{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,12]],"date-time":"2026-05-12T20:53:04Z","timestamp":1778619184640,"version":"3.51.4"},"update-to":[{"DOI":"10.1371\/journal.pcbi.1006950","type":"new_version","label":"New version","source":"publisher","updated":{"date-parts":[[2019,4,30]],"date-time":"2019-04-30T00:00:00Z","timestamp":1556582400000}}],"reference-count":54,"publisher":"Public Library of Science (PLoS)","issue":"4","license":[{"start":{"date-parts":[[2019,4,12]],"date-time":"2019-04-12T00:00:00Z","timestamp":1555027200000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/100000893","name":"Simons Foundation","doi-asserted-by":"publisher","award":["324759"],"award-info":[{"award-number":["324759"]}],"id":[{"id":"10.13039\/100000893","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000002","name":"National Institutes of Health","doi-asserted-by":"publisher","award":["RO1 EY10016"],"award-info":[{"award-number":["RO1 EY10016"]}],"id":[{"id":"10.13039\/100000002","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000002","name":"National Institutes of Health","doi-asserted-by":"publisher","award":["P30 EY001583"],"award-info":[{"award-number":["P30 EY001583"]}],"id":[{"id":"10.13039\/100000002","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["www.ploscompbiol.org"],"crossmark-restriction":false},"short-container-title":["PLoS Comput Biol"],"DOI":"10.1371\/journal.pcbi.1006950","type":"journal-article","created":{"date-parts":[[2019,4,12]],"date-time":"2019-04-12T13:39:06Z","timestamp":1555076346000},"page":"e1006950","update-policy":"https:\/\/doi.org\/10.1371\/journal.pcbi.corrections_policy","source":"Crossref","is-referenced-by-count":11,"title":["The relative contribution of color and material in object selection"],"prefix":"10.1371","volume":"15","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-6378-1401","authenticated-orcid":true,"given":"Ana","family":"Radonji\u0107","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Nicolas P.","family":"Cottaris","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"David H.","family":"Brainard","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"340","published-online":{"date-parts":[[2019,4,12]]},"reference":[{"key":"ref1","article-title":"Foundations of Vision","author":"BA Wandell","year":"1995"},{"key":"ref2","article-title":"The First Steps in Seeing","author":"RW Rodieck","year":"1998"},{"key":"ref3","first-page":"159","article-title":"Human Color Vision","author":"M Olkkonen","year":"2016"},{"key":"ref4","doi-asserted-by":"crossref","first-page":"674","DOI":"10.1016\/j.visres.2010.09.006","article-title":"Color constancy","volume":"51","author":"DH Foster","year":"2011","journal-title":"Vision Research"},{"key":"ref5","doi-asserted-by":"crossref","first-page":"221","DOI":"10.1016\/j.visres.2014.10.026","article-title":"The perception of gloss: A review","volume":"109","author":"AC Chadwick","year":"2015","journal-title":"Vision Research"},{"key":"ref6","doi-asserted-by":"crossref","first-page":"62","DOI":"10.1016\/j.visres.2013.11.004","article-title":"Visual perception of materials and their properties","volume":"94","author":"RW Fleming","year":"2014","journal-title":"Vision Research"},{"key":"ref7","first-page":"1090","article-title":"The Visual Neurosciences","volume":"2","author":"J Koenderink","year":"2004"},{"issue":"6","key":"ref8","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1167\/15.6.13","article-title":"Color constancy supports cross-illumination color selection","volume":"15","author":"A Radonji\u0107","year":"2015","journal-title":"Journal of Vision"},{"issue":"13","key":"ref9","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1167\/15.13.3","article-title":"Color constancy in a naturalistic, goal-directed task","volume":"15","author":"A Radonji\u0107","year":"2015","journal-title":"Journal of Vision"},{"issue":"4","key":"ref10","doi-asserted-by":"crossref","DOI":"10.1098\/rsfs.2018.0012","article-title":"The perception of