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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Sustain. Energy Policy</journal-id>
<journal-title>Frontiers in Sustainable Energy Policy</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Sustain. Energy Policy</abbrev-journal-title>
<issn pub-type="epub">2813-4982</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fsuep.2025.1613079</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Sustainable Energy Policy</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Culture and heritage for a just transition to climate-neutral and smart cities. Text mining supporting New European Bauhaus elements detection</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Costanzo</surname> <given-names>Ezilda</given-names></name>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2928929/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Alderuccio</surname> <given-names>Daniela</given-names></name>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/software/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
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</contrib-group>
<aff><institution>Department of Energy Technologies and Renewable Sources, Italian National Agency for New Technologies, Energy and Sustainable Economic Development (ENEA)</institution>, <addr-line>Rome</addr-line>, <country>Italy</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Alessandro Sciullo, University of Turin, Italy</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Lizbeth Liliana D&#x000ED;az Mu&#x000F1;oz, Autonomous University of Aguascalientes, Mexico</p>
<p>Antonio Martella, University of Turin, Italy</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Ezilda Costanzo <email>ezilda.costanzo&#x00040;enea.it</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>04</day>
<month>09</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>4</volume>
<elocation-id>1613079</elocation-id>
<history>
<date date-type="received">
<day>16</day>
<month>04</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>15</day>
<month>07</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2025 Costanzo and Alderuccio.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Costanzo and Alderuccio</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<p>Cities are at the forefront in linking their socio-economic development to culture and heritage that they are slowly acknowledging as a way to also address climate change. Cultural participation can influence a diverse range of social impact areas, such as health and wellbeing, social cohesion and intercultural dialogue, innovation, and education, as well as community-driven urban and territorial renewal and development. The sense of heritage ownership is a complex relationship between individual, collective, and institutional claims that can leverage action and better governance. With the New European Bauhaus (NEB) initiative launched in 2021, the European Union pledges culture&#x00027;s contribution to the European Green Deal and advocates the role of cultural institutions, as they play a vital role in strengthening community engagement. This article illustrates to what extent culture (arts, heritage, cultural, and creative industries) and NEB principles are mainstreamed into recent and innovative urban energy and climate policies to drive behavioral change and improve networking and multi-stakeholder commitment. We have focused on a sample of the 100 EU Mission Cities. By analyzing their road maps for climate-neutrality and smartness, the Climate City Contracts (CCCs), we have addressed the following questions: &#x02013; Do cities rely on culture and heritage for a just transition? &#x02013; What is the role of arts, heritage, cultural, and creative Industries in their pathways for a just transition? &#x02013; Do these actions take advantage of digitalization? Based on the vocabulary categorization, we have started developing a text mining method that may support extending the analysis of &#x0201C;culture for climate action&#x0201D;&#x02014;related elements to a broader number and types of urban transition policies. We have interpreted the CCCs sample providing a high-quality human-annotated corpus. The aim is to train a future artificial intelligence model that could help assess impacts and identify other culture and heritage-based experiences to enhance &#x0201C;Knowledge for Policy&#x0201D; toward the NEB application in cities.</p></abstract>
<kwd-group>
<kwd>smart cities (SC)</kwd>
<kwd>culture</kwd>
<kwd>text mining (TM)</kwd>
<kwd>New European Bauhaus (NEB)</kwd>
<kwd>climate action</kwd>
<kwd>knowledge for policy</kwd>
</kwd-group>
<counts>
<fig-count count="2"/>
<table-count count="5"/>
<equation-count count="0"/>
<ref-count count="32"/>
<page-count count="12"/>
<word-count count="8075"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Energy and Society</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p><italic>Culture</italic> is defined as the set of distinctive, spiritual, material, and affective features that characterize a society or social group, concerning ways of life, fundamental human rights, values, beliefs and traditions [United Nations Educational, Scientific and Cultural Organization (UNESCO), 2023].<xref ref-type="fn" rid="fn0001"><sup>1</sup></xref><sup>,</sup><xref ref-type="fn" rid="fn0002"><sup>2</sup></xref> Urban cultural life creates relationships between people and values. It is considered a suitable terrain to influence, inspire, and guide civil commitment toward sustainability and climate.</p>
<p>Some forms of cultural participation have shown to drive climate-related behavior change<xref ref-type="fn" rid="fn0003"><sup>3</sup></xref> on mobility choices (<xref ref-type="bibr" rid="B27">Quaglione et al., 2019</xref>), energy demand, and collective initiatives (<xref ref-type="bibr" rid="B29">Shortall et al., 2022</xref>). A few exemplary cities are already harnessing the power of culture to create growth, regenerate neighborhoods, strengthen social cohesion, and inspire transformational change (<xref ref-type="bibr" rid="B20">Julie&#x00027;s Bicycle and C40, 2017</xref>).</p>
<p>With the Paris Agreement, the role of culture in the Action for Climate Empowerment has been advocated and recognized from international organizations, governments and networks such as <xref ref-type="bibr" rid="B31">UNESCO (2019)</xref>, the Organization for Economic Co-operation and Development (OECD), the International Council on Monuments and Sites (ICOMOS),<xref ref-type="fn" rid="fn0004"><sup>4</sup></xref> and the United Nations Framework Convention on Climate Change (UNFCCC).<xref ref-type="fn" rid="fn0005"><sup>5</sup></xref> During the UN Climate Change Conference 28 in Dubai - United Arab Emirates (UN COP28), in response to the Climate Heritage Network (CHN) Call<xref ref-type="fn" rid="fn0006"><sup>6</sup></xref> signed by the main international cultural and cities networks and associations, governments have been asked to expedite integrating culture, values, and diverse knowledge systems into their climate action and mainstreaming climate action across cultural agendas. According to the <xref ref-type="bibr" rid="B26">OECD (2022)</xref>, cultural participation can interact and reinforce other forms of civic engagement, such as political participation, volunteering, and community engagement. A first analysis (<xref ref-type="bibr" rid="B18">Guzman and Daly, 2021</xref>) of the inclusion of culture and traditional knowledge in climate adaptation and mitigation plans revealed that a taxonomy of the necessary resources (heritage, groups, and values) is missing. There is a consensus that the capacity of culture and cultural and creative industries (CCIs) is underused and misplaced in key climate policy discussions (<xref ref-type="bibr" rid="B14">European Commission, 2022b</xref>), as well as related measurement methods (<xref ref-type="bibr" rid="B5">Costanzo, 2024</xref>). The EU New European Bauhaus initiative (<xref ref-type="bibr" rid="B12">EU Commission, 2021</xref>), defined as &#x0201C;the soul of the EU Green Deal,&#x0201D; adds the cultural component to the EU energy and climate policy framework. Based on the three synergic principles of sustainability, inclusion, and aesthetics, the New European Bauhaus (NEB) overcomes silos between creativity, engineering, sociology, and technology with the support of digitalization. Behavior change is the main NEB short-term goal by 2027, to be achieved through educational programmes, citizen science, and research.</p>
