Prior predictive simulation of the model.

<p>In black the average proportion of answers "High" of the rats. Error bars denote the s.e.m. across all rats. Each colored line is the average predicted psychometric curve obtained for one of the five noise condition, generated by parameters sampled from its respective prior distri...

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Main Author: Mattia Zanzi (22522006) (author)
Other Authors: Francesco G. Rinaldi (22522009) (author), Silene Fornasaro (22522012) (author), Eugenio Piasini (8168934) (author), Davide Zoccolan (443652) (author)
Published: 2025
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author Mattia Zanzi (22522006)
author2 Francesco G. Rinaldi (22522009)
Silene Fornasaro (22522012)
Eugenio Piasini (8168934)
Davide Zoccolan (443652)
author2_role author
author
author
author
author_facet Mattia Zanzi (22522006)
Francesco G. Rinaldi (22522009)
Silene Fornasaro (22522012)
Eugenio Piasini (8168934)
Davide Zoccolan (443652)
author_role author
dc.creator.none.fl_str_mv Mattia Zanzi (22522006)
Francesco G. Rinaldi (22522009)
Silene Fornasaro (22522012)
Eugenio Piasini (8168934)
Davide Zoccolan (443652)
dc.date.none.fl_str_mv 2025-10-29T17:41:08Z
dc.identifier.none.fl_str_mv 10.1371/journal.pcbi.1013608.s004
dc.relation.none.fl_str_mv https://figshare.com/articles/figure/Prior_predictive_simulation_of_the_model_/30482110
dc.rights.none.fl_str_mv CC BY 4.0
info:eu-repo/semantics/openAccess
dc.subject.none.fl_str_mv Neuroscience
Sociology
Science Policy
Mental Health
Biological Sciences not elsewhere classified
visually evoked responses
multiple sensory modalities
level multisensory integration
unimodal inputs shape
visual perceptual space
rat perceptual choices
less clear whether
brain combines information
visual temporal frequency
neural coding scheme
auditory inputs induce
irrelevant auditory stimuli
rodent visual perception
visual cortical processing
visual information
auditory inputs
visual stimuli
visual interactions
temporal modulation
rat classification
provides clear
cortical hierarchies
multimodal stimuli
auditory signals
xlink ">
visual tf
systematically altered
studies disagree
signals carried
prevent high
orientation tuning
model captured
mechanistic hypotheses
mechanisms underlying
key mediator
important role
future work
full spectrum
direct connections
different modality
consistent representation
dc.title.none.fl_str_mv Prior predictive simulation of the model.
dc.type.none.fl_str_mv Image
Figure
info:eu-repo/semantics/publishedVersion
image
description <p>In black the average proportion of answers "High" of the rats. Error bars denote the s.e.m. across all rats. Each colored line is the average predicted psychometric curve obtained for one of the five noise condition, generated by parameters sampled from its respective prior distributions. The <i>γ</i> and <i>σ</i> parameters are drawn from the population average parameters; the <i>ϵ</i> parameters, given the absence of a hierarchical structure, are averaged across all rats. The shaded areas represent one (dark area) and two (dim area) standard deviations from the mean. The five curves all look almost identical (up to sampling noise) as the priors for the noise conditions were the same.</p> <p>(PNG)</p>
eu_rights_str_mv openAccess
id Manara_fbfb29c7239e80e2e169f8a2d1ac7925
identifier_str_mv 10.1371/journal.pcbi.1013608.s004
network_acronym_str Manara
network_name_str ManaraRepo
oai_identifier_str oai:figshare.com:article/30482110
publishDate 2025
repository.mail.fl_str_mv
repository.name.fl_str_mv
repository_id_str
rights_invalid_str_mv CC BY 4.0