colour and material in naturalistic tasks","volume":"8","author":"DH Brainard","year":"2018","journal-title":"Interface Focus"},{"issue":"2","key":"ref11","doi-asserted-by":"crossref","first-page":"125","DOI":"10.1007\/BF02289630","article-title":"The analysis of proximities: multidimensional scaling with an unknown distance function. I","volume":"27","author":"RN Shepard","year":"1962","journal-title":"Psychometrika"},{"key":"ref12","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1007\/BF02289565","article-title":"Multidimensional scaling by optimizing goodness of fit to a nonmetric hypothesis","volume":"29","author":"JB Kruskal","year":"1964","journal-title":"Psychometrika"},{"key":"ref13","author":"DM Green","year":"1966"},{"issue":"8","key":"ref14","doi-asserted-by":"crossref","first-page":"573","DOI":"10.1167\/3.8.5","article-title":"Maximum likelihood difference scaling","volume":"3","author":"LT Maloney","year":"2003","journal-title":"Journal of Vision"},{"key":"ref15","article-title":"Modeling Psychophysical Data in R (Use R!)","author":"K Knoblauch","year":"2012"},{"key":"ref16","author":"C Blakemore","year":"1990"},{"issue":"38","key":"ref17","doi-asserted-by":"crossref","first-page":"415","DOI":"10.3758\/BF03207172","article-title":"Overall similarity and the identification of separable- dimension stimuli: A choice model analysis","author":"R Nosofsky","year":"1985","journal-title":"Perception & Psychophysics"},{"issue":"12","key":"ref18","doi-asserted-by":"crossref","first-page":"1352","DOI":"10.1037\/bul0000072","article-title":"Half a Century of Research on Garner Interference and the Separability\u2013Integrality Distinction","volume":"142","author":"D Algom","year":"2016","journal-title":"Psychological Bulletin"},{"issue":"6","key":"ref19","doi-asserted-by":"crossref","first-page":"827","DOI":"10.1016\/0042-6989(94)00170-Q","article-title":"Proximity Judgments In Color Space\u2014Tests Of A Euclidean Color Geometry","volume":"35","author":"SM Wuerger","year":"1995","journal-title":"Vision Research"},{"issue":"3","key":"ref20","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1167\/17.3.10","article-title":"QUEST+: A general multidimensional Bayesian adaptive psychometric method","volume":"17","author":"AB Watson","year":"2017","journal-title":"Journal of Vision"},{"issue":"14","key":"ref21","doi-asserted-by":"crossref","first-page":"1","DOI":"10.2352\/ISSN.2470-1173.2018.14.HVEI-516","article-title":"Quantifying how humans trade off color and material in object identification","volume":"2018","author":"A Radonji\u0107","year":"2018","journal-title":"Electronic Imaging"},{"key":"ref22","doi-asserted-by":"crossref","DOI":"10.1007\/978-1-4899-4541-9","article-title":"An introduction to the bootstrap","author":"B Efron","year":"1993"},{"issue":"3","key":"ref23","doi-asserted-by":"crossref","first-page":"389","DOI":"10.1016\/0042-6989(94)00176-M","article-title":"Measurement and modeling of depth cue combination: in defense of weak fusion","volume":"35","author":"MS Landy","year":"1995","journal-title":"Vision Research"},{"key":"ref24","doi-asserted-by":"crossref","first-page":"429","DOI":"10.1038\/415429a","article-title":"Humans integrate visual and haptic information in a statistically optimal fashion","volume":"415","author":"MO Ernst","year":"2002","journal-title":"Nature"},{"issue":"12","key":"ref25","doi-asserted-by":"crossref","first-page":"967","DOI":"10.1167\/4.12.1","article-title":"Slant from texture and disparity cues: optimal cue combination","volume":"4","author":"JM Hillis","year":"2004","journal-title":"Journal of Vision"},{"issue":"24","key":"ref26","doi-asserted-by":"crossref","first-page":"2539","DOI":"10.1016\/S0042-6989(03)00458-9","article-title":"Do humans optimally integrate stereo and texture information for judgments of surface slant?","volume":"43","author":"DC Knill","year":"2003","journal-title":"Vision Research"},{"issue":"10","key":"ref27","doi-asserted-by":"crossref","first-page":"229","DOI":"10.1167\/17.10.229","article-title":"Integration