<p>The EU Mission Climate, neutral and smart cities within the R&#x00026;I Horizon Europe programme, is based on a holistic approach requiring social co-benefits for the transition.<xref ref-type="fn" rid="fn0007"><sup>7</sup></xref> The 100 EU Mission Cities selected in 2022 have to accelerate their pathways to climate neutrality by 2030 by demonstrating innovative forms of governance and collaboration (<xref ref-type="bibr" rid="B17">Gronkiewicz-Waltz et al., 2020</xref>). Key stakeholders&#x00027; commitment and citizens&#x00027; engagement are <italic>sine qua non</italic> conditions in the co-creation process of their Climate City Contracts (CCCs). The Mission Cities evaluation framework (<xref ref-type="bibr" rid="B24">NetZeroCities, 2022</xref>), established soon after the NEB communication, includes indicators such as social inclusion and innovation, co-design of urban regeneration and climate actions, attractiveness and aesthetics of the built environment, and quality of life. Hence, the EU Mission attributes a large space to cultural values and heritage protection in line with the NEB principles. Out of the 31 cities with an approved Climate Contract,<xref ref-type="fn" rid="fn0008"><sup>8</sup></xref> 11 are creative and cultural cities (in the JRC monitor).<xref ref-type="fn" rid="fn0009"><sup>9</sup></xref> Each city is different in terms of size, governance, available budget, and current level of climate commitment. We analyzed their climate-neutral roadmaps to verify to what extent culture and heritage (acknowledged values in these cities) are actually used as levers for their transition.<xref ref-type="fn" rid="fn0010"><sup>10</sup></xref> Today, there is still little evidence of policies enabling culture-based actions to raise awareness and/or promote behavioral change regarding sustainability and energy issues.<xref ref-type="fn" rid="fn0011"><sup>11</sup></xref> Moreover, a recent literature review has found very few studies on smart cities&#x00027; digital tools (such as mobile apps, machine learning, the Internet of Things, and big data) that integrate arts and culture and non that integrate all principles clustered in the NEB (<xref ref-type="bibr" rid="B30">Takaoka et al., 2023</xref>).</p>
<p>So we have developed a text mining approach that can be useful for extracting knowledge from a higher number of documents for policy in the semantic fields of our interest. This analysis presents a double novelty compared to the current situation:</p>
<list list-type="bullet">
<list-item><p>The use of big data for policymaking (knowledge for policy)<xref ref-type="fn" rid="fn0012"><sup>12</sup></xref> is lagging; text mining, in this domain, remains at an early stage (<xref ref-type="bibr" rid="B19">Gy&#x000F3;di et al., 2023</xref>).</p></list-item>
<list-item><p>The semantic field we have investigated, the culture&#x02013;climate policy nexus, is still little explored.</p></list-item>
</list>
</sec>
<sec sec-type="materials and methods" id="s2">
<title>Materials and methods</title>
<sec>
<title>Policy and programmatic framework</title>
<p>To have insight into how &#x0201C;culture for climate action&#x0201D; has been interpreted under the umbrella of the European Green Deal, we went through to the following EU policies and programmes:</p>
<list list-type="simple">
<list-item><p>&#x02013; Urban Agenda for the EU (UEUA), a multi-level working method for urban policy and practice, in particular the UA Partnership &#x0201C;Culture and Cultural Heritage&#x0201D; thematic action plan (<xref ref-type="bibr" rid="B10">EU, 2023</xref>).</p></list-item>
<list-item><p>&#x02013; The NEB initiative.</p></list-item>
<list-item><p>&#x02013; The 2021&#x02013;2027 European Urban Initiative [EUI; a continuation of UEUA, funded by European Regional Development Fund (ERDF)] [<xref ref-type="bibr" rid="B16">European Urban Initiative (EUI), 2022</xref>]. The first EUI call for innovation actions aimed at demonstrating NEB principles in 2022 (<xref ref-type="bibr" rid="B9">EU, 2022b</xref>) invited cities to address themes such as <italic>Regenerating urban spaces, Preserving and transforming cultural heritage, Construction and renovation in a spirit of circularity and carbon neutrality</italic>, and <italic>Adapting and transforming buildings for affordable housing solutions</italic>.</p></list-item>
<list-item><p>&#x02013; The Work Plan for Culture 2023&#x02013;26 (<xref ref-type="bibr" rid="B8">EU, 2022a</xref>). The plan asserts that culture can expedite the awareness raising, creativity, and innovation for the sustainable development and societal transformation (culture for the planet), asking for improved accessibility through digitalization and sectoral policies integration.</p></list-item>
<list-item><p>&#x02013; EU Mission Climate-Neutral and Smart Cities (mission board proposal and info kit; <xref ref-type="bibr" rid="B7">EU, 2021</xref>).</p></list-item>
</list>
<p>Starting from this background, we have analyzed a sample of CCCs from the EU Mission cities. We have supposed that these CCCs, conceived and approved between 2022 and 2024, may also include the principles of the NEB. <xref ref-type="table" rid="T1">Table 1</xref> shows the list of the analyzed documents.</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>European Union Reference Policies and Mission Cities Climate City Contracts sections analyzed.</p></caption>
<table frame="box" rules="all">
<thead>
<tr>
<th valign="top" align="left"><bold>Policy</bold></th>
<th valign="top" align="center"><bold>Published</bold></th>
<th valign="top" align="left"><bold>Document/part</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">EU reference policies</td>
<td valign="top" align="center">2020</td>
<td valign="top" align="left">UEUA Culture and Cultural Heritage Partnership&#x02014;Action Plan</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">2020</td>
<td valign="top" align="left">EU Mission Board&#x00027;s proposal to the EC for a Mission on Climate-neutral and Smart Cities</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">2021</td>
<td valign="top" align="left">EU Mission Climate-Neutral and Smart Cities by 2030&#x02014;Info Kit for Cities</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">2021</td>
<td valign="top" align="left">NEB Communication</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">2021</td>
<td valign="top" align="left">EUI&#x02014;European Urban Initiative (description of the Action&#x02014;Annex I b)</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">2022</td>
<td valign="top" align="left">Terms of Reference EUI&#x02014;IA First call for proposals (themes description)</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="3">EU Mission cities&#x00027; CCCs</td>
<td valign="top" align="center" rowspan="3">2022-2024</td>
<td valign="top" align="left">Part B-2 Climate Neutrality Portfolio [description of the portfolio (2.1) and/or individual actions (2-1)]</td>
</tr>
<tr>
<td valign="top" align="left">Part B-3 Indicators for Monitoring, Evaluation and Learning</td>
</tr>
<tr>
<td valign="top" align="left">Part C Organization and Governance, Social and other innovative actions</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>CCC, Climate City Contract; UEUA, Urban Agenda for the EU; EC, European Commission; NEB, New European Bauhaus; EUI, European Urban Initiative; IA, Innovation Actions.</p>
</table-wrap-foot>
</table-wrap>
<p>As for the Mission Climate&#x02013;neutral and smart cities sample, we have selected those cities that simultaneously have (<xref ref-type="table" rid="T2">Table 2</xref>):</p>
<list list-type="simple">
<list-item><p>&#x02013; An approved CCC</p></list-item>
<list-item><p>&#x02013; Culture and creative character (according to JRC City Monitor selection criteria)</p></list-item>
<list-item><p>&#x02013; A Sustainable Energy and Climate Action Plan (SECAP), the municipality&#x00027;s commitment under the Covenant of Mayors 2015 (CoM 2030), to reduce greenhouse gas (GHG) emissions by at least 40% by 2030 and perform a climate change vulnerability and risk assessment including cultural heritage safeguard.<xref ref-type="fn" rid="fn0013"><sup>13</sup></xref></p></list-item>
</list>
<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption><p>Selected cities sample (having a Climate City Contract).</p></caption>
<table frame="box" rules="all">
<thead>
<tr>
<th valign="top" align="left"><bold>Mission label EU, October 2023 to November 2024</bold></th>
<th valign="top" align="left"><bold>Country</bold></th>
<th valign="top" align="left"><bold>Culture and creative character criterion (JRC)</bold></th>
<th valign="top" align="center"><bold>Covenant of Mayors SECAP</bold></th>
<th valign="top" align="left"><bold>Part of UEUA/EUI</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Kalamata</td>
<td valign="top" align="left">Greece</td>
<td valign="top" align="left">EUCoC European Capital of Culture</td>
<td valign="top" align="center">2021</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Florence</td>
<td valign="top" align="left">Italy</td>
<td valign="top" align="left">EUCoC European Capital of Culture</td>
<td valign="top" align="center">2023</td>
<td valign="top" align="left">UEUA</td>
</tr>
<tr>
<td valign="top" align="left">Parma</td>
<td valign="top" align="left">Italy</td>
<td valign="top" align="left">UNESCO Creative City</td>
<td valign="top" align="center">2021</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Guimar&#x000E3;es</td>
<td valign="top" align="left">Portugal</td>
<td valign="top" align="left">UNESCO Creative City</td>
<td valign="top" align="center">2024</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Stockholm</td>
<td valign="top" align="left">Sweden</td>
<td valign="top" align="left">EUCoC European Capital of Culture</td>
<td valign="top" align="center">2016</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Valencia</td>
<td valign="top" align="left">Spain</td>
<td valign="top" align="left">UNESCO Creative City</td>
<td valign="top" align="center">2019</td>
<td valign="top" align="left">EUI</td>
</tr>
<tr>
<td valign="top" align="left">Zaragoza</td>
<td valign="top" align="left">Spain</td>
<td valign="top" align="left">EUCoC European Capital of Culture</td>
<td valign="top" align="center">2021</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Barcelona</td>
<td valign="top" align="left">Spain</td>
<td valign="top" align="left">UNESCO Creative City</td>
<td valign="top" align="center">2011</td>
<td valign="top" align="left">EUI</td>
</tr>
<tr>
<td valign="top" align="left">Leuven</td>
<td valign="top" align="left">Belgium</td>
<td valign="top" align="left">JRC- at least 2 cultural festivals</td>
<td valign="top" align="center">2022</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Espoo</td>
