Traditionally,chemists have relied on years of {training|coaching|instruction|education} and accumulated {experience|encounter|expertise|knowledge|practical experience} in orderto {discover|uncover|learn|find out} new molecules. {But the|However the} space of {possible|feasible|achievable|attainable|doable|probable} molecules so vast, only alimited exploration {with the|using the|with all the|together with the} {traditional|conventional|standard|classic|regular} {methods|techniques|strategies|approaches|procedures|solutions} {can be|may be|could be|might be|is often|is usually} ever {possible|feasible|achievable|attainable|doable|probable}. Thismeans that {many|numerous|several|a lot of|quite a few|lots of} {opportunities|possibilities} for the discovery of {interesting|fascinating|intriguing|exciting} phenomena have beenmissed, and {in addition|additionally|furthermore|moreover|also}, the inherent variability {of these|of those} phenomena can makethem {difficult to|hard to|tough to} {control|manage|handle} and {understand|comprehend|realize|recognize|fully grasp|have an understanding of}. The {current|present|existing} state-of-the-art ismoving towards the {development|improvement} of automated and {eventually|ultimately|at some point|sooner or later} {fully|totally|completely} autonomoussystems coupled with in-line analytics and decision-making algorithms. {Yet|However|But} eventhese, {despite|regardless of|in spite of} the substantial progress {achieved|accomplished} {recently|lately|not too long ago}, {still|nonetheless|nevertheless} {cannot|can’t|can not} easilytackle {large|big|huge|massive|substantial|significant} combinatorial spaces as {they are|they’re|they may be} {limited|restricted} by the lack of high-qualitydata. Herein, we {explore|discover} the utility of active {learning|studying|understanding|finding out|mastering} {methods|techniques|strategies|approaches|procedures|solutions} for exploringthe chemical space by comparing collaboration {between|in between|among|amongst|involving} human experimenters withan algorithm-based search, against their {performance|overall performance|efficiency|functionality} individually to probe theself-assembly and crystallization {of the|from the|in the|on the|with the|of your} polyoxometalate cluster Na6[Mo120Ce6O366H12(H2O)78]·200H2O(1). We show that the robot-humanteams are {able|in a position|capable} to {increase|improve|boost|enhance|raise} the prediction accuracy to 75.6±1.8%, from 71.8±0.3%with the algorithm alone and 66.3±1.8% from only the human experimentersdemonstrating that human-robot teams beat robots or humans {working|operating|functioning} alone. 5-Bromopent-1-yne Chemscene N-Fmoc-N-(2-phenylethyl)-glycine site PMID:23983589
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