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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Vet. Sci.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Veterinary Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Vet. Sci.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">2297-1769</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fvets.2025.1754412</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Welfare indicators in cattle farming in the face of heat stress: a review in climate change scenarios</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>de Souza</surname> <given-names>Italo Messias Ferreira</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author">
<name><surname>Sousa</surname> <given-names>Carlos Eduardo Lima</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author">
<name><surname>Pinto</surname> <given-names>Vanessa Sousa</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author">
<name><surname>Vilela</surname> <given-names>Lu&#x000ED;s Gustavo Paix&#x000E3;o</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<name><surname>Souza</surname> <given-names>Alinne da Silva</given-names></name>
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<name><surname>Cunha</surname> <given-names>Jo&#x000E3;o Paulo de Sousa</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<name><surname>Ara&#x000FA;jo</surname> <given-names>Cl&#x000E1;udio Vieira de</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<name><surname>Gomes</surname> <given-names>Marina de Nadai Bonin</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
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<contrib contrib-type="author">
<name><surname>Silva</surname> <given-names>L&#x000ED;lian K&#x000E1;tia Ximenes</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
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<name><surname>Martorano</surname> <given-names>Lucietta Guerreiro</given-names></name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
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<name><surname>Neves</surname> <given-names>Kedson Alessandri Lobo</given-names></name>
<xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
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<name><surname>Camargo-J&#x000FA;nior</surname> <given-names>Raimundo Nonato Colares</given-names></name>
<xref ref-type="aff" rid="aff7"><sup>7</sup></xref>
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<name><surname>Silva</surname> <given-names>&#x000C9;der Bruno Rebelo da</given-names></name>
<xref ref-type="aff" rid="aff8"><sup>8</sup></xref>
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<name><surname>da Silva</surname> <given-names>Welligton Concei&#x000E7;&#x000E3;o</given-names></name>
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<aff id="aff1"><label>1</label><institution>Postgraduate Program in Animal Science, Institute of Agricultural and Environmental Sciences, Federal University of Mato Grosso (UFMT)</institution>, <city>Cuiab&#x000E1;, MT</city>, <country country="br">Brazil</country></aff>
<aff id="aff2"><label>2</label><institution>Academics of the Veterinary Medicine Course at the University Center of the Amazon (UNAMA)</institution>, <city>Santar&#x000E9;m, PA</city>, <country country="br">Brazil</country></aff>
<aff id="aff3"><label>3</label><institution>Postgraduate Program in Animal Science, Federal University of Mato Grosso do Sul</institution>, <city>Campo Grande, MS</city>, <country country="br">Brazil</country></aff>
<aff id="aff4"><label>4</label><institution>Federal University of Par&#x000E1; (UFPA)</institution>, <city>Castanhal, Par&#x000E1;</city>, <country country="br">Brazil</country></aff>
<aff id="aff5"><label>5</label><institution>Embrapa Eastern Amazon</institution>, <city>Santar&#x000E9;m, PA</city>, <country country="br">Brazil</country></aff>
<aff id="aff6"><label>6</label><institution>Federal University of Western Par&#x000E1; (UFOPA)</institution>, <city>Santar&#x000E9;m, Par&#x000E1;</city>, <country country="br">Brazil</country></aff>
<aff id="aff7"><label>7</label><institution>Federal Institute of Education, Science and Technology of Par&#x000E1; (IFPA)</institution>, <city>Santar&#x000E9;m, PA</city>, <country country="br">Brazil</country></aff>
<aff id="aff8"><label>8</label><institution>Lutheran University Center of Santar&#x000E9;m (ULBRA)</institution>, <city>Santar&#x000E9;m, PA</city>, <country country="br">Brazil</country></aff>
<author-notes>
<corresp id="c001"><label>&#x0002A;</label>Correspondence: Welligton Concei&#x000E7;&#x000E3;o da Silva, <email xlink:href="mailto:welligton.medvet@gmail.com">welligton.medvet@gmail.com</email></corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-02-11">
<day>11</day>
<month>02</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2025</year>
</pub-date>
<volume>12</volume>
<elocation-id>1754412</elocation-id>
<history>
<date date-type="received">
<day>25</day>
<month>11</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>19</day>
<month>12</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>29</day>
<month>12</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2026 de Souza, Sousa, Pinto, Vilela, Souza, Cunha, Ara&#x000FA;jo, Gomes, Silva, Martorano, Neves, Camargo-J&#x000FA;nior, Silva and da Silva.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>de Souza, Sousa, Pinto, Vilela, Souza, Cunha, Ara&#x000FA;jo, Gomes, Silva, Martorano, Neves, Camargo-J&#x000FA;nior, Silva and da Silva</copyright-holder>
<license>
<ali:license_ref start_date="2026-02-11">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. 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.</license-p>
</license>
</permissions>
<abstract>
<p>This work consists of a narrative review that addresses the differences between European cattle and Zebu cattle in their resilience to environmental challenges. It was developed based on scientific articles, theses, dissertations, and technical documents available in recognized databases such as Web of Science, ScienceDirect, Scopus, and PubMed, prioritizing recent studies from 2020 to 2025 that are relevant to the topic. The method used was a narrative review, in which publications addressing the physiological, behavioral, bioclimatic, and adaptive production parameters of each animal group were selected, allowing for a comparative analysis of their main characteristics. The results indicate that European cattle, although highly productive, are less adapted to heat, while zebu cattle stand out for their hardiness, resistance to high temperatures, and lower incidence of diseases. The conclusion is that analyzing these differences is essential to guide breed selection, genetic improvement strategies, and the adoption of more sustainable production systems, favoring greater livestock efficiency and resilience under diverse environmental conditions.</p></abstract>
<kwd-group>
<kwd>adaptation</kwd>
<kwd>animal</kwd>
<kwd>bioclimatology</kwd>
<kwd>climate</kwd>
<kwd>environment</kwd>
<kwd>thermoregulatory mechanisms</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was received for this work and/or its publication. This work was supported by UFMT.</funding-statement>
</funding-group>
<counts>
<fig-count count="6"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="158"/>
<page-count count="17"/>
<word-count count="12757"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Animal Behavior and Welfare</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<label>1</label>
<title>Introduction</title>
<p>Cattle welfare is a central issue in modern livestock production, particularly in the context of increasing demands for sustainability, efficiency, and resilience of production systems (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>). Among the factors influencing animal welfare, the climatic environment plays a decisive role, directly affecting comfort, health, and productive performance (<xref ref-type="bibr" rid="B3">3</xref>). Environmental variables such as air temperature, relative humidity, solar radiation, and wind speed, when analyzed in an integrated manner through indices such as the Temperature and Humidity Index (THI), allow a more consistent assessment of thermal conditions experienced by cattle (<xref ref-type="bibr" rid="B4">4</xref>).</p>
<p>The evaluation of cattle welfare under climatic conditions is based on physiological, behavioral, productive, and bioclimatic indicators (<xref ref-type="bibr" rid="B5">5</xref>). Changes in physiological responses and behavior, as well as variations in productive performance, are widely used to identify heat stress situations and their consequences on animal welfare (<xref ref-type="bibr" rid="B6">6</xref>&#x02013;<xref ref-type="bibr" rid="B11">11</xref>). The combined interpretation of these indicators enables the identification of critical thermal stress scenarios that compromise both animal performance and welfare status (<xref ref-type="bibr" rid="B12">12</xref>).</p>
<p>Bioclimatic indices have been widely applied to quantify the impact of environmental conditions on cattle thermal comfort, allowing the characterization of heat stress in different production systems (<xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B14">14</xref>). Among the most commonly used indices are the Temperature and Humidity Index (THI), Black Globe Temperature and Humidity Index (BGHI), Benezra Thermal Comfort Index (BTCI), Environmental Stress Index (ESI), Equivalent Temperature Index (ETI), Iberian Heat Tolerance Index (IHT), and Thermal Load Index (TLI) (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B15">15</xref>).</p>