<td valign="top" align="left">Finland</td>
<td valign="top" align="left">JRC- at least 2 cultural festivals</td>
<td valign="top" align="center">2019</td>
<td valign="top" align="left">UEUA</td>
</tr>
<tr>
<td valign="top" align="left">Tampere</td>
<td valign="top" align="left">Finland</td>
<td valign="top" align="left">JRC- at least 2 cultural festivals</td>
<td valign="top" align="center">2019</td>
<td/>
</tr></tbody>
</table>
<table-wrap-foot>
<p>JRC; SECAP, Sustainable Energy and Climate Action Plan; UAUE, Urban Agenda for the EU; EUI, European Urban Initiative; EUCoC, European Union Capital of Culture; UNESCO, United nations Educational, Scientific and Cultural Organization.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec>
<title>Methodology</title>
<p>To detect the interlinkages between culture-related actions and the CCCs&#x00027; possible social impacts, we have relied on text mining software, TaLTaC.<xref ref-type="fn" rid="fn0014"><sup>14</sup></xref> This tool combines natural language processing and statistical techniques (<xref ref-type="bibr" rid="B4">Bolasco and De Gasperis, 2017</xref>). We have implemented and progressively refined a thematic categorization (tagging) to facilitate the semantic exploration and document labeling of the selected CCCs. As a first step, we have identified a set of keywords for both the Cultural/heritage domain (Category 1) and the Social domain (Category 2) from the advocacy documents mentioned in the introduction (UNESCO, the OECD, ICOMOS, etc.). We have assumed heritage as both natural (biodiversity, parks, gardens, waterfronts, etc.) and built (streets and paths, squares, and buildings), in the spirit of the NEB.</p>
<p>We have refined this first selection of keywords by analyzing the culture-heritage and social domain vocabulary in the text corpora of the recent EU Green Deal policies and programmes (EU reference policies). We have then searched for the occurrence of these sets of keywords in the 11 CCCs sample. These documents develop a bottom-up approach to climate-neutrality and smartness from specific geographic and socio-cultural contexts, entailing different priorities and, hence, different terminology used. So we have further refined the set of keywords in the two categories. The CCCs&#x00027; structure follows a standardized template, but not all the cities fully embrace it. For example, the descriptions of individual actions are omitted in some cases. This obliged us to limit the complete analysis to eight of them, excluding Parma, Tampere, and Zaragoza.</p>
<p>Text mining was applied to the CCCs&#x00027; descriptions of individual actions (Section B2-2). It has also been extended to the portfolios (Section B2-1) for Guimar&#x000E3;es and Kalamata and the CCC annex for Leuven. These selected text corpora meaningfully vary from 166 to 4,689 total words, hence leading to different vocabulary sizes and richness.<xref ref-type="fn" rid="fn0015"><sup>15</sup></xref></p>
<p>The occurrence of Category 1 keywords led us detect the culture- and heritage-related actions in each CCC. To get evidence on how CCC culture- and heritage-related actions may impact the social area, we have attributed the Social domain keywords (Category 2) to four subcategories:</p>
<list list-type="simple">
<list-item><p>&#x02013; L&#x00026;C&#x02014;Learning and capacity (education and awareness raising)</p></list-item>
<list-item><p>&#x02013; SI&#x00026;Dem&#x02014;Social innovation and democracy (citizen engagement, accessibility, affordability and inclusion, cohesion, equality, behavioral change, etc.)</p></list-item>
<list-item><p>&#x02013; QoL&#x02014;Quality of life (health, sociality, identity and memory, perception- and reputation-driven by visual, acoustic, and tactile qualities)</p></list-item>
<list-item><p>&#x02013; Ec-D&#x02014;Economic development (creativity for innovation, research, local cultural production, sustainable tourism, and attractiveness for Small - Medium Enterprises (SMEs) and public&#x02013;private partnerships)</p></list-item>
</list>
<p>This classification builds on the NetZeroCities indicators framework (<xref ref-type="bibr" rid="B25">Neumann et al., 2022</xref>; <xref ref-type="bibr" rid="B28">Rizzo et al., 2022</xref>) and the more culture- and heritage-specific &#x0201C;holistic heritage impact assessment model&#x0201D; established by the EU H2020 Social Platform for Holistic Heritage Impact Assessment (SoPHIA)<xref ref-type="fn" rid="fn0016"><sup>16</sup></xref> project (<xref ref-type="bibr" rid="B1">Arif et al., 2021</xref>), both shown in <xref ref-type="table" rid="T3">Table 3</xref>.</p>
<table-wrap position="float" id="T3">
<label>Table 3</label>
<caption><p>NetZeroCities and SoPHIA impact indicators frameworks.</p></caption>
<table frame="box" rules="all">
<thead>
<tr>
<th valign="top" align="left"><bold>NetZeroCities&#x00027; co-benefits indicators framework</bold></th>
<th valign="top" align="left"><bold>SoPHIA cultural heritage impact assessment model</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Education/awareness <break/>&#x02022; Ecological awareness (citizen awareness regarding sustainability and the environment, pro-environmental identity, mindfulness)</td>
<td valign="top" align="left">Education creativity and innovation <break/>&#x02022; Education <break/>&#x02022; Awareness raising <break/>&#x02022; Research <break/>&#x02022; Digitization, science and technology <break/>&#x02022; Arts and creativity</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2">Social innovation<break/> &#x02022; Social innovation (skills and capacity building, social innovation, and skills development activities) <break/>&#x02022; Behavioral change toward low carbon lifestyle and practice (modal share of green transport modes: biking, walking, and public transport <break/>&#x02022; Equitable and affordable access to housing <break/>&#x02022; Social inclusion, innovation, democracy, and cultural impact <break/>&#x02022; (openness of public participation processes) <break/>&#x02022; City capacities for participation/engagement (citizen involvement in co-creation/co-design of climate neutrality actions) <break/>&#x02022; Social cohesion, gender, equality, equity (inclusion of different social groups)</td>
<td valign="top" align="left">Social capital (and governance) <break/>&#x02022; Inclusive access <break/>&#x02022; Participation and engagement Social cohesion</td>
</tr>
<tr>
<td valign="top" align="left">Identity of place <break/>&#x02022; Identity and memory <break/>&#x02022; Visibility and reputation <break/>&#x02022; Cultural landscape and aesthetics <break/>&#x02022; Heritage-led regeneration and adaptation. Re-use</td>
</tr>
<tr>
<td valign="top" align="left">Public health and environment<break/> &#x02022; Physical and mental wellbeing <break/>&#x02022; Liveability, attractiveness and aesthetics of the built environment <break/>&#x02022; Quality of public spaces (perception)</td>
<td valign="top" align="left">Quality of life <break/>&#x02022; Living conditions <break/>&#x02022; Peace and safety <break/>&#x02022; Social life <break/>&#x02022; Regional and local development</td>
</tr>
<tr>
<td valign="top" align="left">Economy <break/>&#x02022; Local entrepreneurship and local businesses (climate-neutral city start-ups, new businesses registered, surviving number of new companies after Year 3) <break/>&#x02022; Number of skilled jobs and rate of employment (green jobs and youth employment rate)</td>
<td valign="top" align="left">Work and prosperity <break/>&#x02022; Employment <break/>&#x02022; Local cultural production <break/>&#x02022; Tourism economy <break/>&#x02022; Economic attractiveness <break/>&#x02022; Social innovation and entrepreneurship</td>
</tr></tbody>
</table>
<table-wrap-foot>
<p>SoPHIA, Social Platform for Holistic Heritage Impact Assessment.</p>
</table-wrap-foot>
</table-wrap>
<p>This has allowed us to highlight the interlinkages between the two domains in the CCC actions. We have also applied text mining to detect indicators of culture-induced social impacts (in the four subcategories).</p>
<p>To correct the categorization, that is, the set of keywords used to tag the actions and detect impact indicators, the accuracy of the text mining outputs has been verified at different stages of the process, shown in <xref ref-type="fig" rid="F1">Figure 1</xref>.</p>
<fig position="float" id="F1">
<label>Figure 1</label>
<caption><p>Methodology. L&#x00026;C, Learning and capacity; SI&#x00026;D, Social innovation and democracy; QoL, Quality of life; Ec-D, Economic development.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fsuep-04-1613079-g0001.tif">
<alt-text>Flowchart illustrating the process of identifying keywords for culture-induced social impacts. It includes two semantic clustering levels: the first divides into &#x0201C;Culture, Heritage&#x0201D; and &#x0201C;Social area&#x0201D;, while the second expands into categories like: &#x0201C;Learning and Capacity&#x0201D;, &#x0201C;Social innovation and Democracy&#x0201D;, &#x0201C;Quality of Life&#x0201D;, &#x0201C;Economic Development&#x0201D;. The process follows four steps: exploration of the semantic field, keywords selection and clustering, text sources selection and analyses. Phases 2-4 further refine and group keywords by using a linguistic software.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<sec>
<title>Culture and heritage in reference EU urban policies</title>