spelling Prior predictive simulation of the model.Mattia Zanzi (22522006)Francesco G. Rinaldi (22522009)Silene Fornasaro (22522012)Eugenio Piasini (8168934)Davide Zoccolan (443652)NeuroscienceSociologyScience PolicyMental HealthBiological Sciences not elsewhere classifiedvisually evoked responsesmultiple sensory modalitieslevel multisensory integrationunimodal inputs shapevisual perceptual spacerat perceptual choicesless clear whetherbrain combines informationvisual temporal frequencyneural coding schemeauditory inputs induceirrelevant auditory stimulirodent visual perceptionvisual cortical processingvisual informationauditory inputsvisual stimulivisual interactionstemporal modulationrat classificationprovides clearcortical hierarchiesmultimodal stimuliauditory signalsxlink ">visual tfsystematically alteredstudies disagreesignals carriedprevent highorientation tuningmodel capturedmechanistic hypothesesmechanisms underlyingkey mediatorimportant rolefuture workfull spectrumdirect connectionsdifferent modalityconsistent representation<p>In black the average proportion of answers "High" of the rats. Error bars denote the s.e.m. across all rats. Each colored line is the average predicted psychometric curve obtained for one of the five noise condition, generated by parameters sampled from its respective prior distributions. The <i>γ</i> and <i>σ</i> parameters are drawn from the population average parameters; the <i>ϵ</i> parameters, given the absence of a hierarchical structure, are averaged across all rats. The shaded areas represent one (dark area) and two (dim area) standard deviations from the mean. The five curves all look almost identical (up to sampling noise) as the priors for the noise conditions were the same.</p> <p>(PNG)</p>2025-10-29T17:41:08ZImageFigureinfo:eu-repo/semantics/publishedVersionimage10.1371/journal.pcbi.1013608.s004https://figshare.com/articles/figure/Prior_predictive_simulation_of_the_model_/30482110CC BY 4.0info:eu-repo/semantics/openAccessoai:figshare.com:article/304821102025-10-29T17:41:08Z
spellingShingle Prior predictive simulation of the model.
Mattia Zanzi (22522006)
Neuroscience
Sociology
Science Policy
Mental Health
Biological Sciences not elsewhere classified
visually evoked responses
multiple sensory modalities
level multisensory integration
unimodal inputs shape
visual perceptual space
rat perceptual choices
less clear whether
brain combines information
visual temporal frequency
neural coding scheme
auditory inputs induce
irrelevant auditory stimuli
rodent visual perception
visual cortical processing
visual information
auditory inputs
visual stimuli
visual interactions
temporal modulation
rat classification
provides clear
cortical hierarchies
multimodal stimuli
auditory signals
xlink ">
visual tf
systematically altered
studies disagree
signals carried
prevent high
orientation tuning
model captured
mechanistic hypotheses
mechanisms underlying
key mediator
important role
future work
full spectrum
direct connections
different modality
consistent representation
status_str publishedVersion
title Prior predictive simulation of the model.
title_full Prior predictive simulation of the model.
title_fullStr Prior predictive simulation of the model.
title_full_unstemmed Prior predictive simulation of the model.
title_short Prior predictive simulation of the model.
title_sort Prior predictive simulation of the model.
topic Neuroscience
Sociology
Science Policy
Mental Health
Biological Sciences not elsewhere classified
visually evoked responses
multiple sensory modalities
level multisensory integration
unimodal inputs shape
visual perceptual space
rat perceptual choices
less clear whether
brain combines information
visual temporal frequency
neural coding scheme
auditory inputs induce
irrelevant auditory stimuli
rodent visual perception
visual cortical processing
visual information
auditory inputs
visual stimuli
visual interactions
temporal modulation
rat classification
provides clear
cortical hierarchies
multimodal stimuli
auditory signals
xlink ">
visual tf
systematically altered
studies disagree
signals carried
prevent high
orientation tuning
model captured
mechanistic hypotheses
mechanisms underlying
key mediator
important role
future work
full spectrum
direct connections
different modality
consistent representation