<p>Despite the extensive body of research addressing physiological, behavioral, productive, and bioclimatic responses to heat stress, the available literature remains fragmented, with most studies analyzing these indicators in isolation (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B16">16</xref>&#x02013;<xref ref-type="bibr" rid="B18">18</xref>). This fragmentation limits a comprehensive understanding of the interactions among indicators and their combined implications for cattle welfare, especially under conditions of climate change and increasing production intensification. In this context, an integrated synthesis of recent scientific evidence is necessary to support decision-making in animal management and thermal stress mitigation strategies (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B19">19</xref>&#x02013;<xref ref-type="bibr" rid="B22">22</xref>).</p>
<p>The hypothesis is that the integration of physiological, behavioral, and productive indicators allows for a more accurate assessment of the welfare of cattle under heat stress. It is also assumed that bioclimatic indices differ in sensitivity and applicability between environmental conditions and production systems, influencing their efficiency in identifying heat stress. Finally, it is postulated that the incorporation of technological monitoring tools improves the assessment of heat stress and guides more efficient management strategies in climate change scenarios.</p>
<p>Therefore, this manuscript proposes a integrated synthesis of studies published between 2020 and 2025, incorporating technological advances applied to environmental monitoring and thermal management of cattle in tropical and subtropical regions. Thus, the objective of this study was to conduct an integrated analysis of livestock welfare indicators in the face of heat stress: a review in climate change scenarios.</p></sec>
<sec sec-type="materials and methods" id="s2">
<label>2</label>
<title>Materials and methods</title>
<p>For the elaboration of this review, a bibliographic survey was carried out in the Web of Science, ScienceDirect, Scopus, and PubMed databases, which are scientific databases capable of storing high-quality articles. The following keywords were used: &#x0201C;animal welfare indicators,&#x0201D; &#x0201C;heat stress in cattle,&#x0201D; &#x0201C;animal bioclimatology,&#x0201D; and &#x0201C;cattle farming and production systems.&#x0201D;</p>
<p>The inclusion criteria were complete texts, written in English, Portuguese, and Spanish, and that presented a discussion on animal welfare indicators related to the climate environment. Articles were excluded when they did not fit the objective of the study. In this study, we chose to carry out a time frame from 2020 to 2025 and not follow a geographical order during the searches.</p>
<p>The studies were separated by title and abstract, after which they were analyzed in quadruplicate by the authors independently, avoiding interference. The variables retrieved and analyzed from the manuscript were the year of publication of the study, title, species, breed, number of animals in the study, experimental design, technologies applied, and country.</p>
<p>Thus, all available literature was considered until the conclusion of the database searches. A total of 158 references were cited in this review. In this study, the data were organized in spreadsheets and then evaluated, being presented in formats of tables and graphs to favor the reader&#x00027;s understanding. The same methodology was used in the studies by Mota-Rojas et al. (<xref ref-type="bibr" rid="B23">23</xref>), Rodrigues et al. (<xref ref-type="bibr" rid="B24">24</xref>), Ghezzi et al. (<xref ref-type="bibr" rid="B25">25</xref>), and Mota-Rojas et al. (<xref ref-type="bibr" rid="B26">26</xref>).</p>
<p><xref ref-type="fig" rid="F1">Figure 1</xref> shows the countries that have researched animal welfare indicators related to the climate environment. <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S1</xref> shows the different experimental studies carried out by adding the year of publication of the study, title of the article, species, breed, number of animals in the study (NA), experimental design and the technologies applied according to Page et al. (<xref ref-type="bibr" rid="B27">27</xref>).</p>
<fig position="float" id="F1">
<label>Figure 1</label>
<caption><p>Map of the countries found in the database platform searches and used in this review. Authorship (2025).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fvets-12-1754412-g0001.tif">
<alt-text content-type="machine-generated">World map highlighting countries in green, including the United States, Colombia, Brazil, Ireland, United Kingdom, Lithuania, Switzerland, Austria, India, Vietnam, Indonesia, Japan, South Korea, Australia, and New Zealand. Compass rose and scale present.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3">
<label>3</label>
<title>Literature review</title>
<sec>
<label>3.1</label>
<title>Welfare in cattle farming</title>
<p>Animal welfare is one of the central pillars of contemporary cattle farming, being recognized as a fundamental requirement for the sustainability, productivity, and quality of products of animal origin (<xref ref-type="bibr" rid="B28">28</xref>). Its importance transcends ethical aspects, encompassing economic, environmental, and social factors, which determine the competitiveness of the sector in the face of increasingly demanding consumers (<xref ref-type="bibr" rid="B29">29</xref>). The World Organization for Animal Health defines welfare as the state in which the animal is healthy, well-nourished, comfortable, capable of expressing its natural behavior and free from pain, fear or suffering, consolidating itself as an international reference parameter (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B18">18</xref>).</p>
<p>The consumer market attributes increasing value to management practices that promote animal welfare, valuing products from ethical and sustainable systems (<xref ref-type="bibr" rid="B30">30</xref>). Such demand encourages the adoption of protocols and certifications, such as Welfare Quality<sup>&#x000AE;</sup>, which evaluates wellbeing based on objective indicators related to health, nutrition, environment, and behavior (<xref ref-type="bibr" rid="B31">31</xref>). In this way, wellbeing becomes not only a moral issue, but also a competitive advantage and a requirement to meet the demands of the consumer market (<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B28">28</xref>, <xref ref-type="bibr" rid="B32">32</xref>).</p>
<p>The assessment involves multiple factors, including nutrition, health, environment, freedom of movement, and emotional states (<xref ref-type="bibr" rid="B33">33</xref>). Animals exposed to stress, fear or discomfort present physiological and behavioral changes that compromise productive performance, reproduction and the quality of meat and milk (<xref ref-type="bibr" rid="B34">34</xref>, <xref ref-type="bibr" rid="B35">35</xref>). Thus, the promotion of favorable environments and the adoption of adequate management are essential strategies to balance productivity and animal comfort (<xref ref-type="bibr" rid="B36">36</xref>).</p>
<p>Nutrition is one of the main points in maintaining wellbeing, since balanced diets ensure adequate physical development, greater resistance to disease, and stress reduction (<xref ref-type="bibr" rid="B37">37</xref>). In addition, the available space and the conditions of physical comfort are determinant, overcrowded or inadequate environments increase the incidence of diseases and reduce productive performance, while facilities that offer ventilation, lighting, thermal comfort and access to clean water favor the health and natural behavior of the animals (<xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B38">38</xref>, <xref ref-type="bibr" rid="B39">39</xref>).</p>
<p>Production systems in cattle farming can be classified as extensive, semi-intensive, and intensive, according to the technological level and infrastructure employed (<xref ref-type="bibr" rid="B3">3</xref>). The extensive system is characterized by natural pastures, low stocking density and less human intervention, with reduced costs, but variations in productivity (<xref ref-type="bibr" rid="B40">40</xref>). The semi-intensive integrates grazing and strategic feed supplementation, promoting nutritional stability and greater production regularity (<xref ref-type="bibr" rid="B24">24</xref>). Intensive systems, on the other hand, involves confinement and balanced diets, allowing greater control of production, but with possible impacts on wellbeing due to space constraints (<xref ref-type="bibr" rid="B30">30</xref>, <xref ref-type="bibr" rid="B32">32</xref>, <xref ref-type="bibr" rid="B41">41</xref>).</p>
<p>Globalization and the demand for ethical standards drive the standardization of handling, transportation, and slaughter protocols, aiming to reduce economic losses and ensure efficiency throughout the production chain (<xref ref-type="bibr" rid="B32">32</xref>). At the same time, society demands transparency and ethical responsibility in dealing with animals, reinforcing the importance of practices that respect welfare (<xref ref-type="bibr" rid="B42">42</xref>). The Brambell report (<xref ref-type="bibr" rid="B43">43</xref>), a historical landmark of the concept, already highlighted basic recommendations such as adequate space, access to water and quality food, principles that remain central to modern livestock.</p>
