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Prog. Phys."],"published-print":{"date-parts":[[2026,10,1]]},"abstract":"<jats:title>Abstract<\/jats:title>\n                  <jats:p>Colloidal semiconductor nanocrystals (NCs) are widely explored as optical gain materials, and throughout over 20 years of research their performance is evaluated through transient absorption spectroscopy (TAS) using parameters such as gain magnitude, lifetime, and threshold. In this work, we discuss some of the literature values reported and couple that to different gain mechanisms. Next, we take a closer look at how these actually relate to the physical parameters that govern lasing, as described by the semiconductor laser rate equations, and found some discrepancy with what is usually reported and what is necessary. We introduce a new analytical framework that connects TAS data to two new fundamental quantities: the stimulated emission rate, representing the intrinsic light\u2013matter interaction speed, and the carrier recombination time, which determines the competing nonradiative loss channel. Together with the already typically reported transparency density, these parameters enable direct prediction of key laser characteristics, like threshold behavior for both femto- and quasi-CW excitation, without requiring full device fabrication. Applying this methodology to a range of colloidal NC systems, we demonstrate that their intrinsic gain performance approaches that of epitaxially grown quantum wells. Analysis of colloidal NC laser literature data further confirms the consistency and predictive power of this approach. This work establishes a unified basis for interpreting ultrafast spectroscopy of NCs and provides a more quantitative route to benchmarking emerging materials for integrated laser technologies.<\/jats:p>","DOI":"10.1088\/1361-6633\/aeacf8","type":"journal-article","created":{"date-parts":[[2026,10,13]],"date-time":"2026-10-13T12:06:23Z","timestamp":1791893183000},"page":"104502","update-policy":"https:\/\/doi.org\/10.1088\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["From optical gain to lasing with colloidal nanocrystals"],"prefix":"10.1088","volume":"89","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-9241-5585","authenticated-orcid":true,"given":"Ivo","family":"Tanghe","sequence":"first","affiliation":[{"name":"Ghent University-imec"},{"name":"Ghent University"},{"name":"Ghent University"}],"role":[{"vocabulary":"crossref","role":"author"},{"role":"conceptualization","vocabulary":"credit"},{"role":"data-curation","vocabulary":"credit"},{"role":"formal-analysis","vocabulary":"credit"},{"role":"investigation","vocabulary":"credit"},{"role":"methodology","vocabulary":"credit"},{"role":"validation","vocabulary":"credit"},{"role":"visualization","vocabulary":"credit"},{"role":"writing-original-draft","vocabulary":"credit"},{"role":"resources","vocabulary":"credit"}]},{"given":"Zeger","family":"Hens","sequence":"additional","affiliation":[{"name":"Ghent University"}],"role":[{"vocabulary":"crossref","role":"author"},{"role":"investigation","vocabulary":"credit"},{"role":"validation","vocabulary":"credit"},{"role":"writing-review-editing","vocabulary":"credit"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0111-431X","authenticated-orcid":false,"given":"Dries","family":"Van Thourhout","sequence":"additional","affiliation":[{"name":"Ghent University-imec"}],"role":[{"vocabulary":"crossref","role":"author"},{"role":"resources","vocabulary":"credit"},{"role":"investigation","vocabulary":"credit"},{"role":"supervision","vocabulary":"credit"},{"role":"validation","vocabulary":"credit"},{"role":"writing-review-editing","vocabulary":"credit"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7217-8738","authenticated-orcid":true,"given":"Pieter","family":"Geiregat","sequence":"additional","affiliation":[{"name":"Ghent University"},{"name":"Ghent University"}],"role":[{"vocabulary":"crossref","role":"author"},{"role":"formal-analysis","vocabulary":"credit"},{"role":"investigation","vocabulary":"credit"},{"role":"resources","vocabulary":"credit"},{"role":"writing-original-draft","vocabulary":"credit"},{"role":"writing-review-editing","vocabulary":"credit"}]}],"member":"266","published-online":{"date-parts":[[2026,10,13]]},"reference":[{"key":"ropaeacf8bib1","doi-asserted-by":"publisher","first-page":"6192","DOI":"10.1021\/acsnano.1c01399","type":"journal-article","article-title":"Nanocrystal quantum dots: from discovery to modern development","volume":"15","author":"Efros","year":"2021","journal-title":"ACS Nano"},{"key":"ropaeacf8bib2","doi-asserted-by":"publisher","first-page":"31969","DOI":"10.1021\/acsnano.5c07838","type":"journal-article","article-title":"Prospects of nanoscience with nanocrystals: 2025 edition","volume":"19","author":"Ib\u00e1\u00f1ez","year":"2025","journal-title":"ACS Nano"},{"key":"ropaeacf8bib3","doi-asserted-by":"publisher","first-page":"42","DOI":"10.1038\/s43586-025-00413-y","type":"journal-article","article-title":"Colloidal quantum dots for optoelectronics","volume":"5","author":"Houtepen","year":"2025","journal-title":"Nat. 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