<p>The occurrence of the Category 1 keywords in the reference EU policies (shown in <xref ref-type="table" rid="T4">Table 4</xref>) reveals how heritage and culture are encompassed in the reference programmatic documents, such as the Urban Agenda for the EU Energy Transition Partnership Action Plan and the EUI. The latter belongs to the Cohesion Policy objective 5, &#x0201C;a Europe closer to citizens,&#x0201D; for an integrated and inclusive social, economic, and environmental development, including culture, natural heritage, sustainable tourism, and security in urban areas.</p>
<table-wrap position="float" id="T4">
<label>Table 4</label>
<caption><p>Culture and heritage keywords occurrence in selected EU policies.</p></caption>
<table frame="box" rules="all">
<thead>
<tr>
<th valign="top" align="left"><bold>Category 1&#x02014;keywords</bold></th>
<th valign="top" align="center"><bold>A</bold></th>
<th valign="top" align="center"><bold>B</bold></th>
<th valign="top" align="center"><bold>C</bold></th>
<th valign="top" align="center"><bold>D</bold></th>
<th valign="top" align="left"><bold>Category 1&#x02014;keywords</bold></th>
<th valign="top" align="center"><bold>A</bold></th>
<th valign="top" align="center"><bold>B</bold></th>
<th valign="top" align="center"><bold>C</bold></th>
<th valign="top" align="center"><bold>D</bold></th>
<th valign="top" align="left"><bold>Category 1&#x02014;keywords</bold></th>
<th valign="top" align="center"><bold>A</bold></th>
<th valign="top" align="center"><bold>B</bold></th>
<th valign="top" align="center"><bold>C</bold></th>
<th valign="top" align="center"><bold>D</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Aesthetics</td>
<td/>
<td valign="top" align="center">4</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">3</td>
<td valign="top" align="left">Fashion</td>
<td/>
<td valign="top" align="center">3</td>
<td valign="top" align="center">1</td>
<td/>
<td valign="top" align="left">Preserve/preservation</td>
<td valign="top" align="center">43</td>
<td/>
<td valign="top" align="center">1</td>
<td valign="top" align="center">6</td>
</tr>
<tr>
<td valign="top" align="left">Architecture/architectural</td>
<td valign="top" align="center">16</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">10</td>
<td valign="top" align="center">1</td>
<td valign="top" align="left">Festival</td>
<td/>
<td valign="top" align="center">4</td>
<td/>
<td/>
<td valign="top" align="left">Protect/protection</td>
<td valign="top" align="center">70</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">18</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Artist</td>
<td valign="top" align="center">32</td>
<td valign="top" align="center">4</td>
<td/>
<td valign="top" align="center">1</td>
<td valign="top" align="left">Garden</td>
<td/>
<td valign="top" align="center">3</td>
<td valign="top" align="center">1</td>
<td/>
<td valign="top" align="left">Regeneration</td>
<td valign="top" align="center">22</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">3</td>
</tr>
<tr>
<td valign="top" align="left">Artistic</td>
<td valign="top" align="center">20</td>
<td/>
<td/>
<td valign="top" align="center">1</td>
<td valign="top" align="left">Heritage</td>
<td valign="top" align="center">814</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">6</td>
<td valign="top" align="left">Rehabilitation</td>
<td valign="top" align="center">22</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Arts</td>
<td valign="top" align="center">15</td>
<td valign="top" align="center">4</td>
<td/>
<td/>
<td valign="top" align="left">Historic</td>
<td valign="top" align="center">22</td>
<td/>
<td valign="top" align="center">12</td>
<td/>
<td valign="top" align="left">Safeguard</td>
<td/>
<td/>
<td valign="top" align="center">1</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Audience</td>
<td valign="top" align="center">10</td>
<td/>
<td valign="top" align="center">1</td>
<td/>
<td valign="top" align="left">Historical</td>
<td valign="top" align="center">24</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">5</td>
<td/>
<td valign="top" align="left">Site</td>
<td valign="top" align="center">113</td>
<td/>
<td valign="top" align="center">10</td>
<td valign="top" align="center">1</td>
</tr>
<tr>
<td valign="top" align="left">Beauty/beautiful</td>
<td/>
<td valign="top" align="center">4</td>
<td/>
<td/>
<td valign="top" align="left">Identity</td>
<td valign="top" align="center">46</td>
<td/>
<td valign="top" align="center">1</td>
<td/>
<td valign="top" align="left">Spaces</td>
<td valign="top" align="center">117</td>
<td valign="top" align="center">16</td>
<td valign="top" align="center">26</td>
<td valign="top" align="center">2</td>
</tr>
<tr>
<td valign="top" align="left">Biodiversity</td>
<td/>
<td valign="top" align="center">4</td>
<td valign="top" align="center">2</td>
<td/>
<td valign="top" align="left">Intangible</td>
<td valign="top" align="center">30</td>
<td/>
<td valign="top" align="center">1</td>
<td/>
<td valign="top" align="left">Tangible</td>
<td valign="top" align="center">27</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">3</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Center</td>
<td valign="top" align="center">26</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">11</td>
<td valign="top" align="center">1</td>
<td valign="top" align="left">Landscape</td>
<td valign="top" align="center">25</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">6</td>
<td/>
<td valign="top" align="left">Tourism</td>
<td valign="top" align="center">235</td>
<td valign="top" align="center">3</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Concerts</td>
<td/>
<td valign="top" align="center">1</td>
<td/>
<td/>
<td valign="top" align="left">Libraries</td>
<td valign="top" align="center">95</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td/>
<td valign="top" align="left">Tradition/traditional</td>
<td valign="top" align="center">38</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">12</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Conservation</td>
<td valign="top" align="center">15</td>
<td/>
<td valign="top" align="center">3</td>
<td/>
<td valign="top" align="left">Literature</td>
<td/>
<td/>
<td valign="top" align="center">1</td>
<td/>
<td valign="top" align="left">TV</td>
<td/>
<td/>
<td valign="top" align="center">1</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Creative/creativity</td>
<td valign="top" align="center">101</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">1</td>
<td valign="top" align="left">Media</td>
<td valign="top" align="center">15</td>
<td/>
<td valign="top" align="center">2</td>
<td/>
<td valign="top" align="left">UNESCO</td>
<td valign="top" align="center">52</td>
<td/>
<td valign="top" align="center">1</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Culture/cultural</td>
<td valign="top" align="center">1,319</td>
<td valign="top" align="center">17</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">6</td>
<td valign="top" align="left">Monument</td>
<td valign="top" align="center">31</td>
<td/>
<td/>
<td/>
<td valign="top" align="left">Videos</td>
<td/>
<td/>
<td valign="top" align="center">3</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Design/designer</td>
<td valign="top" align="center">24</td>
<td valign="top" align="center">16</td>
<td valign="top" align="center">36</td>
<td/>
<td valign="top" align="left">Museums</td>
<td valign="top" align="center">14</td>
<td/>
<td valign="top" align="center">2</td>
<td/>
<td valign="top" align="left">Visitor</td>
<td valign="top" align="center">31</td>
<td/>
<td valign="top" align="center">1</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Diversity</td>
<td valign="top" align="center">14</td>
<td/>
<td valign="top" align="center">5</td>
<td/>
<td valign="top" align="left">Old</td>
<td/>
<td/>
<td valign="top" align="center">2</td>
<td/>
<td valign="top" align="left">Visual</td>
<td/>
<td/>
<td valign="top" align="center">5</td>
<td valign="top" align="center">1</td>
</tr>
<tr>
<td valign="top" align="left">Event</td>
<td valign="top" align="center">39</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">5</td>
<td/>
<td valign="top" align="left">Parks</td>
<td/>
<td valign="top" align="center">2</td>
<td valign="top" align="center">4</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Exhibit/exhibition</td>
<td/>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td/>
<td valign="top" align="left">Place-based</td>
<td/>
<td valign="top" align="center">2</td>
<td valign="top" align="center">3</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr></tbody>
</table>
<table-wrap-foot>
<p>A&#x02014;Urban Agenda Culture/Cultural Heritage Partnership Plan (7,854 total types, different words, in the document).</p>
<p>B&#x02014;New European Bauhaus communication (1,664 total types in the document).</p>
<p>C&#x02014;EU Mission Climate Neutral and Smart Cities&#x02014;info kit (8,248 total types in the document).</p>
<p>D&#x02014;2022 European Urban Initiative New European Bauhaus demonstrators&#x00027; 1st call (283 types).</p>
</table-wrap-foot>
</table-wrap>
<p>The EU Mission Climate Neutral and Smart Cities Info Kit is rich with culture-related keywords even within its broader scope (climate neutrality and smartness) and its launch before the NEB communication.</p>
<p>The new NEB paradigm, linking aesthetics, sustainability and inclusion, is evident in the vocabulary of the 2022 EUI call for urban innovative actions to demonstrate NEB principles. Skills, affordability, equality, inclusion, accessibility, and sustainable behaviors, in the themes&#x00027; descriptions of the call, are strictly related to culture and heritage keywords, as shown in <xref ref-type="fig" rid="F2">Figure 2</xref>.</p>
<fig position="float" id="F2">
<label>Figure 2</label>