<p>In the scientific realm, the assessment of wellbeing has evolved from simply preventing negative experiences to valuing positive states and opportunities for behavioral expression (<xref ref-type="bibr" rid="B44">44</xref>). According to Barreto et al. (<xref ref-type="bibr" rid="B45">45</xref>), Pichlbauer et al. (<xref ref-type="bibr" rid="B46">46</xref>), and Singaravadivelan et al. (<xref ref-type="bibr" rid="B47">47</xref>), prolonged impairment of wellbeing, as occurs in inadequate facilities, is more harmful than isolated episodes of acute pain. Thus, the current challenge is to develop indicators that measure not only the absence of suffering, but also the presence of positive experiences, consolidating a comprehensive approach (<xref ref-type="bibr" rid="B15">15</xref>).</p>
</sec>
<sec>
<label>3.2</label>
<title>Influence of the climatic environment</title>
<p>The environment plays a decisive role in the performance and wellbeing of farm animals, especially in tropical and subtropical regions, where temperature, humidity and radiation fluctuations are intense (<xref ref-type="bibr" rid="B48">48</xref>). In practice, many producers face an aggravating factor: the removal of native vegetation for the implementation of pastures and forage crops, which drastically reduces the supply of natural shade, exposing the animals to greater thermal loads and reducing behavioral options for heat relief (<xref ref-type="bibr" rid="B49">49</xref>). When adaptive capacity is exceeded, heat stress sets in, with negative consequences for health, reproduction, and productivity (<xref ref-type="bibr" rid="B50">50</xref>).</p>
<p>The relationship between climate and performance is complex and strained by the economic limitations of the producer (<xref ref-type="bibr" rid="B51">51</xref>). High temperatures and high humidity reduce feed intake and alter nutritional requirements, which translates into lower weight gain and production, however, supplementation to compensate for these losses implies additional costs that not all systems can support (<xref ref-type="bibr" rid="B52">52</xref>). In many family farms, the difficulty in accessing financial resources for the acquisition of concentrates, storage, and transportation of inputs aggravates productive vulnerability in the face of prolonged heat waves (<xref ref-type="bibr" rid="B53">53</xref>).</p>
<p>Behaviorally, cattle resort to responses such as seeking shade, reducing activity, and increasing respiratory rate to dissipate heat, however, these strategies are ineffective when shade is nonexistent or insufficient (<xref ref-type="bibr" rid="B54">54</xref>). The construction of sheds, installation of mechanical ventilation, sprinkler systems and other cooling devices require initial investment and operating expenses (energy, maintenance), which limits their adoption, especially in small properties (<xref ref-type="bibr" rid="B55">55</xref>). Thus, the socioeconomic conditions of the producer directly influence the ability to mitigate climate impacts (<xref ref-type="fig" rid="F2">Figure 2</xref>) (<xref ref-type="bibr" rid="B56">56</xref>).</p>
<fig position="float" id="F2">
<label>Figure 2</label>
<caption><p>Behavior of young Nellore and Canchim bulls kept in pasture with full sun or in integrated crop-livestock-forest systems. <bold>(A)</bold> Time spent resting lying down; <bold>(B)</bold> Time spent grazing; and <bold>(C)</bold> Time spent ruminating lying down. Adapted from Moraes et al. (<xref ref-type="bibr" rid="B40">40</xref>). Full sun (FS) and integrated crop-livestock-forestry (ICLF).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fvets-12-1754412-g0002.tif">
<alt-text content-type="machine-generated">Three grouped bar charts labeled A, B, and C display data comparisons among FS Nelore, FS Canchim, ICLF Nelore, and ICLF Canchim over hourly intervals from 8:00 to 16:00. Chart A shows percentages ranging from 0 to 30, Chart B from 0 to 90, and Chart C from 0 to 14. The x-axis represents time intervals, and the y-axis represents percentage values. Each category is color-coded: FS Nelore (blue), FS Canchim (orange), ICLF Nelore (gray), and ICLF Canchim (yellow). Patterns of peaks and troughs vary across the different charts and time intervals.</alt-text>
</graphic>
</fig>
<p>Given this situation, animal bioclimatology provides valuable tools to identify thermal risks and prioritize interventions, however, implementation must consider technically effective and financially viable alternatives (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B26">26</xref>). Low-cost and high impact strategies&#x02014;such as shading by tree corridors, rotational management to preserve forage cover, improvement of drinking points and adjustment of management and feeding schedules&#x02014;associated with genetic selection by more adapted animals, rural extension programs and financing policies, are practical measures that increase the resilience of production units and promote comfort in real production contexts (<xref ref-type="bibr" rid="B14">14</xref>).</p>
</sec>
<sec>
<label>3.3</label>
<title>Climate-related animal welfare indicators</title>
<p>Comfort in conditions of heat stress can be evaluated based on indicators that modify climatic factors, such as temperature, humidity, solar radiation, and wind speed, into signals that reflect the actual condition of cattle (<xref ref-type="bibr" rid="B57">57</xref>). These indicators allow us to understand how the environment interferes with health, comfort, and productive performance, and are used as practical tools to guide management (<xref ref-type="bibr" rid="B58">58</xref>). For greater accuracy, it is important to associate environmental measures with responses observed directly from the animals, ensuring faster diagnoses and effective interventions (<xref ref-type="bibr" rid="B59">59</xref>).</p>
<p>The choice of indicators varies according to the objectives of each property and the reality faced by each producer. It can be used with the aim of prevention, using environmental indices as a &#x0201C;risk alert&#x0201D; (<xref ref-type="bibr" rid="B60">60</xref>&#x02013;<xref ref-type="bibr" rid="B62">62</xref>). In other situations, the focus is on diagnosis, using physiological or productive signs to assess the severity of the problem (<xref ref-type="bibr" rid="B63">63</xref>, <xref ref-type="bibr" rid="B64">64</xref>).</p>
<p>In the daily life of farms, the value of indicators lies in the ability to transform data into practical and accessible decisions (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B65">65</xref>). The Temperature and Humidity Index (THI), for example, is widely used as a heat risk benchmark, while observing changes in behavior, such as increased shade-seeking or changing rumination pattern, allows for rapid interventions (<xref ref-type="bibr" rid="B63">63</xref>, <xref ref-type="bibr" rid="B66">66</xref>). Physiological parameters, such as respiratory rate or body temperature, and productive parameters, such as a drop in food intake and reduced milk production, help to measure the intensity of heat stress (<xref ref-type="bibr" rid="B64">64</xref>, <xref ref-type="bibr" rid="B67">67</xref>).</p>
<p>However, many producers face obstacles that make it difficult to apply these indicators in practice. The absence of tree cover in pasture areas, a result of deforestation for the implementation of forage monocultures, drastically reduces the availability of natural shade (<xref ref-type="bibr" rid="B68">68</xref>). Likewise, the limitation of financial resources restricts the installation of sheds, ventilation or cooling systems, making it impossible to adopt more advanced technologies in small and medium sized properties (<xref ref-type="bibr" rid="B69">69</xref>). This scenario highlights the need to adopt a tiered approach, prioritizing low-cost and higher impact measures (<xref ref-type="bibr" rid="B56">56</xref>).</p>
<p>From this perspective, the integration of simple and accessible alternatives, such as the use of trees for shading, rotational management of pastures and adjustments in the times of food supply, which significantly reduce the effects of heat on cattle (<xref ref-type="bibr" rid="B68">68</xref>, <xref ref-type="bibr" rid="B70">70</xref>). These practices can be complemented, whenever possible, by more sophisticated technologies, such as thermal monitoring sensors, infrared thermography, or cooling systems, which allow for greater accuracy in diagnosing and controlling discomfort (<xref ref-type="bibr" rid="B26">26</xref>, <xref ref-type="bibr" rid="B71">71</xref>). Thus, the balance between economic feasibility and technical effectiveness becomes essential to promote animal welfare and the sustainability of production systems (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B67">67</xref>).</p>
<sec>
<label>3.3.1</label>
<title>Physiological and hormonal indicators</title>