of color and gloss in surface material discrimination","volume":"17","author":"T Saarela","year":"2017","journal-title":"Journal of Vision"},{"issue":"2","key":"ref28","doi-asserted-by":"crossref","first-page":"196","DOI":"10.1111\/j.1467-9280.2008.02067.x","article-title":"Conjoint measurement of gloss and surface texture","volume":"19","author":"YX Ho","year":"2008","journal-title":"Psychol Sci"},{"issue":"1","key":"ref29","doi-asserted-by":"crossref","first-page":"2041669516687770","DOI":"10.1177\/2041669516687770","article-title":"A Glossy Simultaneous Contrast: Conjoint Measurements of Gloss and Lightness","volume":"8","author":"S Hansmann-Roth","year":"2017","journal-title":"i-Perception"},{"issue":"11","key":"ref30","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1167\/18.11.18","article-title":"Beyond scattering and absorption: Perceptual unmixing of translucent liquids","volume":"18","author":"AC Chadwick","year":"2018","journal-title":"Journal of Vision"},{"issue":"3","key":"ref31","doi-asserted-by":"crossref","first-page":"A184","DOI":"10.1364\/JOSAA.33.00A184","article-title":"Maximum likelihood conjoint measurement of lightness and chroma","volume":"33","author":"M Rogers","year":"2016","journal-title":"Journal of the Optical Society of America A"},{"key":"ref32","doi-asserted-by":"crossref","first-page":"209","DOI":"10.1016\/j.visres.2015.04.014","article-title":"The joint effect of mesoscale and microscale roughness on perceived gloss","volume":"115","author":"L Qi","year":"2015","journal-title":"Vision Research"},{"key":"ref33","first-page":"191","article-title":"The Science of Color","author":"DH Brainard","year":"2003"},{"issue":"2","key":"ref34","doi-asserted-by":"crossref","first-page":"97","DOI":"10.1111\/j.1467-9280.1992.tb00006.x","article-title":"Representation of Colors in the Blind, Color-Blind, and Normally Sighted","volume":"3","author":"RN Shepard","year":"1992","journal-title":"Psychological Science"},{"issue":"3","key":"ref35","doi-asserted-by":"crossref","first-page":"283","DOI":"10.1007\/BF02310791","article-title":"Analysis of individual differences in multidimensional scaling via an n-way generalization of \u201cEckart-Young\u201d decomposition","volume":"35","author":"JD Carroll","year":"1970","journal-title":"Psychometrika"},{"key":"ref36","doi-asserted-by":"crossref","first-page":"891","DOI":"10.1016\/0042-6989(79)90023-3","article-title":"Effects of chromatic adaptation on color discrimination and color appearance","volume":"19","author":"JM Loomis","year":"1979","journal-title":"Vision Research"},{"key":"ref37","doi-asserted-by":"crossref","first-page":"2165","DOI":"10.1016\/0042-6989(92)90077-V","article-title":"Color discrimination and adaptation","volume":"11","author":"J Krauskopf","year":"1992","journal-title":"Vision Research"},{"issue":"1831","key":"ref38","doi-asserted-by":"crossref","DOI":"10.1098\/rspb.2016.0164","article-title":"Superior discrimination for hue than for saturation and an explanation in terms of correlated neural noise","volume":"283","author":"MV Danilova","year":"2016","journal-title":"Proceedings of the Royal Society B: Biological Sciences"},{"key":"ref39","doi-asserted-by":"crossref","first-page":"241","DOI":"10.1007\/BF02294052","article-title":"Maximum likelihood estimation in multidimensional scaling","volume":"42","author":"JO Ramsay","year":"1977","journal-title":"Psychometrika"},{"issue":"1","key":"ref40","doi-asserted-by":"crossref","first-page":"7","DOI":"10.4992\/psycholres1954.20.7","article-title":"A maximum likelihood method for nonmetric multidimensional scaling: I. The case in which all empirical pairwise orderings are independent\u2013theory and evaluations","volume":"20","author":"Y Takane","year":"1978","journal-title":"Japanese Psychological Research"},{"key":"ref41","doi-asserted-by":"crossref","first-page":"267","DOI":"10.1037\/0033-295X.96.2.267","article-title":"Sequential ideal-observer analysis of