<caption><p>New European Bauhaus demonstrators theme keywords in the European Urban Initiative call (short text made of 283 types).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fsuep-04-1613079-g0002.tif">
<alt-text>Three connected word-clouds evidencing the occurrence of the Culture-Heritage vocabulary (oval on the left, with words such as aesthetics, regeneration), the Social Innovation area and Quality of Life area vocabulary in the EUI NEB Call. Each clouds emphasizes its central (more recurrent) terms in bold.</alt-text>
</graphic>
</fig>
</sec>
<sec>
<title>Culture and heritage and related social aspects in EU mission cities CCCs</title>
<p>So, how are recent innovative urban transition policies responding to the NEB approach?</p>
<p>In the eight Mission Cities&#x00027; CCCs selected, we have identified 40 <bold>Culture and Heritage</bold>&#x02013;related actions. These actions reflect the <bold>themes</bold> EUI suggested for the NEB demonstrators (regeneration of urban spaces, preservation and transformation of heritage, etc.). They aim at educating citizens, creating awareness, generating social innovation, promoting behavior change and new lifestyles, and supporting economic development and innovation through creativity.</p>
<p>The culture-heritage related actions, that we have tagged by <bold>social impact areas</bold> (L&#x00026;C, SI&#x00026;D, QoL, Ec-D), are evidenced in <xref ref-type="table" rid="T5">Table 5</xref>. Actions are also classified by transition field (building, mobility, green infrastructure and natural-based solutions, industry, or systemic) and theme.</p>
<table-wrap position="float" id="T5">
<label>Table 5</label>
<caption><p>Climate City Contracts&#x00027; Culture-Heritage&#x02013;related actions by social impact area, transition field, and theme.</p></caption>
<table frame="box" rules="all">
<thead>
<tr>
<th valign="top" align="left" style="background-color:#000066;color:#ffffff"><bold>City climate contract individual actions</bold></th>
<th valign="top" align="center" style="background-color:#004599;color:#ffffff"><bold>Regenerating urban spaces</bold></th>
<th valign="top" align="center" style="background-color:#004599;color:#ffffff"><bold>Preserving and transforming heritage </bold></th>
<th valign="top" align="center" style="background-color:#004599;color:#ffffff"><bold>Circular and carbon neutralconstruction and renovation</bold></th>
<th valign="top" align="center" style="background-color:#004599;color:#ffffff"><bold>Transf. for affordable housing</bold></th>
<th valign="top" align="center" style="background-color:#0578cc;color:#ffffff"><bold>Other </bold></th>
<th valign="top" align="center" style="background-color:#008500;color:#ffffff"><bold>Systemic</bold></th>
<th valign="top" align="center" style="background-color:#008500;color:#ffffff"><bold>Buildings</bold></th>
<th valign="top" align="center" style="background-color:#008500;color:#ffffff"><bold>Mobility</bold></th>
<th valign="top" align="center" style="background-color:#008500;color:#ffffff"><bold>Green and NBS (natural solutions)</bold></th>
<th valign="top" align="center" style="background-color:#008500;color:#ffffff"><bold>Industry</bold></th>
<th valign="top" align="center" style="background-color:#8c9999;color:#ffffff"><bold>L&#x00026;C&#x02014;learning and capacity</bold></th>
<th valign="top" align="center" style="background-color:#8c9999;color:#ffffff"><bold>SI&#x00026;D&#x02014;social innovation and democracy </bold></th>
<th valign="top" align="center" style="background-color:#8c9999;color:#ffffff"><bold>QoL&#x02014;quality of life</bold></th>
<th valign="top" align="center" style="background-color:#8c9999;color:#ffffff"><bold>Ec-D&#x02014;economic development</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" colspan="15" style="background-color:#dee1e1"><bold>Valencia</bold></td>
</tr>
<tr>
<td valign="top" align="left">Nou cami a la mer (bicycle path)</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td valign="top" align="center">X</td>
<td/>
<td valign="top" align="center">X</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Metropolitan Green Belt</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td valign="top" align="center">X</td>
<td/>
<td valign="top" align="center">X</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">City of square and pedestrians</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">15-min Valencia, urban planning</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">50/50 programme</td>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Energy culture</td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Large urban parks with inclusive design</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Continuity with beaches</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">VLC Tech City</td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td valign="top" align="center">X</td>
</tr>
<tr>
<td valign="top" align="left">Innovative District Vara de Quart (brownfield reconversion)</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
</tr>
<tr>
<td valign="top" align="left">La Marina. Recovery of the historic port</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
</tr>
<tr>
<td valign="top" align="left">Sustainable, digital and competitive tourism</td>
<td/>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
</tr>
<tr>
<td valign="top" align="left">Valencia city of creativity and culture</td>
<td/>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td valign="top" align="center">X</td>
</tr>
<tr>
<td valign="top" align="left">Integrated urban regeneration area</td>
<td valign="top" align="center">X</td>
<td/>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
</tr>
<tr>
<td valign="top" align="left" colspan="15" style="background-color:#dee1e1"><bold>Guimaraes</bold></td>
</tr>
<tr>
<td valign="top" align="left">Renewable energy sources acceleration</td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Guidance for heritage EE renovation</td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Green belt</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Biodiversity conservation and restoration</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Sustainable Tourism</td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td valign="top" align="center">X</td>
</tr>
<tr>
<td valign="top" align="left" colspan="15" style="background-color:#dee1e1"><bold>Stokholm</bold></td>
</tr>
<tr>
<td valign="top" align="left">Road transport electrification</td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left" colspan="15" style="background-color:#dee1e1"><bold>Florence</bold></td>
</tr>
<tr>
<td valign="top" align="left">Efficient municipality: buildings</td>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Efficiency in other public authorities</td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Green plan: botanical invasions</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td/>
<td valign="top" align="center">X</td>
<td/>
<td valign="top" align="center">X</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Building renovation urban regeneration</td>
<td valign="top" align="center">X</td>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left" colspan="15" style="background-color:#dee1e1"><bold>Barcelona</bold></td>
</tr>
<tr>
<td valign="top" align="left">Energy rehabilitation programme for buildings</td>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Education, culture, communication, participation programme</td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">knowledge and innovation development</td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td valign="top" align="center">X</td>
</tr>
<tr>
<td valign="top" align="left" colspan="15" style="background-color:#dee1e1"><bold>Kalamata</bold></td>
</tr>
<tr>
<td valign="top" align="left">Integrated regeneration and upgrading&#x02026; Historical Center</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Integrated regeneration and upgrading&#x02026; Central Sector</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Revitalization the eastern part of the Historical Center</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Zones with bioclimatic materials</td>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Creation of a network of pocket parks</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Construction of an open-air Olive Park</td>
<td/>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Bioclimatic regeneration of Fytia Square</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
</tr>
<tr>
<td valign="top" align="left">Green school</td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td valign="top" align="center">X</td>
</tr>
<tr>
<td valign="top" align="left">Awareness-raising actions</td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td valign="top" align="center">X</td>
</tr>
<tr>
<td valign="top" align="left" colspan="15" style="background-color:#dee1e1"><bold>ESPOO</bold></td>
</tr>
<tr>
<td valign="top" align="left">Fostering biodiversity and NBS</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">City districts as innovation hubs &#x02026;</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
</tr>
<tr>
<td valign="top" align="left" colspan="15" style="background-color:#dee1e1"><bold>Leuven</bold></td>
</tr>
<tr>
<td valign="top" align="left">Renovation of city building stock</td>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
<td valign="top" align="center">X</td>
</tr>
<tr>
<td valign="top" align="left">Place-based project Climate</td>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Place-based project Werkstad</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td/>
