{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,13]],"date-time":"2026-01-13T01:50:17Z","timestamp":1768269017254,"version":"3.49.0"},"reference-count":67,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"1","license":[{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"am","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"name":"National Science Foundation","award":["2211845"],"award-info":[{"award-number":["2211845"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Visual. Comput. Graphics"],"published-print":{"date-parts":[[2025,1]]},"DOI":"10.1109\/tvcg.2024.3456369","type":"journal-article","created":{"date-parts":[[2024,9,10]],"date-time":"2024-09-10T19:06:21Z","timestamp":1725995181000},"page":"776-786","source":"Crossref","is-referenced-by-count":5,"title":["Beyond Correlation: Incorporating Counterfactual Guidance to Better Support Exploratory Visual Analysis"],"prefix":"10.1109","volume":"31","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-7491-7570","authenticated-orcid":false,"given":"Arran Zeyu","family":"Wang","sequence":"first","affiliation":[{"name":"University of North Carolina at Chapel Hill, USA"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0162-4080","authenticated-orcid":false,"given":"David","family":"Borland","sequence":"additional","affiliation":[{"name":"RENCI at the University of North Carolina at Chapel Hill, USA"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6424-7374","authenticated-orcid":false,"given":"David","family":"Gotz","sequence":"additional","affiliation":[{"name":"University of North Carolina at Chapel Hill, USA"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1080\/01621459.1996.10476902"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.2139\/ssrn.3438993"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1145\/2882903.2882919"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1111\/cgf.13678"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/vast.2014.7042480"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/MCG.2023.3338788"},{"key":"ref7","volume-title":"Readings in information visualization: using vision to think","author":"Card","year":"1999"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1111\/cgf.14017"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2016.2598468"},{"key":"ref10","first-page":"19","article-title":"Guidance or no guidance? a decision tree can help","volume-title":"EuroVA@ EuroVis","author":"Ceneda"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1111\/cgf.13730"},{"issue":"12","key":"ref12","first-page":"614","article-title":"Biostatistics 104: correlational analysis","volume":"44","author":"Chan","year":"2003","journal-title":"Singapore Med J"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1016\/j.arthro.2021.06.037"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2020.3030342"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1145\/1502650.1502668"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/VAST.2015.7347625"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1016\/S0169-7439(99)00047-7"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1016\/j.ebiom.2021.103550"},{"key":"ref19","article-title":"The case for evaluating causal models using interventional measures and empirical data","volume":"32","author":"Gentzel","year":"2019","journal-title":"Advances in Neural Information Processing Systems"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1145\/3377325.3377536"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/MCG.2016.59"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1145\/2856767.2856779"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1145\/1502650.1502695"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1145\/2002353.2002355"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1057\/ivs.2008.31"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1097\/01.EDE.0000042804.12056.6C"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/ICHI57859.2023.00105"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1145\/3588319"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1111\/cgf.15108"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1162\/99608f92.3ab8a587"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1093\/pan\/mpr013"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/COMPSAC51774.2021.00213"},{"key":"ref33","first-page":"3020","article-title":"Learning representations for counterfactual inference","volume-title":"International Conference on Machine Learning","author":"Johansson"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2023.3326516"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2021.3114779"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-70956-5_7"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2020.3028984"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/VAST.2012.6400491"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1017\/cbo9781107587991"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2018.2865240"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9780511803161"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1145\/3613904.3642813"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/34.682181"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2017.2744805"},{"key":"ref45","article-title":"Dowhy: An end-to-end library for causal inference","author":"Sharma","year":"2020","journal-title":"arXiv preprint"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/VL.1996.545307"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1097\/EDE.0000000000000649"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2022.3209393"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1016\/j.visinf.2022.02.005"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2014.2346574"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1214\/09-sts313"},{"key":"ref52","article-title":"Inferential Tasks as an Evaluation Technique for Visualization","volume-title":"EuroVis 2022 - Short Papers","author":"Suh"},{"key":"ref53","volume-title":"Exploratory Data Analysis","volume":"2","author":"Tukey","year":"1977"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1177\/14738716241229437"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1177\/14738716241265120"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2024.3456381"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1016\/j.visinf.2024.06.002"},{"key":"ref58","article-title":"Causalsynth: An inter-active web application for synthetic dataset generation and visualization with user-defined causal relationships","author":"Wang","year":"2024","journal-title":"IEEE VIS Posters"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1109\/tvcg.2019.2934619"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1002\/wics.66"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2015.2467191"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2019.2934399"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2022.3209405"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1111\/cgf.13680"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1145\/3173574.3174053"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2022.3209445"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1145\/3411764.3445674"}],"container-title":["IEEE Transactions on Visualization and Computer Graphics"],"original-title":[],"link":[{"URL":"https:\/\/ieeexplore.ieee.org\/ielam\/2945\/10766346\/10670565-aam.pdf","content-type":"application\/pdf","content-version":"am","intended-application":"syndication"},{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/2945\/10766346\/10670565.pdf?arnumber=10670565","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,11,29]],"date-time":"2024-11-29T07:55:51Z","timestamp":1732866951000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10670565\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,1]]},"references-count":67,"journal-issue":{"issue":"1"},"URL":"https:\/\/doi.org\/10.1109\/tvcg.2024.3456369","relation":{},"ISSN":["1077-2626","1941-0506","2160-9306"],"issn-type":[{"value":"1077-2626","type":"print"},{"value":"1941-0506","type":"electronic"},{"value":"2160-9306","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,1]]}}}