<p>Direct measures of cattle response to heat stress are considered, reflecting changes in the respiratory and circulatory systems (<xref ref-type="bibr" rid="B59">59</xref>, <xref ref-type="bibr" rid="B72">72</xref>). The most commonly used physiological indicators are heart rate, respiratory rate, rectal temperature, and surface temperature, which increase proportionally to prolonged exposure to high environmental temperatures. In addition, we associated physiological parameters with hormonal indicators, which are Cortisol, insulin-like growth factor 1 (IGF-1), T3, T4, Glucose, and non-esterified fatty acids (NEFA), helping to assess the wellbeing of cattle (<xref ref-type="table" rid="T1">Table 1</xref>) (<xref ref-type="bibr" rid="B73">73</xref>, <xref ref-type="bibr" rid="B74">74</xref>).</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Physiological and hormonal indicators.</p></caption>
<table frame="box" rules="all">
<thead>
<tr>
<th valign="top" align="left"><bold>Indicator</bold></th>
<th valign="top" align="left"><bold>Physiological mechanism/ relationship with stress</bold></th>
<th valign="top" align="left"><bold>Reference values</bold></th>
<th valign="top" align="left"><bold>Stress/alteration</bold></th>
<th valign="top" align="left"><bold>Measurement method</bold></th>
<th valign="top" align="left"><bold>Limitations</bold></th>
<th valign="top" align="left"><bold>Citations in papers</bold></th>
</tr>
</thead>
<tbody>
<tr style="background-color:#dee1e1;">
<td valign="top" align="left" colspan="7"><bold>Physiological</bold></td>
</tr>
<tr>
<td valign="top" align="left">Heart rate</td>
<td valign="top" align="left">Increased cardiac output and peripheral vasodilation under heat or pain</td>
<td valign="top" align="left">60&#x02013;80 bpm</td>
<td valign="top" align="left">&#x0003E;90 bpm (stress/pain/heat)</td>
<td valign="top" align="left">Stethoscope, monitors, sensors</td>
<td valign="top" align="left">Physical exertion and influenced by management, excitement</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B56">56</xref>, <xref ref-type="bibr" rid="B75">75</xref>, <xref ref-type="bibr" rid="B79">79</xref>, <xref ref-type="bibr" rid="B93">93</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Respiratory rate</td>
<td valign="top" align="left">Ventilation lift to dissipate heat via evaporation</td>
<td valign="top" align="left">24&#x02013;36 breaths/min</td>
<td valign="top" align="left">60&#x02013;80 breaths/min (discomfort); &#x0003E;100 breaths/min (severe)</td>
<td valign="top" align="left">Visual counting, respiratory sensors, video/algorithms</td>
<td valign="top" align="left">Influenced by exercise, arousal; laborious manual counting</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B56">56</xref>, <xref ref-type="bibr" rid="B64">64</xref>, <xref ref-type="bibr" rid="B75">75</xref>, <xref ref-type="bibr" rid="B79">79</xref>, <xref ref-type="bibr" rid="B82">82</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Rectal temperature</td>
<td valign="top" align="left">Reflects central thermal load; increase indicates thermal stress</td>
<td valign="top" align="left">38.0 &#x000B0;C&#x02212;39.3 &#x000B0;C</td>
<td valign="top" align="left">&#x0003E;39.5 &#x000B0;C (hyperthermia); &#x0003E;40 &#x000B0;C (intense stress)</td>
<td valign="top" align="left">Rectal thermometer, internal sensors</td>
<td valign="top" align="left">Rectal = invasive/point; requires interpretation by schedule/water intake</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B56">56</xref>, <xref ref-type="bibr" rid="B67">67</xref>, <xref ref-type="bibr" rid="B75">75</xref>, <xref ref-type="bibr" rid="B96">96</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Surface temperature</td>
<td valign="top" align="left">Evidence of blood redistribution for heat dissipation</td>
<td valign="top" align="left">34 &#x000B0;C&#x02212;36 &#x000B0;C</td>
<td valign="top" align="left">&#x0003E;38 &#x000B0;C (acute stress)</td>
<td valign="top" align="left">Infrared thermography (eye/eye contour, face, tail base, udder)</td>
<td valign="top" align="left">Sensitive to solar radiation, wind, humidity, distance</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B67">67</xref>, <xref ref-type="bibr" rid="B78">78</xref>, <xref ref-type="bibr" rid="B81">81</xref>, <xref ref-type="bibr" rid="B86">86</xref>)</td>
</tr>
<tr style="background-color:#dee1e1;">
<td valign="top" align="left" colspan="7"><bold>Hormones</bold></td>
</tr>
<tr>
<td valign="top" align="left">Cortisol</td>
<td valign="top" align="left">Activation of the HPA axis; mobilizes energy; alters behavior and immunity</td>
<td valign="top" align="left">1&#x02013;6 &#x003BC;g/dl</td>
<td valign="top" align="left">&#x0003E;10 &#x003BC;g/dl (estresse agudo)</td>
<td valign="top" align="left">Blood, saliva, feces, hair; interpret by matrix (acute or chronic)</td>
<td valign="top" align="left">Collection can induce stress; strong circadian variation; laboratory cost</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B93">93</xref>, <xref ref-type="bibr" rid="B96">96</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">IGF-1</td>
<td valign="top" align="left">Reduction of liver synthesis under prolonged stress; impacts growth and lactation</td>
<td valign="top" align="left">150&#x02013;300 ng/ml</td>
<td valign="top" align="left">&#x0003C; 100 ng/ml (prolonged stress)</td>
<td valign="top" align="left">Blood sample, laboratory assay (ELISA)</td>
<td valign="top" align="left">Influenced by nutrition, age, lactational phase; cost and need for laboratory</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B79">79</xref>, <xref ref-type="bibr" rid="B94">94</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">T3</td>
<td valign="top" align="left">Regulates basal metabolism; decreases endogenous heat production</td>
<td valign="top" align="left">0.5&#x02013;2.0 ng/ml</td>
<td valign="top" align="left">&#x0003C; 0.5 ng/ml (chronic stress)</td>
<td valign="top" align="left">Blood samples, laboratory tests</td>
<td valign="top" align="left">Requires laboratory and variation by nutrition</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B56">56</xref>, <xref ref-type="bibr" rid="B75">75</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">T4</td>
<td valign="top" align="left">Regulates metabolism and thermogenesis; decrease protect from heat</td>
<td valign="top" align="left">45&#x02013;120 ng/ml</td>
<td valign="top" align="left">&#x0003C; 45 ng/ml (chronic stress)</td>
<td valign="top" align="left">Blood samples, laboratory tests</td>
<td valign="top" align="left">Requires laboratory and variation by nutrition</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B56">56</xref>, <xref ref-type="bibr" rid="B75">75</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Glucose</td>
<td valign="top" align="left">Energy mobilization via cortisol and catecholamines; reflecting energy balance</td>
<td valign="top" align="left">45&#x02013;75 mg/dl</td>
<td valign="top" align="left">&#x0003C; 45 mg/dl or major fluctuations</td>
<td valign="top" align="left">Blood (dot)&#x02014;glucometer; laboratory</td>
<td valign="top" align="left">Influenced by diet, fasting, sampling; rapid variations</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B94">94</xref>, <xref ref-type="bibr" rid="B95">95</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">NEFA</td>
<td valign="top" align="left">Increase in compensatory lipolysis; indicator of prolonged metabolic stress</td>
<td valign="top" align="left">0.2&#x02013;0.6 mmol/L</td>
<td valign="top" align="left">&#x0003E;0.6 mmol/L</td>
<td valign="top" align="left">Blood (clinical chemistry)</td>
<td valign="top" align="left">Affected by diet and postpartum period</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B79">79</xref>, <xref ref-type="bibr" rid="B94">94</xref>)</td>
</tr></tbody>
</table>
<table-wrap-foot>
<p>bpm, beats per minute; HPA, hypothalamic-pituitary-adrenal axis; ELISA, enzyme-linked immunosorbent assay; NEFA, non-esterified fatty acids; IGF-1, insulin-like growth factor type 1; T3, triiodothyronine; T4, thyroxine.</p>
</table-wrap-foot>
</table-wrap>
<p>Recent research indicates that dairy cattle in hot climate regions have a significant increase in respiratory rate when exposed to direct solar radiation and high humidity (<xref ref-type="bibr" rid="B75">75</xref>, <xref ref-type="bibr" rid="B76">76</xref>). This response is a thermoregulation mechanism, but when prolonged, it leads to greater energy expenditure and a drop in productive performance (<xref ref-type="bibr" rid="B77">77</xref>, <xref ref-type="bibr" rid="B78">78</xref>). In tropical conditions, this indicator becomes even more relevant due to the intensity and duration of critical periods (<xref ref-type="bibr" rid="B79">79</xref>).</p>
<p>New technologies, such as rumen sensors and monitoring collars, have allowed the continuous recording of internal parameters, such as rumen and eyeball temperature (<xref ref-type="bibr" rid="B75">75</xref>, <xref ref-type="bibr" rid="B76">76</xref>). These data offer greater accuracy in the early diagnosis of heat stress and enable rapid interventions (<xref ref-type="bibr" rid="B80">80</xref>). However, high costs and the need for connectivity limit the application in small farms, where direct observation of clinical signs, such as wheezing and excessive salivation are still prevalent (<xref ref-type="bibr" rid="B75">75</xref>, <xref ref-type="bibr" rid="B81">81</xref>).</p>