</tr></tbody>
</table>
<table-wrap-foot>
<p>EE, Energy Efficiency.</p>
</table-wrap-foot>
</table-wrap>
<p>The analysis evidenced that culture- and heritage-related actions for learning and capability on climate are a majority. Most cities declare education and awareness efforts as cross-cutting actions, in the general description of the CCC pathway for climate-neutrality and smartness; that&#x00027;s why, <bold>learning and capacity</bold> (L&#x00026;C) keywords are absent from the individual actions&#x00027; descriptions (we derived the information from the human reading of the initial part of the documents). The education effort, with a role for CCIs to engage citizens explicitly specified, may concern low emission and circular regeneration of historic buildings (Guimar&#x000E3;es, Florence, Kalamata, and Valencia), climate-neutral mobility (Espoo), sustainable tourism (Guimar&#x000E3;es and Valencia), and conservation of biodiversity and protection of natural heritage; the latter improves adaptation and mitigates the urban heat island effect. In 38% of cases, these actions also produce co-benefits in terms of social innovation (i.e., co-creation and the creation of skills for disadvantaged groups).</p>
<boxed-text>
<p>Barcelona: The Education, Culture, Communication and Participation Programme is a cross-cutting programme. At the educational level, it will strengthen support to schools for climate awareness. Cultural actions will specifically focus on holding debates, exhibitions, and events on the climate emergency. It includes a cultural agenda in the city (performing arts, cinema, concerts, festivals, workshops, itineraries, etc.) that will support the audience to inspire more people and actors. The programme will finance &#x0201C;Artists for Climate&#x0201D; to create projects in various facets of art (fashion, photography, theater, music, film, urban art, etc.) and a &#x0201C;climate action month&#x0201D; in the city&#x00027;s cultural facilities. The programme informs on opportunities, support, and good practices on climate mitigation, ensuring the involvement of specific groups (neighborhood communities and women), especially those most vulnerable (older adults and people with disabilities) and disadvantaged neighborhoods.</p>
</boxed-text>
<p>The regeneration of heritage spaces and the protection and valorization of valuable sites entail citizen participation and co-creation, hence <bold>social innovation</bold><xref ref-type="fn" rid="fn0017"><sup>17</sup></xref> <bold>and democracy</bold> in most of these actions (35% of all cases). Heritage can nurture a sense of belonging to places and raise concern on vulnerability to climate hazards. The transformation of heritage sites can &#x0201C;enable the collective reinvention of present and future lifestyles&#x0201D;.<xref ref-type="fn" rid="fn0018"><sup>18</sup></xref></p>
<boxed-text>
<p>Guimar&#x000E3;es: Guidance for heritage energy efficiency renovation action, mentioning the NEB, is aimed at preserving the historic and local identity of the urban area recognized as a World Heritage Site by UNESCO. It involves citizens in the process of identifying measures to include in the guide. These measures, in fact would simultaneously comply to cultural values (aesthetics, identity, and memory) beyond circularity, energy efficiency, biodiversity, and technological requirements. Within the RES (renewable energy source) acceleration framework, citizens are engaged around the renewable energy community concept for the upgrade (and digitalization) of historical and heritage buildings.</p>
<p>Valencia: 15-Minute city Urban Planning Quality Guidelines, co-designed with citizens, are a framework for improving people&#x00027;s quality of life guaranteeing access to services in a logic of 15-min walk: The aesthetic NEB component is guaranteed by the creation of landscapes, the protection of the seafront and architectural typologies, and affordability by percentages of social housing creation and limiting tourist flats.</p>
</boxed-text>
<p>An urban heritage regeneration co-benefit is improved <bold>quality of life (QoL)</bold>, linked not only to positive perceptions (visual, acoustics) and health (Stockholm) but also to security and resilience (Valencia, Guimar&#x000E3;es, and Leuven). Healthier and more sustainable habits are driven by new green corridors and infrastructures in heritage areas and the valorization of historic centers (Kalamata, Leuven, and Stockholm), waterfronts (Kalamata and Valencia), gardens, and biodiversity sites (Florence, Guimar&#x000E3;es, and Espoo).</p>
<boxed-text>
<p>Kalamata: Integrated interventions for urban regeneration and upgrading of areas of the historical center unifies the various interventions in this zone to guarantee a whole area of recreation, greenery, and a &#x0201C;promenade,&#x0201D; with the intent of changing residents&#x00027; and visitors&#x00027; attitudes.</p>
</boxed-text>
<p>Some CCCs count on heritage and culture&#x00027;s power to attract other activities (recreation, sport, and leisure as well as the tertiary sector and tourism) and leverage <bold>economic development (Ec-D)</bold>. This also includes immaterial heritage valorization, for example, the olive tree culture and the Mediterranean diet and lifestyle (Kalamata, Florence, and Valencia). Innovation hubs count on co-creation with citizens (Espoo), creative start-ups, and, in some cases, heritage site protection and transformation to attract companies and investments (that may be risk-free for the community).</p>
<boxed-text>
<p>Valencia: City of Creativity and Culture relies on the legacy of the World Design Capital and local creative industry (comics, illustration, audio-visual, the performing arts, music, literature, visual arts, and various local festivals) as a transformational means capable of improving the quality of life and boosting the economy by creating employment, wealth, wellbeing, and social cohesion. Cultural events are asked to incorporate sustainability. The programme looks at citizens&#x00027; cultural engagement as a way of understanding and thinking about the city and its neighborhoods. Creating new cultural centers also entails renovating existing cultural spaces (municipal libraries) and rehabilitating heritage buildings.</p>
<p>Valencia: the VLC Tech City demonstrator is an open lab on new economy technologies (5G, AI, cybersecurity, and biotechnologies). Design, e-games, and other creativity products are objects of the promoted business initiatives. The reconversion of <italic>the District Vara</italic> into a 15-min district city embraces implementing new companies and training centers, including culture and creative industries and a citizen laboratory to promote innovation.</p>
</boxed-text>
<p>Behavioral change (attitudes, lifestyles, and habits) is at the core of half of the actions. As for the transition fields, the actions touching on heritage buildings mostly deal with energy efficiency and circular renovation. Heritage can also be associated with a wider urban transformation, including valorization of natural heritage, natural-based solutions (NBSs), and green mobility.</p>
<p>Mission Cities declare creativity and cultural industries at the heart of their transition plans. Some of them mention their designation as UNESCO Creative City (Florence, Guimar&#x000E3;es, and Valencia) or EU capital (Espoo) as a strengthening opportunity. Apart from Valencia, Guimar&#x000E3;es, and Espoo [in the Creating Actionable Future (CrAFt) project],<xref ref-type="fn" rid="fn0019"><sup>19</sup></xref> the CCCs do not explicitly cite the NEB.</p>
</sec>
<sec>
<title>Indicators, digitalization, and governance in culture- and heritage-related actions</title>
<p>Barcelona CCC is the only one, in the analyzed sample, to indicate &#x0201C;culture&#x0201D; as a lever for climate neutrality and smartness, having a dedicated strategy for integrating sustainability/climate policies and cultural and educational ones.<xref ref-type="fn" rid="fn0020"><sup>20</sup></xref> It is to be noted that 2018&#x02013;2030 Barcelona Climate Plan (<xref ref-type="bibr" rid="B2">Barcelona Climate Plan, 2018</xref>) acknowledges the role of culture for the city transition.<xref ref-type="fn" rid="fn0021"><sup>21</sup></xref> Barcelona adopts specific <bold>indicators:</bold> &#x0201C;Arts events by climate&#x0201D; (number, number of artists, and number of people who have participated), &#x0201C;City cultural events and festivals that have incorporated sustainability and climate criteria&#x0201D; (number and people attending), and &#x0201C;Cultural facilities participating in the sustainability culture offer&#x0201D; (number and types). Some CCCs (Valencia, Florence, and Leuven), present non-specific indicators: &#x0201C;start-up attractiveness&#x0201D; (if applied to CCIs) that may measure the economic development impact and &#x0201C;fragile population safe from heat islands effects or drought,&#x0201D; &#x0201C;perceived quality of,&#x0201D; and &#x0201C;accessible green spaces&#x0201D; that may quantify the effect of natural heritage protection on quality of life. Other CCCs only adopt mandatory indicators measuring direct impacts on energy and GHG emissions. Culture-related actions, linked to behaviors, do not contribute to the mandatory CCC assessment. Co-benefits indicators of these actions are mostly disused.</p>
<p><bold>Digitalization</bold> is rarely addressed in culture- and heritage-related actions; from the very short action descriptions, interpreting how citizens&#x00027; feedback and digital analytics are managed is difficult. Digitalization is generally related to communication or local economic development actions, in the form of</p>
