{"id":276,"date":"2026-03-24T12:40:47","date_gmt":"2026-03-24T11:40:47","guid":{"rendered":"https:\/\/members.ifimac.uam.es\/lindazotti\/?p=276"},"modified":"2026-03-24T12:52:30","modified_gmt":"2026-03-24T11:52:30","slug":"twisting-the-data-a-universal-machine-learning-approach-to-classify-single-molecule-curves-and-beyond","status":"publish","type":"post","link":"https:\/\/members.ifimac.uam.es\/lindazotti\/research-highlights\/articles\/twisting-the-data-a-universal-machine-learning-approach-to-classify-single-molecule-curves-and-beyond\/","title":{"rendered":"\u201cTwisting\u201d the data: a universal machine-learning approach to classify single-molecule curves and beyond"},"content":{"rendered":"<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-277\" src=\"https:\/\/members.ifimac.uam.es\/lindazotti\/wp-content\/uploads\/sites\/14\/2026\/03\/Cover-Art_Digital-Discovery-300x200.png\" alt=\"\" width=\"300\" height=\"200\" srcset=\"https:\/\/members.ifimac.uam.es\/lindazotti\/wp-content\/uploads\/sites\/14\/2026\/03\/Cover-Art_Digital-Discovery-300x200.png 300w, https:\/\/members.ifimac.uam.es\/lindazotti\/wp-content\/uploads\/sites\/14\/2026\/03\/Cover-Art_Digital-Discovery-1024x683.png 1024w, https:\/\/members.ifimac.uam.es\/lindazotti\/wp-content\/uploads\/sites\/14\/2026\/03\/Cover-Art_Digital-Discovery-768x512.png 768w, https:\/\/members.ifimac.uam.es\/lindazotti\/wp-content\/uploads\/sites\/14\/2026\/03\/Cover-Art_Digital-Discovery.png 1536w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/p>\n<p><span id=\"top\">A new automated supervised procedure trained to classify both conductance-voltage (<span class=\"italic\">G<\/span>(<span class=\"italic\">V<\/span>)) curves and conductance-distance (<span class=\"italic\">G<\/span>(<span class=\"italic\">z<\/span>)) traces generated in single-molecule junctions.<\/span><\/p>\n<p>C Rold\u00e1n-Pi\u00f1ero, M Teresa Gonz\u00e1lez, P. M Olmos, L. A Zotti and E.Leary, Digital Discovery, 2025, <strong>4<\/strong>, 3043-3052 <a href=\"https:\/\/pubs.rsc.org\/en\/content\/articlelanding\/2025\/dd\/d5dd00207a\">[URL]<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>A new automated supervised procedure trained to classify both conductance-voltage (G(V)) curves and conductance-distance (G(z)) traces generated in single-molecule junctions. C Rold\u00e1n-Pi\u00f1ero, M Teresa Gonz\u00e1lez, P. M Olmos, L. A Zotti and E.Leary, Digital Discovery, 2025, 4, 3043-3052 [URL]<\/p>\n","protected":false},"author":11,"featured_media":277,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_mo_disable_npp":"","footnotes":""},"categories":[5],"tags":[],"class_list":["post-276","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-articles","entry"],"_links":{"self":[{"href":"https:\/\/members.ifimac.uam.es\/lindazotti\/wp-json\/wp\/v2\/posts\/276","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/members.ifimac.uam.es\/lindazotti\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/members.ifimac.uam.es\/lindazotti\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/members.ifimac.uam.es\/lindazotti\/wp-json\/wp\/v2\/users\/11"}],"replies":[{"embeddable":true,"href":"https:\/\/members.ifimac.uam.es\/lindazotti\/wp-json\/wp\/v2\/comments?post=276"}],"version-history":[{"count":6,"href":"https:\/\/members.ifimac.uam.es\/lindazotti\/wp-json\/wp\/v2\/posts\/276\/revisions"}],"predecessor-version":[{"id":284,"href":"https:\/\/members.ifimac.uam.es\/lindazotti\/wp-json\/wp\/v2\/posts\/276\/revisions\/284"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/members.ifimac.uam.es\/lindazotti\/wp-json\/wp\/v2\/media\/277"}],"wp:attachment":[{"href":"https:\/\/members.ifimac.uam.es\/lindazotti\/wp-json\/wp\/v2\/media?parent=276"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/members.ifimac.uam.es\/lindazotti\/wp-json\/wp\/v2\/categories?post=276"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/members.ifimac.uam.es\/lindazotti\/wp-json\/wp\/v2\/tags?post=276"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}