<p>Obtaining the results of these indicators is essential to understand the impact of heat stress on cattle (<xref ref-type="bibr" rid="B57">57</xref>). These parameters provide objective information about the body&#x00027;s adaptation to environmental conditions, and are crucial in tropical regions where temperature and humidity variations are intense (<xref ref-type="fig" rid="F3">Figure 3</xref>) (<xref ref-type="bibr" rid="B15">15</xref>, <xref ref-type="bibr" rid="B40">40</xref>).</p>
<fig position="float" id="F3">
<label>Figure 3</label>
<caption><p>Impact of heat stress on the physiological and metabolic parameters of cattle. Authorship 2025. NEFA, non-esterified fatty acids; IGFT-1, insulin-like growth factor type 1; T3, triiodothyronine; T4, thyroxine.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fvets-12-1754412-g0003.tif">
<alt-text content-type="machine-generated">Diagram of a cow under a sun with heat arrows. Indicators and arrows show increases in serum cortisol, respiratory rate, heart rate, surface temperature, T3 and T4, and NEFA; decreases in rectal temperature, glucose, and IGF-1.</alt-text>
</graphic>
</fig>
<p>Heart rate (HR) ranges between 60 and 80 bpm in adult cattle at rest, values above 90 bpm indicate heat stress, pain, or metabolic disorders (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B79">79</xref>). The increase in HR represents the intensification of peripheral circulation, aiming to increase heat dissipation (<xref ref-type="bibr" rid="B63">63</xref>, <xref ref-type="bibr" rid="B74">74</xref>). Studies in grazing systems show that animals of lower social hierarchy tend to have higher HR in response to heat (<xref ref-type="bibr" rid="B82">82</xref>, <xref ref-type="bibr" rid="B83">83</xref>).</p>
<p>HR reflects the activity of the autonomic nervous system and the balance between the sympathetic and parasympathetic branches (<xref ref-type="bibr" rid="B84">84</xref>). During heat stress situations, HR increases due to activation of the sympathetic system, which promotes peripheral vasodilation and increases cardiac output to dissipate heat (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B7">7</xref>). Persistently high values indicate continuous effort by the body, which can lead to cardiovascular fatigue, reduced food intake, and a drop in productivity (<xref ref-type="bibr" rid="B79">79</xref>).</p>
<p>Respiratory rate (RR) is highly sensitive to thermal changes, cattle in comfort have 24&#x02013;36 movements/min, while 60&#x02013;80 movements/min indicate moderate discomfort and &#x0003E;100 movements/min, severe stress (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B64">64</xref>, <xref ref-type="bibr" rid="B82">82</xref>). The increase in RR results from the need for greater gas exchange to dissipate evaporative heat in the upper airways (<xref ref-type="bibr" rid="B72">72</xref>).</p>
<p>The increase in RR is reflected in the direct response to the need for evaporative heat dissipation in the airways, which activates respiratory centers in the medulla oblongata and medulla, raising RR to increase gas exchange and maintain homeothermy (<xref ref-type="bibr" rid="B47">47</xref>, <xref ref-type="bibr" rid="B63">63</xref>). Prolonged high frequencies can induce hyperventilation, dehydration, and reduced feed efficiency, negatively impacting reproductive and productive performance (<xref ref-type="bibr" rid="B75">75</xref>, <xref ref-type="bibr" rid="B77">77</xref>).</p>
<p>Rectal temperature is the main indicator of core temperature (<xref ref-type="bibr" rid="B85">85</xref>). Normal values are between 38.0 &#x000B0;C and 39.3 &#x000B0;C; readings above 39.5 &#x000B0;C suggest hyperthermia, while persistent temperatures above 40 &#x000B0;C reflect intense stress and impaired milk production (<xref ref-type="bibr" rid="B58">58</xref>, <xref ref-type="bibr" rid="B72">72</xref>, <xref ref-type="bibr" rid="B75">75</xref>). Studies in the Western Amazon show that prolonged exposure to the sun significantly increases rectal temperature, affecting feed intake and productive efficiency (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B56">56</xref>).</p>
<p>Being a direct indicator of internal heat load, rectal temperature, at the time when the animal is under heat stress, endogenous thermogenesis increases, while heat dissipation mechanisms (respiration, transpiration, conduction, and radiation) try to compensate (<xref ref-type="bibr" rid="B40">40</xref>, <xref ref-type="bibr" rid="B58">58</xref>). Higher-than-normal temperatures indicate that heat exchange capacity is insufficient, affecting metabolism, feed intake, and lactation (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B67">67</xref>).</p>
<p>Surface temperature can be obtained by infrared thermography or digital surface thermometers, both used to assess thermolysis and identify hot areas related to heat stress, such as the eye, muzzle, and udder. In cattle, normal values range from 34 &#x000B0;C to 36 &#x000B0;C, while temperatures above 38 &#x000B0;C indicate acute stress (<xref ref-type="bibr" rid="B47">47</xref>, <xref ref-type="bibr" rid="B63">63</xref>, <xref ref-type="bibr" rid="B86">86</xref>). Infrared thermography, already established as a non-invasive tool, allows mapping of body heat distribution and identification of areas of increased heat without restraining the animal (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B86">86</xref>), although it is sensitive to environmental interference, such as solar radiation, wind, and humidity, requiring standardization of measurements (<xref ref-type="bibr" rid="B87">87</xref>, <xref ref-type="bibr" rid="B88">88</xref>).</p>
<p>The digital surface thermometer, in turn, offers quick and simple measurements in the field and is less sensitive to environmental changes, but it only captures the temperature at the point of contact and can cause minor thermal changes or stress during handling (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B81">81</xref>, <xref ref-type="bibr" rid="B89">89</xref>). Thus, changes in surface temperature patterns&#x02014;reflecting peripheral vasodilation during heat&#x02014;can be detected early (<xref ref-type="bibr" rid="B86">86</xref>, <xref ref-type="bibr" rid="B90">90</xref>), and the combination of thermography and surface thermometry provides a more robust assessment of the thermal status and comfort of animals under practical management conditions (<xref ref-type="bibr" rid="B91">91</xref>) (<xref ref-type="fig" rid="F4">Figure 4</xref>).</p>
<fig position="float" id="F4">
<label>Figure 4</label>
<caption><p>Applicability of infrared field thermography. Measurements of the anatomical regions: SP1 and SP2&#x02014;head; SP3 and SP4&#x02014;armpit; SP5 and SP6&#x02014;flank; and SP7 and SP8&#x02014;rump.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fvets-12-1754412-g0004.tif">
<alt-text content-type="machine-generated">Thermal image of a cow displaying various temperature readings in different colors. The cow's outline is visible, with temperature variations shown in red, yellow, and green. The background is predominantly pink and purple. Labels such as Sp1, Sp2, and others indicate specific measurement points on the cow.</alt-text>
</graphic>
</fig>
<p>Hormones, on the other hand, also provide important information about physiological status (<xref ref-type="bibr" rid="B92">92</xref>). Serum cortisol has reference values of 1&#x02013;6 &#x003BC;g/dl, with levels &#x0003E;10 &#x003BC;g/dl are associated with acute stress (<xref ref-type="bibr" rid="B93">93</xref>, <xref ref-type="bibr" rid="B94">94</xref>). IGF-1, being a marker of growth and reproduction, has normal levels of 150&#x02013;300 ng/ml, reducing below 100 ng/ml in prolonged stress (<xref ref-type="bibr" rid="B95">95</xref>, <xref ref-type="bibr" rid="B96">96</xref>). It is the thyroid hormones T3 (0.5&#x02013;2.0 ng/ml) and T4 (45&#x02013;120 ng/ml) that decrease in chronic stress, reflecting metabolic adaptation (<xref ref-type="bibr" rid="B22">22</xref>, <xref ref-type="bibr" rid="B78">78</xref>).</p>
<p>Cortisol is the main glucocorticoid hormone released in response to stress, acting on energy metabolism, promoting gluconeogenesis and mobilization of fat and protein reserves (<xref ref-type="bibr" rid="B93">93</xref>, <xref ref-type="bibr" rid="B94">94</xref>). Elevated cortisol levels reflect on the activation of the hypothalamic-pituitary-adrenal (HPA) axis and are associated with some behavioral changes, immunosuppression, and reduced production efficiency, constituting a reliable marker of acute and chronic stress (<xref ref-type="bibr" rid="B97">97</xref>).</p>
<p>Insulin-like growth factor 1 (IGF-1) is sensitive to nutritional status and stress load, where situations with high temperatures lead to prolonged stress, liver synthesis, and decreased IGF-1, affecting growth, reproductive efficiency, and milk production (<xref ref-type="bibr" rid="B95">95</xref>, <xref ref-type="bibr" rid="B96">96</xref>). Its evaluation allows the identification of subclinical metabolic impacts, often not perceptible by behavioral indicators (<xref ref-type="bibr" rid="B98">98</xref>).</p>
<p>The thyroid hormones T3 and T4 regulate basal metabolism and thermogenesis, under heat stress, there is a reduction of these hormones to decrease energy metabolism and reduce endogenous heat production (<xref ref-type="bibr" rid="B22">22</xref>, <xref ref-type="bibr" rid="B90">90</xref>). This metabolic adaptation helps with survival, but can compromise growth and milk production in prolonged situations (<xref ref-type="bibr" rid="B94">94</xref>).</p>