<list list-type="simple">
<list-item><p>&#x02013; consultation platforms, collecting the opinions of citizens on urban planning strategies and individual actions; their feedback is deemed necessary for the aesthetic/functional upgrading, behavioral change, and techniques impacting GHG emissions.</p></list-item>
<list-item><p>&#x02013; sustainability observatories on tourism, that incorporate marketing tools, evaluate impacts (water, plastic, energy) and interpret human and climate-related risks of heritage.</p></list-item>
<list-item><p>&#x02013; one-stop shops used for communication campaigns (e.g., on renewable energy source integration).</p></list-item>
</list>
<p>As for <bold>Governance</bold>, CCIs (libraries, museums, civic centers, youth centers, and youth spaces) are engaged, for example, in Barcelona and Valencia, education programmes. In Valencia, CCIs are part of the Urban Forum, bringing together the entire social, economic, institutional, and cultural fabric of the city. In Kalamata, the Federation of Commercial Handicraft is committed to energy savings and economic development connected to typical local products. In Florence, museum managers are part of the consultation table on energy efficiency measures in historic buildings. Creative start-ups are often engaged for the creation of innovation hubs and districts.</p>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>Culture contribution to a just transition is quite a recent debate and still lacks a consolidated evidence-base. We have proposed a first method to extract knowledge from and for related policies that are still being developed. Our analysis has shown how &#x0201C;creative&#x0201D; Mission Cities&#x00027; transition pathways (CCCs) toward climate neutrality and smartness somehow contain the seeds of the NEB approach, with a combination of cultural values (perceptions, aesthetics, and beliefs), sustainability, and societal instances (e.g., inclusion, affordability, and equity).</p>
<p>Culture is mainly intended to stimulate emotion to improve the effectiveness of learning, capacity building, and citizen engagement. Heritage, by nurturing a sense of belonging to places and of vulnerability, is &#x0201C;used&#x0201D; to create consensus on climate actions and behavioral change to consider the &#x0201C;opportunities for new relationships with identity places and enabling the collective reinvention of present and future lifestyles.&#x0201D;</p>
<p>Creative Cities are investing in culture to create human capital, new jobs, and innovation, but the interaction of people&#x00027;s trust and motivation to accelerate the transition toward carbon neutrality is still unclear. The analysis of pertinent text segments could hardly highlight these relationships because, in most CCCs, the actions&#x00027; descriptions are short and generic or the information is fragmented. Moreover, the analysis highlighted the impossibility of creating evidence from culture and heritage actions because the adoption of proper indicators is neglected. This could be due to the lack of data on micro-social mechanics of sustainability (cultural communities, gender, etc.). As some studies recommend (<xref ref-type="bibr" rid="B23">Montalto et al., 2022</xref>), existing metrics are to be upgraded for a more comprehensive measurement of sustainable cities and communities. Criteria for measuring impact of key culture-based programmes, as well as NEB indicators, are still needed.</p>
<p>Digitalization for collecting and crowdsourcing related information and citizen science seems to be underestimated too. Yet it could let information like attitudes, visions, and perceptions be integrated into policy design, implementation, monitoring, and evaluation. In line with the EU Culture experts&#x00027; recommendations (<xref ref-type="bibr" rid="B13">European Commission, 2022a</xref>), cities should better exploit digitalization&#x00027;s full potential (smart citizen platforms, immersive environments, and digital twins) to improve and assess the impact of culture and heritage on their transition. As also the CrAFt project showed, CCIs should be better engaged in the transition governance by strengthening their partnerships in the neighborhood and the city and getting involved throughout all stages for cultural and creative feedback and input (<xref ref-type="bibr" rid="B32">Wyckmans et al., 2024</xref>).</p>
</sec>
<sec sec-type="conclusions" id="s5">
<title>Conclusion</title>
<p>We have applied a logical categorization process to text mining to develop a domain-specific human document labeling in the new context of &#x0201C;culture for climate&#x0201D; policies. The first application of our methodology to a dozen CCCs allowed culture-based actions to be tagged and missing assessment indicators identified. It has proved that CCCs are not conceived nor equipped to fully exploit the benefits of culture-related actions, even in &#x0201C;creative&#x0201D; cities. After all, a Culture facet was not originally evidenced in the Mission Cities platform, where a &#x0201C;Culture&#x0201D; label is not attributed to CCCs. The absence of this label does not even allow one to find culture- and heritage-related best practices in the few exemplary CCCs at the moment.<xref ref-type="fn" rid="fn0022"><sup>22</sup></xref> Our text-mining tagging exercise could be useful in this sense and could enable tagging NEB-inspired CCCs. The model, based on the selection of keywords from a large number of sources, might enhance the semantic exploration and document labeling of a broader number of urban plans and policies. The new upcoming NEB reference framework,<xref ref-type="fn" rid="fn0023"><sup>23</sup></xref> by facilitating the implementation of NEB values and principles, could lead to the integration and optimization of the defined semantic categories. The application of the methodology to a wider number and typology of documents (new CCCs and culture and climate initiatives and policies, belonging to the so-called gray literature)<xref ref-type="fn" rid="fn0024"><sup>24</sup></xref> will require capturing as much relevant information as possible (recall/sensitivity analysis) while ensuring a reasonable level of precision/specificity. That was not needed in this first human-assisted exercise for our validation set.</p>
<p>Finally, the described text mining method is meant to evolve into an AI model<xref ref-type="fn" rid="fn0025"><sup>25</sup></xref> that requires specific knowledge and contextual understanding. Our &#x0201C;culture for climate&#x0201D; domain-specific document labeling (performed by a human expert), in the future, could enable the correct training of an LLM (large language model),<xref ref-type="fn" rid="fn0026"><sup>26</sup></xref> leading to better results. At present, LLMs are far from being perfect and human-labeled data in the post-LLM era is key. Most advanced AI models like GPT,<xref ref-type="fn" rid="fn0027"><sup>27</sup></xref><sup>,</sup><xref ref-type="fn" rid="fn0028"><sup>28</sup></xref> in fact, underperform well-trained human annotators in text labeling (<xref ref-type="bibr" rid="B22">Liu, 2023</xref>). Developing publicly available and open-source human-labeled data, enriched from the analysis of new assessment frameworks&#x00027; and projects&#x00027; results,<xref ref-type="fn" rid="fn0029"><sup>29</sup></xref> may help in the LLM and knowledge for policy. This is a condition for developing actions and tools for a just urban transition.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s6">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1">Supplementary material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="author-contributions" id="s7">
<title>Author contributions</title>
<p>EC: Methodology, Conceptualization, Investigation, Writing &#x02013; review &#x00026; editing, Supervision, Formal analysis, Writing &#x02013; original draft. DA: Methodology, Software, Investigation, Writing &#x02013; review &#x00026; editing.</p>
</sec>
<sec sec-type="funding-information" id="s8">
<title>Funding</title>
<p>The author(s) declare that no financial support was received for the research and/or publication of this article.</p>
</sec>
<sec sec-type="COI-statement" id="conf1">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="s9">
<title>Generative AI statement</title>
<p>The author(s) declare that no Gen AI was used in the creation of this manuscript.</p>
</sec>
<sec sec-type="disclaimer" id="s10">
<title>Publisher&#x00027;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec sec-type="supplementary-material" id="s11">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fsuep.2025.1613079/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fsuep.2025.1613079/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.pdf" id="SM1" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<fn-group>
<fn id="fn0001"><p><sup>1</sup>UNESCO - United Nations Educational, Scientific and Cultural Organization, <ext-link ext-link-type="uri" xlink:href="https://www.unesco.org/en">https://www.unesco.org/en</ext-link>.</p></fn>
<fn id="fn0002"><p><sup>2</sup>UNESCO Glossary, November 2023, <ext-link ext-link-type="uri" xlink:href="https://whc.unesco.org/en/documents/204363">https://whc.unesco.org/en/documents/204363</ext-link>.</p></fn>
<fn id="fn0003"><p><sup>3</sup>Behavioral change: The alteration of human decisions and actions in ways that mitigate/ reduce negative consequences of Climate Change impacts [Joint Reserach Center (JRC), <xref ref-type="bibr" rid="B3">Bertoldi, 2018</xref>].</p></fn>