visual discriminations","volume":"96","author":"WS Geisler","year":"1989","journal-title":"Psychological Review"},{"issue":"7","key":"ref42","doi-asserted-by":"crossref","first-page":"771","DOI":"10.1016\/j.visres.2010.09.027","article-title":"Contributions of ideal observer theory to vision research","volume":"51","author":"WS Geisler","year":"2011","journal-title":"Vision Research"},{"key":"ref43","first-page":"545","article-title":"The New Visual Neurosciences","author":"DH Brainard","year":"2014"},{"issue":"1","key":"ref44","doi-asserted-by":"crossref","first-page":"365","DOI":"10.1146\/annurev-vision-102016-061429","article-title":"Material Perception","volume":"3","author":"RW Fleming","year":"2017","journal-title":"Annual Review of Vision Science"},{"issue":"4","key":"ref45","doi-asserted-by":"crossref","first-page":"433","DOI":"10.1163\/156856897X00357","article-title":"The Psychophysics Toolbox","volume":"10","author":"DH Brainard","year":"1997","journal-title":"Spatial Vision"},{"issue":"4","key":"ref46","doi-asserted-by":"crossref","first-page":"437","DOI":"10.1163\/156856897X00366","article-title":"The VideoToolbox software for visual psychophysics: transforming numbers into movies","volume":"10","author":"DG Pelli","year":"1997","journal-title":"Spatial Vision"},{"key":"ref47","unstructured":"Wenzel J. Mitsuba Documentation (Version 0.5.0). 2014."},{"key":"ref48","first-page":"10.1","article-title":"The Optical Society of America Handbook of Optics","volume":"Volume III","author":"DH Brainard","year":"2010"},{"key":"ref49","article-title":"Spectrophotometric data for a collection of Munsell samples","author":"D Nickerson","year":"1957"},{"issue":"2","key":"ref50","doi-asserted-by":"crossref","DOI":"10.1167\/14.2.6","article-title":"RenderToolbox3: MATLAB tools that facilitate physically based stimulus rendering for vision research","volume":"14","author":"BS Heasly","year":"2014","journal-title":"Journal of Vision"},{"key":"ref51","unstructured":"CIE. Fundamental chromaticity diagram with physiological axes\u2013Parts 1 and 2. Technical Report 170\u20131. Vienna: Central Bureau of the Commission Internationale de l' \u00c9clairage; 2007."},{"key":"ref52","doi-asserted-by":"crossref","first-page":"1711","DOI":"10.1016\/S0042-6989(00)00021-3","article-title":"Spectral sensitivities of the middle- and long-wavelength sensitive cones derived from measurements in observers of known genotype","volume":"40","author":"A Stockman","year":"2000","journal-title":"Vision Research"},{"key":"ref53","first-page":"172","article-title":"Encyclopedia of Imaging Science and Technology","author":"DH Brainard","year":"2002"},{"key":"ref54","article-title":"Tests for Colour-Blindness","author":"S Ishihara","year":"1977"}],"updated-by":[{"DOI":"10.1371\/journal.pcbi.1006950","type":"new_version","label":"New version","source":"publisher","updated":{"date-parts":[[2019,4,30]],"date-time":"2019-04-30T00:00:00Z","timestamp":1556582400000}}],"container-title":["PLOS Computational Biology"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/dx.plos.org\/10.1371\/journal.pcbi.1006950","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,5,9]],"date-time":"2020-05-09T05:35:07Z","timestamp":1589002507000},"score":1,"resource":{"primary":{"URL":"https:\/\/dx.plos.org\/10.1371\/journal.pcbi.1006950"}},"subtitle":[],"editor":[{"given":"Wolfgang","family":"Einh\u00e4user","sequence":"first","affiliation":[],"role":[{"role":"editor","vocabulary":"crossref"}]}],"short-title":[],"issued":{"date-parts":[[2019,4,12]]},"references-count":54,"journal-issue":{"issue":"4","published-online":{"date-parts":[[2019,4,12]]}},"URL":"https:\/\/doi.org\/10.1371\/journal.pcbi.1006950","relation":{"has-preprint":[{"id-type":"doi","id":"10.1101\/393470","asserted-by":"object"}],"has-review":[{"id-type":"doi","id":"10.3410\/f.735539501.793568367","asserted-by":"object"}]},"ISSN":["1553-7358"],"issn-type":[{"value":"1553-7358","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,4,12]]}}}