{"id":19892,"date":"2018-08-07T17:54:12","date_gmt":"2018-08-07T16:54:12","guid":{"rendered":"https:\/\/www.ch.imperial.ac.uk\/rzepa\/blog\/?p=19892"},"modified":"2025-05-08T08:08:10","modified_gmt":"2025-05-08T07:08:10","slug":"harnessing-fair-data-a-suggested-useful-persistent-identifier-pid-for-quantum-chemical-calculations","status":"publish","type":"post","link":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/?p=19892","title":{"rendered":"Harnessing FAIR data:  A suggested useful persistent identifier  (PID) for quantum chemical calculations."},"content":{"rendered":"<div class=\"kcite-section\" kcite-section-id=\"19892\">\n<p><a href=\"https:\/\/www.ses.ac.uk\/event\/harnessing-fair-data\/\">Harnessing FAIR data<\/a> is an event being held in London on September 3rd; no doubt all the speakers will espouse its virtues and speculate about how to realize its potential.<span style=\"color: #ff0000;\"><sup>\u2665<\/sup><\/span> Admirable aspirations indeed. Capturing hearts and minds also needs lots of real life applications! Whilst assembling a <a href=\"https:\/\/www.ch.imperial.ac.uk\/rzepa\/blog\/?p=19828\">forthcoming post<\/a> on this blog, I realized I might have one nice application which also pushes the envelope a bit further, in a manner that I describe below.<\/p>\n<p>The post I refer to above is about using quantum chemical calculations to chart possible mechanistic pathways for the reaction between a carboxylic acid and an amine to form an amide. The FAIR data for the entire project is <span style=\"color: #ff0000;\">collected<\/span> at DOI:\u00a0<a href=\"https:\/\/data.hpc.imperial.ac.uk\/resolve?doi=4598\" target=\"FAIR\">10.14469\/hpc\/4598<\/a>. Part of what makes it FAIR is the metadata not only collected about this data but also formally registered with the DataCite agency. Registration in turn enables <span style=\"color: #ff0000;\">Finding<\/span>; it is this aspect I want to demonstrate here.<\/p>\n<p>The <a href=\"https:\/\/data.datacite.org\/application\/vnd.datacite.datacite+xml\/10.14469\/hpc\/4598\">metadata<\/a> for the above DOI includes information such as;<\/p>\n<ol>\n<li>The ORCID persistent identifier (PID) for the creator of the data (in this instance myself)<\/li>\n<li>Date stamps for the original creation date and subsequent modifications.<\/li>\n<li>A rights declaration, in this case the CC0 license which describes how the data can be re-used.<\/li>\n<li>Related identifiers, in this case describing members of this <span style=\"color: #ff0000;\">collection<\/span>.<\/li>\n<\/ol>\n<p>The data itself is held in the members of the collection, each of which is described by a more specific set of <a href=\"https:\/\/data.datacite.org\/application\/vnd.datacite.datacite+xml\/10.14469\/hpc\/4606\">metadata<\/a> in addition to the more general types in the above list (e.g.\u00a0<a href=\"https:\/\/doi.org\/10.14469\/hpc\/4606\">10.14469\/hpc\/4606<\/a>).<\/p>\n<ol start=\"5\">\n<li>One important additional metadata descriptor is the <strong>ORE<\/strong> locator (Object Re-use and Exchange, itself almost a synonym for FAIR). This allows a machine to deduce a direct path to the data file itself, and hence to retrieve it automatically if desired. It is important to note that the DOI itself (i.e.\u00a0<a href=\"https:\/\/doi.org\/10.14469\/hpc\/4606\">10.14469\/hpc\/4606<\/a>) points only to the &#8220;landing page&#8221; for the dataset, and does not necessarily describe the direct path to any specific file in the dataset. The ORE path can be used with <em>e.g.<\/em> software such as JSmol to directly load a molecule based only on its DOI. You can see an example of this <a href=\"http:\/\/www.ch.ic.ac.uk\/rzepa\/talks\/amsterdam18\/2018-1.html\">here<\/a>.<\/li>\n<li>Each molecule-based dataset contains additional specific metadata relating to the molecule itself. For example this is how the InChiKey, an identifier specific to that molecule, is expressed in metadata;<br \/>\n<tt>&lt;subject subjectScheme=\"inchikey\" schemeURI=\"http:\/\/www.inchi-trust.org\/\"&gt;PVXKWVPAMVWJSQ-UHFFFAOYSA-N&lt;\/subject&gt;<\/tt><br \/>\nThe advantage of expressing the metadata in this way is that a general search of the type:<br \/>\n<tt><a href=\"https:\/\/commons.datacite.org\/doi.org?query=subjects.subjectScheme:inchikey+AND+subjects.subject:CZABGBRSHXZJCF-UHFFFAOYSA-N\" target=\"_blank\" rel=\"noopener\">https:\/\/commons.datacite.org\/doi.org?query=subjexts.subjectScheme:inchikey+AND+subjects.subject:CZABGBRSHXZJCF-UHFFFAOYSA-N<\/a><\/tt><br \/>\ncan be used to track down any molecule with metadata corresponding to the above InChIkey.