<p>There is also glucose, a relevant metabolic marker, which in adult cattle has normal values between 45 and 75 mg/dl (<xref ref-type="bibr" rid="B99">99</xref>). In conditions of intense excessive heat, levels can vary significantly, due to energy mobilization and hormonal changes, which can be associated with reduced food intake and reproductive changes (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B70">70</xref>, <xref ref-type="bibr" rid="B100">100</xref>). The combination of glucose with non-esterified fatty acids (NEFA) makes it possible to distinguish heat stress from concomitant pathological processes (<xref ref-type="bibr" rid="B101">101</xref>).</p>
<p>A metabolic marker sensitive to energy mobilization, glucose, during stress, there is an increase in cortisol and catecholamines, promoting gluconeogenesis and glycogenolysis, maintaining blood glucose levels (<xref ref-type="bibr" rid="B70">70</xref>, <xref ref-type="bibr" rid="B100">100</xref>). Persistent fluctuations indicate energy imbalance and can interfere with milk production, reproduction, and immunity, reflecting directly on the animal (<xref ref-type="bibr" rid="B102">102</xref>). Non-esterified fatty acids (NEFA) increase in parallel with glucose, as a consequence of lipolysis to provide alternative energy, high values are indicative of prolonged stress and can predispose to metabolic disorders, such as ketosis, reflecting on health and productivity (<xref ref-type="bibr" rid="B103">103</xref>).</p>
<p>In summary, the integrated assessment provides a complete view of the state of the cattle, combining cardiovascular, respiratory, thermal, and hormonal parameters allows for a more accurate and grounded diagnosis to intervene in management, which favors and minimizes the effects of heat stress on health and productivity (<xref ref-type="bibr" rid="B37">37</xref>, <xref ref-type="bibr" rid="B67">67</xref>, <xref ref-type="bibr" rid="B77">77</xref>).</p></sec>
<sec>
<label>3.3.2</label>
<title>Behavioral indicators</title>
<p>These are accessible and easy to interpret, offering a practical tool for producers, among the most observed indicators are the increase in standing time, the reduction of grazing, grouping, the search for shade and the proximity to drinking fountains (<xref ref-type="bibr" rid="B104">104</xref>). These responses represent natural heat dissipation strategies, but they reduce feed efficiency and compromise long-term productivity (<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B82">82</xref>).</p>
<p>Studies show that dairy cows exposed to moderate heat decrease forage intake time and increase permanence in shaded areas, when available (<xref ref-type="bibr" rid="B57">57</xref>, <xref ref-type="bibr" rid="B78">78</xref>, <xref ref-type="bibr" rid="B94">94</xref>). However, in tropical systems where native vegetation has been removed to form pastures, the lack of natural shade is detrimental, as it limits the main form of behavioral adaptation (<xref ref-type="bibr" rid="B22">22</xref>, <xref ref-type="bibr" rid="B93">93</xref>).</p>
<p>Technological tools, such as collars with accelerometers and activity sensors, have been used to identify subtle changes in rumination and locomotion, allowing for early detection of animals that are more sensitive to heat (<xref ref-type="bibr" rid="B76">76</xref>, <xref ref-type="bibr" rid="B105">105</xref>). Therefore, in smallholder systems, routine observation remains an effective strategy to identify signs of thermal discomfort (<xref ref-type="fig" rid="F5">Figure 5</xref>) (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B71">71</xref>).</p>
<fig position="float" id="F5">
<label>Figure 5</label>
<caption><p>Behaviors expressed in relation to the environment. Authorship 2025.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fvets-12-1754412-g0005.tif">
<alt-text content-type="machine-generated">Diagram illustrating cow behavior in cool versus hot weather. Left side depicts cool weather with behaviors like tail wagging, vocalizations, and increased ruminating. Right side shows hot weather behaviors such as head down, floppy ears, more rest, less intake, and increased searching for shade.</alt-text>
</graphic>
</fig>
<p>Abnormal behavior of cattle is one of the first signs of changes in comfort and thermal balance, reflecting physiological adjustments and monitoring strategies (<xref ref-type="bibr" rid="B106">106</xref>). One of the most used parameters is the proportion of time standing and lying down, which in conditions of thermal comfort, remains about 60% of the day lying down and 40% standing (<xref ref-type="bibr" rid="B107">107</xref>). The increase in standing time, especially in the hottest hours, indicates discomfort and additional effort to dissipate heat, which can be obtained by direct observation, video cameras or position sensors (<xref ref-type="bibr" rid="B71">71</xref>, <xref ref-type="bibr" rid="B82">82</xref>, <xref ref-type="bibr" rid="B108">108</xref>).</p>
<p>The time of rest or idleness, usually 8&#x02013;12 h/day in adult cattle, is essential for energy recovery and maintenance of rumination, another relevant indicator is the grouping and search for shade (<xref ref-type="bibr" rid="B109">109</xref>). Changes in these parameters reflect heat stress, pain, or metabolic discomfort, directly affecting digestive efficiency (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B70">70</xref>). Rumination, which occurs between 7 and 10 h/day, is another important parameter; significant falls in this time or frequent interruptions indicate environmental or physiological malaise (<xref ref-type="bibr" rid="B37">37</xref>).</p>
<p>Changes in eating patterns are also clear indicators of discomfort, in comfort they dedicate 8&#x02013;10 h/day to grazing, while intake drops significantly when the temperature exceeds the normal zone (<xref ref-type="bibr" rid="B64">64</xref>, <xref ref-type="bibr" rid="B110">110</xref>). Reductions of more than 10% in habitual food consumption are characterized as a negative impact on digestion and energy balance (<xref ref-type="bibr" rid="B64">64</xref>, <xref ref-type="bibr" rid="B79">79</xref>). In addition, the increased proximity to drinking fountains, usually visited 3&#x02013;5 times/day, signals greater water demand and the search for body cooling (<xref ref-type="bibr" rid="B81">81</xref>, <xref ref-type="bibr" rid="B94">94</xref>).</p>
<p>Other parameters, tail wagging, bowed head posture, floppy ears, excessive movement, and vocalizations showing a subtle increase in signs, may indicate irritation, thermal discomfort, or pain (<xref ref-type="bibr" rid="B111">111</xref>). Although these behaviors may seem like mild changes, they are considered early markers of stress (<xref ref-type="table" rid="T2">Table 2</xref>) (<xref ref-type="bibr" rid="B37">37</xref>, <xref ref-type="bibr" rid="B93">93</xref>, <xref ref-type="bibr" rid="B108">108</xref>, <xref ref-type="bibr" rid="B112">112</xref>).</p>
<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption><p>Behavioral indicators.</p></caption>
<table frame="box" rules="all">
<thead>
<tr>
<th valign="top" align="left"><bold>Indicator</bold></th>
<th valign="top" align="left"><bold>Measurement method</bold></th>
<th valign="top" align="left"><bold>Normal/standard values</bold></th>
<th valign="top" align="left"><bold>Indicative of stress/discomfort</bold></th>
<th valign="top" align="left"><bold>Limitations</bold></th>
<th valign="top" align="left"><bold>Advantages</bold></th>
<th valign="top" align="left"><bold>Citations in papers</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Time standing/lying down</td>
<td valign="top" align="left">Direct observation, cameras, position sensors</td>
<td valign="top" align="left">40% standing/60% lying down</td>
<td valign="top" align="left">Increased time on your feet, especially during hot hours</td>
<td valign="top" align="left">Influenced by herd management and routine</td>
<td valign="top" align="left">Easy monitoring; detects thermal discomfort</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B82">82</xref>, <xref ref-type="bibr" rid="B93">93</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Idleness/rest</td>
<td valign="top" align="left">Direct observation, activity sensors</td>
<td valign="top" align="left">8&#x02013;12 h/day</td>
<td valign="top" align="left">Significant reduction in rest time</td>
<td valign="top" align="left">Can be confused with normal sleep</td>
<td valign="top" align="left">Early indicator of heat stress</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B82">82</xref>, <xref ref-type="bibr" rid="B96">96</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Grazing/intake reduction</td>
<td valign="top" align="left">Observation, power and motion sensors</td>
<td valign="top" align="left">Low to moderate frequency</td>
<td valign="top" align="left">Reduced grazing time and intake</td>
<td valign="top" align="left">Influenced by nutrition and pasture availability</td>
<td valign="top" align="left">Reflects the impact of heat on productivity</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B45">45</xref>, <xref ref-type="bibr" rid="B56">56</xref>, <xref ref-type="bibr" rid="B82">82</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Tail swing</td>
<td valign="top" align="left">Direct observation</td>
