PMID- 26505134 OWN - NLM STAT- MEDLINE DCOM- 20160617 LR - 20151110 IS - 1878-5832 (Electronic) IS - 1359-6446 (Linking) VI - 20 IP - 11 DP - 2015 Nov TI - Lost in space: design of experiments and scientific exploration in a Hogarth Universe. PG - 1365-71 LID - S1359-6446(15)00371-2 [pii] LID - 10.1016/j.drudis.2015.09.015 [doi] AB - A Hogarth, or 'wicked', universe is an irregular environment generating data to support erroneous beliefs. Here, we argue that development scientists often work in such a universe. We demonstrate that exploring these multidimensional spaces using small experiments guided by scientific intuition alone, gives rise to an illusion of validity and a misplaced confidence in that scientific intuition. By contrast, design of experiments (DOE) permits the efficient mapping of such complex, multidimensional spaces. We describe simulation tools that enable research scientists to explore these spaces in relative safety. CI - Copyright (c) 2015 Elsevier Ltd. All rights reserved. FAU - Lendrem, Dennis W AU - Lendrem DW AD - Institute of Cellular Medicine, Newcastle University, Newcastle, UK. Electronic address: dennis.lendrem@newcastle.ac.uk. FAU - Lendrem, B Clare AU - Lendrem BC AD - Institute of Cellular Medicine, Newcastle University, Newcastle, UK. FAU - Woods, David AU - Woods D AD - Southampton Statistical Sciences Research Institute, University of Southampton, Southampton, UK. FAU - Rowland-Jones, Ruth AU - Rowland-Jones R AD - Centre for Bioengineering, Newcastle University, Newcastle, UK. FAU - Burke, Matthew AU - Burke M AD - GlaxoSmithKline, King of Prussia, PA, USA. FAU - Chatfield, Marion AU - Chatfield M AD - Centre for Medicines Research, GlaxoSmithKline, Stevenage, UK. FAU - Isaacs, John D AU - Isaacs JD AD - Institute of Cellular Medicine, Newcastle University, Newcastle, UK. FAU - Owen, Martin R AU - Owen MR AD - Centre for Medicines Research, GlaxoSmithKline, Stevenage, UK. LA - eng PT - Journal Article PT - Research Support, Non-U.S. Gov't PT - Review DEP - 20151023 PL - England TA - Drug Discov Today JT - Drug discovery today JID - 9604391 SB - IM MH - *Computer Simulation MH - Environment MH - Humans MH - *Research Design MH - Science/*methods EDAT- 2015/10/28 06:00 MHDA- 2016/06/18 06:00 CRDT- 2015/10/28 06:00 PHST- 2015/05/05 00:00 [received] PHST- 2015/09/14 00:00 [revised] PHST- 2015/09/29 00:00 [accepted] PHST- 2015/10/28 06:00 [entrez] PHST- 2015/10/28 06:00 [pubmed] PHST- 2016/06/18 06:00 [medline] AID - S1359-6446(15)00371-2 [pii] AID - 10.1016/j.drudis.2015.09.015 [doi] PST - ppublish SO - Drug Discov Today. 2015 Nov;20(11):1365-71. doi: 10.1016/j.drudis.2015.09.015. Epub 2015 Oct 23.