<\/li>\n<li>Here is more metadata, introduced in this blog. It relates to the (computed) value of the Gibbs energy (the energy unit is in Hartree<sup>\u2020<\/sup>), as returned by the Gaussian program;<br \/>\n<tt>&lt;subject subjectScheme=\"Gibbs_Energy\" schemeURI=\"https:\/\/goldbook.iupac.org\/html\/G\/G02629.html\" valueURI=\"http:\/\/gaussian.com\/thermo\/\"&gt;-649.732417&lt;\/subject&gt;<\/tt><br \/>\nI here argue that it represents a unique identifier for a molecule calculation using the quantum mechanical procedures implemented in <i>e.g.<\/i> Gaussian. This identifier is different from the InChIkey, in that it can be truncated to provide different levels of information.<\/p>\n<ul>\n<li>At the coarsest level, a search of the type<br \/>\n<tt><a href=\"https:\/\/commons.datacite.org\/doi.org\">https:\/\/commons.datacite.org\/doi.org?query=subjects.subjectScheme:Gibbs_Energy+AND+subjects.subject:\\-649.*<\/a><\/tt><br \/>\nshould reveal all molecules with the same number of atoms and electrons whose Gibbs energy has been calculated, but not necessarily with the same InChI (<em>i.e.<\/em> they may be isomers, or transition states, etc). This level might be useful for revealing most (not necessarily all<sup>\u2021<\/sup>) molecules involved in say a reaction mechanism. It should also be insensitive to the program system used, since most quantum codes will return a value for the Gibbs energy if the same procedures have been used (<em>i.e.<\/em> DFT method, basis set, solvation model and dispersion correction) accurate to probably 0.01 Hartree.<\/li>\n<li>The top level of precision however is high enough to almost certainly relate to a specific molecule and probably using a specific program;<br \/>\n<tt><a href=\"https:\/\/commons.datacite.org\/doi.org?query=subjects.subjectScheme:Gibbs_Energy+AND+subjects.subject:\\-649.732417\">https:\/\/commons.datacite.org\/doi.org?query=subjects.subjectScheme:Gibbs_Energy+AND+subjects.subject:\\-649.732417<\/a><\/tt><\/li>\n<li>The searcher can experiment with different levels of precision to narrow or broaden the search.<\/li>\n<li>I would also address the issue (before someone asks) of why\u00a0I have used the\u00a0Gibbs energy rather than the Total energy. Put simply,\u00a0the Gibbs energy is far more useful in a chemical context. It can be used to relate the relative Gibbs energies of different isomers of the same molecule to <em>e.g.<\/em> the equilibrium constant that might be measured.\u00a0Or the difference in Gibbs energies between a reactant and a transition state can be used to derive the free energy activation barrier for a reaction.\u00a0The total energy is not so useful in such contexts, although of course it too could be added as a subject in the metadata above if a real use for it is found.<\/li>\n<\/ul>\n<\/li>\n<li>The searcher can also use Boolean combinations of metadata, such as specifying both the InChIKey and the Gibbs Energy, along with say the ORCID of the person who may have published the data;<br \/>\n<tt><a href=\"https:\/\/commons.datacite.org\/doi.org?query=subjects.subjectScheme:Gibbs_Energy+AND+subjects.subject:\\-649.*+AND+subjects.subjectScheme:inchikey+AND+subjects.subject:CZABGBRSHXZJCF-UHFFFAOYSA-N+AND+contributors.nameIdentifiers.nameIdentifier:*0000-0002-8635-8390\" target=\"_blank\" rel=\"noopener\">https:\/\/commons.datacite.org\/doi.org?query=subjects.subjectScheme:Gibbs_Energy+AND+subjects.subject:\\-649.*+AND+ subjects.subjectScheme:inchikey+AND+subjects.subject:CZABGBRSHXZJCF-UHFFFAOYSA-N+AND+contributors.nameIdentifiers.nameIdentifier:*0000-0002-8635-8390<\/a><\/tt><sup>\u2665<\/sup><\/li>\n<\/ol>\n<p>I have tried to show above how FAIR data implies some form of rich (registered) metadata. And how the metadata can be used to Find (the F in FAIR) data with very specific properties, thus <span style=\"color: #0000ff;\">Harnessing FAIR data<\/span>.<\/p>\n<hr \/>\n<p><sup>\u2020<\/sup>It is a current limitation of the V4.1 DataCite schema that there appears no way to specify the data type of the subject, including any units.<\/p>\n<p><sup>\u2021<\/sup>In theory, a <a href=\"http:\/\/yonik.com\/solr\/query-syntax\/\">range query<\/a> of the type:<br \/>\n<tt><small>https:\/\/commons.datacite.org\/doi.org?query=subjects.subjectScheme:Gibbs_energy+AND+subjects.subject:[\\-649.1 TO \\-649.8]<\/small><\/tt> should be more specific, but I have not yet gotten it to work, probably because of the lack of data-typing means it is not recognised as a range of numeric values.