and more generally hints at a possible inhibitory deficit in VCI.
Collapse
Affiliation(s)
- Emma Richards
- Centre for Innovative Ageing, Swansea University, Swansea, SA2 8PP, Wales, UK
| | - Ian M Thornton
- Department of Cognitive Science, University of Malta, Msida, MSD 2080, Malta
| | - Antony Bayer
- School of Medicine, Cardiff University, Cardiff, CF64 2XX, Wales, UK
| | - Andrea Tales
- Centre for Innovative Ageing, Swansea University, Swansea, SA2 8PP, Wales, UK.
| |
Collapse
|
5
|
Thornton IM, Horowitz TS. Searching Through Alternating Sequences: Working Memory and Inhibitory Tagging Mechanisms Revealed Using the MILO Task. Iperception 2020; 11:2041669520958018. [PMID: 33149874 PMCID: PMC7580152 DOI: 10.1177/2041669520958018] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2020] [Accepted: 08/21/2020] [Indexed: 01/04/2023] Open
Abstract
We used the Multi-Item Localisation (MILO) task to examine search through two sequences. In Sequential blocks of trials, six letters and six digits were touched in order. In Mixed blocks, participants alternated between letters and digits. These conditions mimic the A and B variants of the Trail Making Test (TMT). In both block types, targets either vanished or remained visible after being touched. There were two key findings. First, in Mixed blocks, reaction times exhibited a saw-tooth pattern, suggesting search for successive pairs of targets. Second, reaction time patterns for vanish and remain conditions were identical in Sequential blocks-indicating that participants could ignore past targets-but diverged in Mixed blocks. This suggests a breakdown of inhibitory tagging. These findings may help explain the elevated completion times observed in TMT-B, relative to TMT-A.
Collapse
Affiliation(s)
- Ian M. Thornton
- National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Todd S. Horowitz
- National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| |
Collapse
|
6
|
Thornton IM. MILO Mobile: An iPad App to Measure Search Performance in Multi-Target Sequences. Iperception 2020; 11:2041669520932587. [PMID: 32612800 PMCID: PMC7307404 DOI: 10.1177/2041669520932587] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2020] [Accepted: 05/15/2020] [Indexed: 01/18/2023] Open
Abstract
This article introduces a mobile app version of the Multi-Item Localization (MILO) task. The MILO task was designed to explore the temporal context of search through a sequence and has proven useful in both basic and applied research settings. Here, we describe the basic features of the app and how it can be obtained, installed, and modified. We also provide example data files and present two new sets of empirical data to verify that previous findings concerning prospective planning and retrospective memory (i.e., inhibitory tagging) are reproducible with the app. We conclude by discussing ongoing studies and future modifications that illustrate the flexibility and potential of the MILO Mobile app.
Collapse
Affiliation(s)
- Ian M. Thornton
- Department of Cognitive Science,
Faculty of Media and Knowledge Sciences, University of
Malta
| |
Collapse
|