<fn id="fn0004"><p><sup>4</sup>ICOMOS International Council on Monuments and Sites, <ext-link ext-link-type="uri" xlink:href="https://www.icomos.org/">https://www.icomos.org/</ext-link>.</p></fn>
<fn id="fn0005"><p><sup>5</sup>UNFCC COP28 Emirates Declaration. Available online at: <ext-link ext-link-type="uri" xlink:href="https://www.europeanheritagehub.eu/wp-content/uploads/2024/01/EmiratesDeclarationonCultureBasedClimateAction__FINAL.pdf">https://www.europeanheritagehub.eu/wp-content/uploads/2024/01/EmiratesDeclarationonCultureBasedClimateAction__FINAL.pdf</ext-link>.</p></fn>
<fn id="fn0006"><p><sup>6</sup><ext-link ext-link-type="uri" xlink:href="https://www.climateheritage.org/global-call">https://www.climateheritage.org/global-call</ext-link></p></fn>
<fn id="fn0007"><p><sup>7</sup>This EU Mission aims to help European cities become climate-neutral across all sectors, energy, buildings, waste management, and transport. One hundred twelve cities (100 in EU) have been selected for support from the Commission. The main road maps, the Climate City Contracts, are co-created with local stakeholders and citizens, with the help of a Mission Platform (managed by <ext-link ext-link-type="uri" xlink:href="https://netzerocities.eu/">NetZeroCities</ext-link>).</p></fn>
<fn id="fn0008"><p><sup>8</sup>CCCs in the NetZeroCities website, last accessed on 4 Nov 2024, <ext-link ext-link-type="uri" xlink:href="https://netzerocities.eu/climate-city-contract/">https://netzerocities.eu/climate-city-contract/</ext-link>.</p></fn>
<fn id="fn0009"><p><sup>9</sup>European Commission (EC) Cultural and Creative Cities Monitor, <ext-link ext-link-type="uri" xlink:href="https://composite-indicators.jrc.ec.europa.eu/cultural-creative-cities-monitor">https://composite-indicators.jrc.ec.europa.eu/cultural-creative-cities-monitor</ext-link>.</p></fn>
<fn id="fn0010"><p><sup>10</sup>Definitions and facets of the just transition are those addressed in <xref ref-type="bibr" rid="B6">EERA (2023)</xref>.</p></fn>
<fn id="fn0011"><p><sup>11</sup>As shown by the <xref ref-type="bibr" rid="B15">European Energy Research Alliance Joint Programme &#x0201C;clean Energy tranSition for Sustainable Society&#x0201D; (e3s) (2024)</xref>.</p></fn>
<fn id="fn0012"><p><sup>12</sup>&#x0201C;Knowledge for Policy&#x0201D; uses text mining and analysis tools to extract information from online data or large public or proprietary document sets, <ext-link ext-link-type="uri" xlink:href="https://knowledge4policy.ec.europa.eu/text-mining_en">https://knowledge4policy.ec.europa.eu/text-mining_en</ext-link>.</p></fn>
<fn id="fn0013"><p><sup>13</sup>The Covenant of Mayors (CoM 2030) provided guidelines for Sustainable Energy and Climate Action Plan (SECAPs) since 2018 with a time perspective to 2030. SECAPs cover mitigation, adaptation and energy poverty and are to be co-developed with the active engagement of a broader group of stakeholders (including citizens). Engagement level, methods, and purposes have to be specified in the strategy. The SECAPs are mandatory for signatories.</p></fn>
<fn id="fn0014"><p><sup>14</sup>Quantitative linguistic software TaLTaC &#x02013; Automatic Lexical and Textual Processing for the Analysis of Content, <ext-link ext-link-type="uri" xlink:href="http://www.taltac.com">http://www.taltac.com</ext-link>.</p></fn>
<fn id="fn0015"><p><sup>15</sup>The number of types, which are different words, occurring in Culture/Heritage-related action description, are 1351 in Valencia&#x00027;s CCC, 815 in Barcelona&#x00027;s, 382 in Florence&#x00027;s, 376 in Leuven&#x00027;s, 307 in Guimaraes&#x00027;, 299 in Kalamata&#x00027;s, 251 in Espoo&#x00027;s, and 111 in Stockholm&#x00027;s.</p></fn>
<fn id="fn0016"><p><sup>16</sup>EU H2020 SoPHIA, Social Platform for Holistic Heritage Impact Assessment, 2020-2021. Available online at: <ext-link ext-link-type="uri" xlink:href="https://sophiaplatform.eu/">https://sophiaplatform.eu/</ext-link>.</p></fn>
<fn id="fn0017"><p><sup>17</sup>Better use of common resources and better satisfaction of collective needs, innovation of roles and relationships with a long-term impact, EU def. &#x0201C;SI meet social needs, create social relationships and form new collaborations.&#x0201D;</p></fn>
<fn id="fn0018"><p><sup>18</sup>EUI 1<sup>st</sup> Call for Innovation Actions, cit.</p></fn>
<fn id="fn0019"><p><sup>19</sup>EU HE CrAFt project, Creating Actionable Future project, <ext-link ext-link-type="uri" xlink:href="https://craft-cities.eu/">https://craft-cities.eu/</ext-link>, part of the NEB initiative, supports EU Mission cities and other cities in becoming climate neutral in a sustainable, beautiful, and inclusive way.</p></fn>
<fn id="fn0020"><p><sup>20</sup>Let&#x00027;s Change for Climate 2030 Plan, <ext-link ext-link-type="uri" xlink:href="https://oidp.net/en/practice.php?id=1328">https://oidp.net/en/practice.php?id=1328</ext-link>.</p></fn>
<fn id="fn0021"><p><sup>21</sup><ext-link ext-link-type="uri" xlink:href="https://www.barcelona.cat/barcelona-pel-clima/sites/default/files/climate_plan_maig.pdf">https://www.barcelona.cat/barcelona-pel-clima/sites/default/files/climate_plan_maig.pdf</ext-link></p></fn>
<fn id="fn0022"><p><sup>22</sup><ext-link ext-link-type="uri" xlink:href="https://netzerocities.app/knowledge">https://netzerocities.app/knowledge</ext-link>. Knowledge Repository &#x0003E; Filter resources, Social &#x00026; Economy &#x0003E; Culture.</p></fn>
<fn id="fn0023"><p><sup>23</sup><ext-link ext-link-type="uri" xlink:href="https://new-european-bauhaus.europa.eu/system/files/2025-03/NEB%20Facility%20Roadmap.pdf">https://new-european-bauhaus.europa.eu/system/files/2025-03/NEB%20Facility%20Roadmap.pdf</ext-link></p></fn>
<fn id="fn0024"><p><sup>24</sup>See &#x0201C;Grey literature&#x0201D; in <ext-link ext-link-type="uri" xlink:href="https://www.lib.sfu.ca/help/research-assistance/format-type/grey-literature">https://www.lib.sfu.ca/help/research-assistance/format-type/grey-literature</ext-link>.</p></fn>
<fn id="fn0025"><p><sup>25</sup>AI models, like Generative Pre-trained Transformers (GPT), g human-like text and understanding natural language. However, the effectiveness of general-purpose GPT models in specialized domains may be limited due to a lack of domain-specific knowledge and contextual understanding. GPT models are trained using a two-step process that involves pre-training and fine-tuning. During the pre-training phase, the model is trained on vast amounts of text data collected from diverse sources, capturing semantics and acquiring a significant amount of general knowledge. After pre-training, GPT models are adapted to specific tasks or domains by fine-tuning them on smaller, task-specific datasets. This process involves training the model using labeled data from the target domain or task. This fine-tuning allows the model to specialize and improve its performance on domain-specific data while retaining the general language understanding learned during pre-training (<xref ref-type="bibr" rid="B21">Kamnis, 2023</xref>).</p></fn>
<fn id="fn0026"><p><sup>26</sup>LLM is &#x0201C;[a] class of language models that use deep learning algorithms and are trained on extremely large textual datasets that can be multiple terabytes in size. Most LLMs can generate text, although some can only form a compressed representation of an input useful for tasks such as classification or question answering.&#x0201D; From <xref ref-type="bibr" rid="B11">EU (2024)</xref>.</p></fn>
<fn id="fn0027"><p><sup>27</sup>GPT = <italic>Generative Pre-trained Transformer</italic> (GPT) is an artificial intelligence (AI) model designed to generate human-like text. &#x0201C;General purpose AI systems are often large language models, but many such successful systems are used for tasks other than natural language processing&#x02026; They can process audio, video, textual and physical data. Some of the most influential examples of general purpose AI systems are AlphaStar, Chinchilla, Codex, DALL&#x02022;E 2, Gopher, GPT-3. These systems are sometimes referred to as &#x0201C;foundation models&#x0201D; and are characterized by their widespread use as pre-trained models for other, more specialized AI systems. For example, a single general purpose AI system for language processing can be used as the foundation for several hundred applied models, some of which can then be further fine-tuned into a number of applications tailored to the customer.&#x0201D; From <ext-link ext-link-type="uri" xlink:href="https://artificialintelligenceact.eu/wp-content/uploads/2022/05/General-Purpose-AI-and-the-AI-Act.pdf">General purpose AI and the AI Act</ext-link>.</p></fn>
<fn id="fn0028"><p><sup>28</sup>General Purpose AI and the AI ACT. Available online at: <ext-link ext-link-type="uri" xlink:href="https://digital-strategy.ec.europa.eu/en/faqs/general-purpose-ai-models-ai-act-questions-answers">https://digital-strategy.ec.europa.eu/en/faqs/general-purpose-ai-models-ai-act-questions-answers</ext-link>.</p></fn>
<fn id="fn0029"><p><sup>29</sup>While this article was conceptualized and reviewed, &#x0201C;A practical guide to the New European Bauhaus self-assessment method and tool&#x0201D; was published, Available at: <ext-link ext-link-type="uri" xlink:href="https://publications.jrc.ec.europa.eu/repository/handle/JRC139118">https://publications.jrc.ec.europa.eu/repository/handle/JRC139118</ext-link>, and the first NEB facility call for projects opened (<ext-link ext-link-type="uri" xlink:href="https://new-european-bauhaus.europa.eu/funding/currently-open-and-forthcoming-calls_en">https://new-european-bauhaus.europa.eu/funding/currently-open-and-forthcoming-calls_en</ext-link>).</p></fn>
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