<\/p>\n<p><sup>\u2665<\/sup>Implicit in this search is the grouping<br \/>\n<a href=\"https:\/\/commons.datacite.org\/doi.org?query=(subjects.subjectScheme:Gibbs_Energy+AND+subjects.subject:\\-649.*)+AND+(subjects.subjectScheme:inchikey+AND+subjects.subject:CZABGBRSHXZJCF-UHFFFAOYSA-N)+AND+contributors.nameIdentifiers.nameIdentifier:*0000-0002-8635-8390\"><tt>https:\/\/commons.datacite.org\/doi.org?query=(subjects.subjectScheme:Gibbs_Energy+AND+subjects.subject:\\-649.*) + (subjects.subjectScheme:inchikey+AND+subjects.subject:CZABGBRSHXZJCF-UHFFFAOYSA-N)+AND+contributors.nameIdentifiers.nameIdentifier:*0000-0002-8635-8390<\/tt><\/a><br \/>\nCurrently however DataCite do not correctly honour this form of grouping.<\/p>\n<p><span style=\"color: #ff0000;\"><sup>\u2665<\/sup><\/span><a href=\"http:\/\/www.ses.ac.uk\/2018\/10\/04\/fair\/#tab-panel-session\" target=\"_blank\" rel=\"noopener\">Video of the speakers and the panel session<\/a> at the end is now available.<\/p>\n<!-- kcite active, but no citations found -->\n<\/div> <!-- kcite-section 19892 -->","protected":false},"excerpt":{"rendered":"<p>Harnessing FAIR data is an event being held in London on September 3rd; no doubt all the speakers will espouse its virtues and speculate about how to realize its potential.\u2665 Admirable aspirations indeed. Capturing hearts and minds also needs lots of real life applications! Whilst assembling a forthcoming post on this blog, I realized I [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"activitypub_content_warning":"","activitypub_content_visibility":"","activitypub_max_image_attachments":5,"activitypub_interaction_policy_quote":"anyone","activitypub_status":"","footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"jetpack_post_was_ever_published":false},"categories":[4],"tags":[1420,1822,2413,1211,1789,24,896,1690,2300,2412,1213,1081,2414,1691],"ppma_author":[2661],"class_list":["post-19892","post","type-post","status-publish","format-standard","hentry","category-interesting-chemistry","tag-academic-publishing","tag-chemical-context","tag-code","tag-data","tag-datacite","tag-energy","tag-free-energy-activation-barrier","tag-identifiers","tag-information","tag-iso-iec-11179","tag-orcid","tag-quantum-chemical-calculations","tag-real-life-applications","tag-technical-communication"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Harnessing FAIR data: A suggested useful persistent identifier (PID) for quantum chemical calculations. - Henry Rzepa&#039;s Blog<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/?p=19892\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Harnessing FAIR data: A suggested useful persistent identifier (PID) for quantum chemical calculations. - Henry Rzepa&#039;s Blog\" \/>\n<meta property=\"og:description\" content=\"Harnessing FAIR data is an event being held in London on September 3rd; no doubt all the speakers will espouse its virtues and speculate about how to realize its potential.\u2665 Admirable aspirations indeed. 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Quantum mechanics\u00a0is increasingly used to calculate such spectra to aid assignment and the solvent is here normally simulated as a continuum rather than by explicit inclusion of one or more chloroform\u2026","rel":"","context":"In &quot;crystal_structure_mining&quot;","block_context":{"text":"crystal_structure_mining","link":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/?cat=1745"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":16952,"url":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/?p=16952","url_meta":{"origin":19892,"position":1},"title":"The 2016 Bradley-Mason prize for open chemistry.","author":"Henry Rzepa","date":"October 4, 2016","format":false,"excerpt":"Peter Murray-Rust and I are delighted to announce that the 2016 award of the Bradley-Mason\u00a0prize for open chemistry\u00a0goes to\u00a0Jan Szopinski (UG) and\u00a0Clyde Fare (PG). Jan's open chemistry derives from a final year project looking at why atom charges derived from quantum chemical calculation of the electronic density represent chemical information\u2026","rel":"","context":"In &quot;Bradley-Mason Prize for Open Chemistry&quot;","block_context":{"text":"Bradley-Mason Prize for Open Chemistry","link":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/?cat=2131"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":1967,"url":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/?p=1967","url_meta":{"origin":19892,"position":2},"title":"A