<td valign="top" align="left">8&#x02013;10 h/day</td>
<td valign="top" align="left">Increased frequency, especially with heat or irritation</td>
<td valign="top" align="left">Not very specific; requires interpretation</td>
<td valign="top" align="left">It is related to environmental stress and insects</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B82">82</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Rumination</td>
<td valign="top" align="left">Observation, jaw sensors, devices</td>
<td valign="top" align="left">7&#x02013;10 h/day</td>
<td valign="top" align="left">Reduction or frequent interruptions</td>
<td valign="top" align="left">Cost of sensors; complex interpretation</td>
<td valign="top" align="left">Reflects digestive wellbeing and thermal comfort</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B71">71</xref>, <xref ref-type="bibr" rid="B82">82</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Head posture, ears, and vocalizations</td>
<td valign="top" align="left">Direct observation, cameras, algorithms</td>
<td valign="top" align="left">Head and ears up, natural posture, occasional vocalizations</td>
<td valign="top" align="left">Head down, ears down, frequent vocalizations</td>
<td valign="top" align="left">Requires training and detailed analysis</td>
<td valign="top" align="left">Indicates pain, discomfort, social stress, allows continuous and remote monitoring</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B82">82</xref>, <xref ref-type="bibr" rid="B94">94</xref>, <xref ref-type="bibr" rid="B108">108</xref>)</td>
</tr></tbody>
</table>
</table-wrap>
<p>In an integrated way, behavioral analysis provides valuable information about the response of animals to the environment (<xref ref-type="bibr" rid="B113">113</xref>, <xref ref-type="bibr" rid="B114">114</xref>). Continuous monitoring, whether by direct observation or by sensor technologies, allows for early detection of uncomfortable situations, subsidizing interventions such as shading, ventilation, adjustment of animal density, and ensuring unrestricted access to water (<xref ref-type="bibr" rid="B77">77</xref>, <xref ref-type="bibr" rid="B78">78</xref>, <xref ref-type="bibr" rid="B96">96</xref>).</p></sec>
<sec>
<label>3.3.3</label>
<title>Productive indicators</title>
<p>Productive indicators make it possible to quantify the economic impact of thermal discomfort, reflecting environmental conditions in results directly linked to production (<xref ref-type="bibr" rid="B47">47</xref>, <xref ref-type="bibr" rid="B49">49</xref>, <xref ref-type="bibr" rid="B63">63</xref>, <xref ref-type="bibr" rid="B115">115</xref>). The reduction in dry matter intake is the main observation factor, reflecting in lower weight gain in beef cattle and in reduced milk production and quality in dairy cows (<xref ref-type="bibr" rid="B116">116</xref>, <xref ref-type="bibr" rid="B117">117</xref>). These effects intensify in prolonged heat waves, which are common in tropical countries (<xref ref-type="table" rid="T3">Table 3</xref>) (<xref ref-type="bibr" rid="B51">51</xref>, <xref ref-type="bibr" rid="B67">67</xref>).</p>
<table-wrap position="float" id="T3">
<label>Table 3</label>
<caption><p>Productive indicators.</p></caption>
<table frame="box" rules="all">
<thead>
<tr>
<th valign="top" align="left"><bold>Indicator</bold></th>
<th valign="top" align="left"><bold>Evaluation method</bold></th>
<th valign="top" align="left"><bold>Signs of normality</bold></th>
<th valign="top" align="left"><bold>Changes indicative of stress</bold></th>
<th valign="top" align="left"><bold>Recommended monitoring frequency</bold></th>
<th valign="top" align="left"><bold>Citations in papers</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Average daily gain (ADG)</td>
<td valign="top" align="left">Periodic weighings, body score</td>
<td valign="top" align="left">Beef cattle: ADG &#x02265;1.0 kg/day (depending on breed and diet)</td>
<td valign="top" align="left">Reduced weight gain or loss</td>
<td valign="top" align="left">Biweekly to monthly</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B34">34</xref>, <xref ref-type="bibr" rid="B47">47</xref>, <xref ref-type="bibr" rid="B63">63</xref>, <xref ref-type="bibr" rid="B66">66</xref>, <xref ref-type="bibr" rid="B100">100</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Milk production</td>
<td valign="top" align="left">Daily records, tank or individual</td>
<td valign="top" align="left">Production according to genetic potential and diet</td>
<td valign="top" align="left">Decrease in daily volume and changes in total solids</td>
<td valign="top" align="left">Daily (ideal)/weekly (minimum)</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B67">67</xref>, <xref ref-type="bibr" rid="B75">75</xref>, <xref ref-type="bibr" rid="B79">79</xref>, <xref ref-type="bibr" rid="B96">96</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Milk quality</td>
<td valign="top" align="left">Laboratory fat, protein and SCC tests</td>
<td valign="top" align="left">Fat 3.5%&#x02212;4.0%; protein 3.0%&#x02212;3.5%; SCC &#x0003C; 200,000 cells/ml</td>
<td valign="top" align="left">Solids reduction; elevated SCC; risk of mastitis</td>
<td valign="top" align="left">Biweekly to monthly</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B67">67</xref>, <xref ref-type="bibr" rid="B75">75</xref>, <xref ref-type="bibr" rid="B94">94</xref>, <xref ref-type="bibr" rid="B96">96</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Heat expression</td>
<td valign="top" align="left">Visual observation, activity collars</td>
<td valign="top" align="left">Regular interval estrous cycles (18&#x02013;24 days)</td>
<td valign="top" align="left">Reduction or absence of estrus; difficulty of detection</td>
<td valign="top" align="left">Monthly</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B34">34</xref>, <xref ref-type="bibr" rid="B79">79</xref>, <xref ref-type="bibr" rid="B82">82</xref>, <xref ref-type="bibr" rid="B95">95</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Conception rate</td>
<td valign="top" align="left">Reproductive records, gestational diagnosis</td>
<td valign="top" align="left">&#x0003E;40% in dairy cows; &#x0003E;60% beef cattle</td>
<td valign="top" align="left">Significant reduction in fertility; increase in services by design</td>
<td valign="top" align="left">By reproductive cycle; monthly analysis</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B34">34</xref>, <xref ref-type="bibr" rid="B49">49</xref>, <xref ref-type="bibr" rid="B95">95</xref>, <xref ref-type="bibr" rid="B96">96</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Open days</td>
<td valign="top" align="left">Interval between delivery and new pregnancy</td>
<td valign="top" align="left">90&#x02013;120 days in dairy systems</td>
<td valign="top" align="left">Delays of more than 150 days</td>
<td valign="top" align="left">Quarterly/semi-annual</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B34">34</xref>, <xref ref-type="bibr" rid="B93">93</xref>&#x02013;<xref ref-type="bibr" rid="B96">96</xref>)</td>
</tr></tbody>
</table>
<table-wrap-foot>
<p>ADG, average daily gain; SCC, somatic cell count; cell, cells.</p>
</table-wrap-foot>
</table-wrap>
<p>In addition to the drop in productivity, high temperature compromises reproductive efficiency, delaying the return to the estrous cycle and reducing conception rates, leading to a result of a longer calving interval and a decrease in the number of lactating cows, directly impacting the sustainability of the production systems (<xref ref-type="fig" rid="F6">Figure 6</xref>) (<xref ref-type="bibr" rid="B28">28</xref>, <xref ref-type="bibr" rid="B49">49</xref>). Extreme weather events, such as El Ni&#x000F1;o, have been associated with significant productivity losses, reinforcing the need for indicators for prevention (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B4">4</xref>).</p>
<fig position="float" id="F6">
<label>Figure 6</label>
<caption><p>Impact of heat stress on the productive performance of dairy cows. Authorship 2025.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fvets-12-1754412-g0006.tif">
<alt-text content-type="machine-generated">Comparison illustration of a farmer milking a cow in two scenarios. On the left, with a hot sun, decreased reproductive efficiency, weight gain, milk quality, and production is shown. On the right, with a tree shade, improved reproductive efficiency, weight gain, milk quality, and production is depicted.</alt-text>
</graphic>
</fig>
<p>In practice, these indicators are valued by producers because they are directly linked to the profitability of the activity (<xref ref-type="bibr" rid="B118">118</xref>, <xref ref-type="bibr" rid="B119">119</xref>). The combination of climate indices (such as THI), physiological parameters, and productive results allows for a more accurate assessment of risk and justifies interventions, from management adjustments to investments in cooling infrastructure (<xref ref-type="bibr" rid="B72">72</xref>, <xref ref-type="bibr" rid="B74">74</xref>). This integration of measures is essential to strengthen the resilience of systems in the face of climate change (<xref ref-type="bibr" rid="B22">22</xref>, <xref ref-type="bibr" rid="B77">77</xref>).</p>