Digital chemical repository &#8211; is it being used?","author":"Henry Rzepa","date":"May 4, 2010","format":false,"excerpt":"In this previous blog post I wrote about one way in which we have enhanced the journal article. Associated with that enhancement, and also sprinkled liberally throughout this blog, are links to a Digital Repository (if you want to read all about it, see DOI: 10.1021\/ci7004737). It is a fairly\u2026","rel":"","context":"In &quot;Interesting chemistry&quot;","block_context":{"text":"Interesting chemistry","link":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/?cat=4"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":24543,"url":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/?p=24543","url_meta":{"origin":19892,"position":3},"title":"Quantum chemistry interoperability (library): another step towards FAIR data.","author":"Henry Rzepa","date":"January 1, 2022","format":false,"excerpt":"To be FAIR, data has to be not only Findable and Accessible, but straightforwardly Interoperable. One of the best examples of interoperability in chemistry comes from the domain of quantum chemistry. This strives to describe a molecule by its electron density distribution, from which many interesting properties can then be\u2026","rel":"","context":"In &quot;Chemical IT&quot;","block_context":{"text":"Chemical IT","link":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/?cat=2"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":16696,"url":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/?p=16696","url_meta":{"origin":19892,"position":4},"title":"A periodic table for anomeric centres, this time with quantified interactions.","author":"Henry Rzepa","date":"August 8, 2016","format":false,"excerpt":"The previous post contained an exploration of the anomeric effect as it occurs at an atom centre X for which the effect is manifest in crystal structures. Here I\u00a0quantify the effect, by selecting the test molecule MeO-X-OMe, where X is of two types:A two-coordinate atom across the series B-O and\u2026","rel":"","context":"In &quot;Interesting chemistry&quot;","block_context":{"text":"Interesting chemistry","link":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/?cat=4"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":22656,"url":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/?p=22656","url_meta":{"origin":19892,"position":5},"title":"High-performance polythioesters with high chemical recyclability.","author":"Henry Rzepa","date":"September 2, 2020","format":false,"excerpt":"Here I investigate a recent report of a new generation of polyesters with the intrinsic properties of high crystallinity and chemical recyclability. The latter point is key, since many current plastics cannot be easily recycled to a form which can be used to regenerate the original polymer with high yield.\u2026","rel":"","context":"In &quot;Interesting chemistry&quot;","block_context":{"text":"Interesting chemistry","link":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/?cat=4"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.ch.ic.ac.uk\/rzepa\/blog\/wp-content\/uploads\/2020\/09\/RSSR-lit-1024x759.jpg?resize=350%2C200&ssl=1","width":350,"height":200},"classes":[]}],"jetpack_likes_enabled":false,"authors":[{"term_id":2661,"user_id":1,"is_guest":0,"slug":"admin","display_name":"Henry Rzepa","avatar_url":"https:\/\/secure.gravatar.com\/avatar\/897b6740f7f599bca7942cdf7d7914af5988937ae0e3869ab09aebb87f26a731?s=96&d=blank&r=g","0":null,"1":"","2":"","3":"","4":"","5":"","6":"","7":"","8":""}],"_links":{"self":[{"href":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/index.php?rest_route=\/wp\/v2\/posts\/19892","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=19892"}],"version-history":[{"count":56,"href":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/index.php?rest_route=\/wp\/v2\/posts\/19892\/revisions"}],"predecessor-version":[{"id":28405,"href":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/index.php?rest_route=\/wp\/v2\/posts\/19892\/revisions\/28405"}],"wp:attachment":[{"href":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=19892"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=19892"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=19892"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/www.ch.ic.ac.uk\/rzepa\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fppma_author&post=19892"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}