<p>Environmental temperature directly compromises the productive and reproductive performance of cattle, diverting energy from growth and lactation to the maintenance of homeothermy (<xref ref-type="bibr" rid="B47">47</xref>, <xref ref-type="bibr" rid="B63">63</xref>). In beef cattle, this is due to lower voluntary feed intake and a drop in conversion efficiency, reflected in a reduction in average daily gain (ADG) and lower muscle and adipose tissue deposition (<xref ref-type="bibr" rid="B34">34</xref>, <xref ref-type="bibr" rid="B100">100</xref>). Monitoring should include periodic weighing, consumption records, and assessment of the body condition score, when persistent reductions in GDF and losses of body condition are indicative of warning (<xref ref-type="bibr" rid="B120">120</xref>, <xref ref-type="bibr" rid="B121">121</xref>).</p>
<p>In dairy cattle farming, a drop in production is one of the most evident signs of heat stress, studies point to reductions in milk volume during periods of intense heat, especially in tropical systems, in addition to changes in total solids and fat/protein ratio (<xref ref-type="bibr" rid="B28">28</xref>, <xref ref-type="bibr" rid="B67">67</xref>, <xref ref-type="bibr" rid="B96">96</xref>). Monitoring should be daily, using individual or tank records, while periodic laboratory analyses evaluate composition and quality (<xref ref-type="bibr" rid="B49">49</xref>, <xref ref-type="bibr" rid="B115">115</xref>).</p>
<p>Milk quality is also impacted, decreased fat and protein, and increased somatic cell count are associated with immunosuppression caused by heat, favoring greater susceptibility to mastitis (<xref ref-type="bibr" rid="B75">75</xref>, <xref ref-type="bibr" rid="B94">94</xref>). Thus, the evaluation should include monitoring the composition of the milk and the health of the mammary gland, allowing for rapid preventive interventions (<xref ref-type="bibr" rid="B122">122</xref>, <xref ref-type="bibr" rid="B123">123</xref>).</p>
<p>Heat stress delays the return to estrus and reduces fertility (<xref ref-type="bibr" rid="B124">124</xref>). The main effects are lower heat expression, increased open days, reduced conception rate, and greater number of services per conception (<xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B95">95</xref>). Such changes result from hormonal failures, lower oocyte quality, and reduced embryonic viability (<xref ref-type="bibr" rid="B125">125</xref>).</p>
<p>Reproductive monitoring should include daily observation of estrus, insemination records, and pregnancy diagnoses (<xref ref-type="bibr" rid="B126">126</xref>). A drop in the conception rate by more than 10 percentage points or an increase in open days beyond the farm&#x00027;s goal should be considered warning signs (<xref ref-type="bibr" rid="B79">79</xref>, <xref ref-type="bibr" rid="B94">94</xref>). These indicators provide essential information to identify the interference of the environment in the efficiency of the production systems.</p>
<p>Another relevant point is that the impacts of heat can have delayed effects, especially on reproduction. Changes in follicular and uterine circulation, even after the end of hot flashes, have repercussions on fertility for weeks (<xref ref-type="bibr" rid="B49">49</xref>, <xref ref-type="bibr" rid="B93">93</xref>). This reinforces the importance of integrating productive and reproductive data into the climate context of each property (<xref ref-type="bibr" rid="B127">127</xref>).</p>
<p>Thus, it serves as central tools to assess animal welfare. Constant monitoring of milk production, composition, weight gain, intake, and reproductive parameters allows for early identification of risk situations and support management decisions (<xref ref-type="bibr" rid="B47">47</xref>, <xref ref-type="bibr" rid="B63">63</xref>, <xref ref-type="bibr" rid="B64">64</xref>, <xref ref-type="bibr" rid="B110">110</xref>).</p></sec>
<sec>
<label>3.3.4</label>
<title>Bioclimatic Indicators</title>
<p>Bioclimatic indicators are fundamental tools to analyze the relationship between the environment and the animal, making it possible to measure the degree of comfort or heat stress that cattle may be exposed to (<xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B41">41</xref>, <xref ref-type="bibr" rid="B128">128</xref>). These indices cover several climatic variables, such as air temperature, relative humidity, wind speed and solar radiation, as well as physiological variables, including rectal temperature, respiratory rate and black globe temperature, providing parameters that facilitate the detection of conditions potentially harmful to animal welfare (<xref ref-type="supplementary-material" rid="SM2">Supplementary Table S2</xref>).</p>
</sec>
</sec>
<sec>
<label>3.4</label>
<title>Current technologies and their principles in management to optimize wellbeing</title>
<p>Cattle farming relies on the integration between monitoring technologies and appropriate management practices to assess welfare and heat stress (<xref ref-type="bibr" rid="B129">129</xref>). Heat stress, amplified by climate change, directly compromises the health, production, and reproduction of animals (<xref ref-type="bibr" rid="B130">130</xref>). Given this scenario, different electronic devices have been used to provide real-time data on the physiological and behavioral condition of cattle, helping producers to make decisions (<xref ref-type="bibr" rid="B56">56</xref>, <xref ref-type="bibr" rid="B67">67</xref>).</p>
<p>One of the tools that has been gaining ground are rumen biocapsules, devices inserted in the rumen capable of continuously recording variables such as body temperature, pH, and rumen activity (<xref ref-type="bibr" rid="B131">131</xref>, <xref ref-type="bibr" rid="B132">132</xref>). These sensors make it possible to identify metabolic and physiological changes resulting from heat stress at an early stage, correlating them with the temperature and humidity index (<xref ref-type="bibr" rid="B133">133</xref>). By sending information to software and applications, such technologies enable immediate adjustments in management (<xref ref-type="bibr" rid="B75">75</xref>).</p>
<p>Another widely used resource is smart collars used to assess rumination, frequency of food intake and swallowing time, locomotion activity, and time in season, helping to identify variations in behavior, such as increased idleness during heat waves or changes related to heat (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B71">71</xref>).</p>
<p>Also, electronic devices integrated with cell phone applications and digital platforms allow the producer to monitor the data in real time (<xref ref-type="bibr" rid="B134">134</xref>, <xref ref-type="bibr" rid="B135">135</xref>). This communication favors quick decisions, such as activating ventilation systems or transferring animals to shaded areas (<xref ref-type="bibr" rid="B112">112</xref>). In addition, artificial intelligence algorithms applied to these applications are able to predict risk scenarios, optimizing preventive management (<xref ref-type="bibr" rid="B108">108</xref>).</p>
<p>Infrared thermography, already consolidated in research, is also increasingly accessible in practice, and can be used in portable devices or attached to drones (<xref ref-type="bibr" rid="B136">136</xref>). Allowing to map surface body temperature and identify heat stress points in larger batches, reducing the need for individual containment (<xref ref-type="bibr" rid="B137">137</xref>). The associated use of thermal cameras and analysis software increases the accuracy in the characterization of the microclimate in facilities and pastures (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B86">86</xref>).</p>
<p>These technological advances do not replace traditional management, but complement according to Bang et al. (<xref ref-type="bibr" rid="B67">67</xref>), Holinger et al. (<xref ref-type="bibr" rid="B82">82</xref>), Antanaitis et al. (<xref ref-type="bibr" rid="B6">6</xref>), and Nam et al. (<xref ref-type="bibr" rid="B75">75</xref>). Strategies such as natural and artificial shading, evaporative cooling, and silvopastoral systems remain key to reducing thermal load and providing greater comfort (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B4">4</xref>). Innovation, in this sense, should be understood as a tool to support the sustainability of production, integrating science, wellbeing, and productivity (<xref ref-type="bibr" rid="B34">34</xref>, <xref ref-type="bibr" rid="B79">79</xref>).</p>
<p>Finally, the role of bioclimatic zoning, associated with digital tools, as a medium and long-term planning strategy is highlighted (<xref ref-type="bibr" rid="B78">78</xref>). Climate modeling studies project risk scenarios for each region, allowing the adoption of adaptive practices before the effects of heat compromise the herd (<xref ref-type="bibr" rid="B49">49</xref>, <xref ref-type="bibr" rid="B77">77</xref>, <xref ref-type="bibr" rid="B78">78</xref>). Thus, the integration between biotechnologies, electronic devices, mobile applications, and appropriate management practices represents an irreversible trend for modern livestock, which seeks to reconcile animal comfort and production efficiency (<xref ref-type="bibr" rid="B81">81</xref>, <xref ref-type="bibr" rid="B94">94</xref>).</p>
</sec>
<sec>
<label>3.5</label>
<title>Limitations and challenges</title>
<p>Despite the advances, the methodological difference in the diagnosis of heat stress remains high, from the selection of the index (THI, BGHI, IHT) to the cutoff points and outcomes (milk loss, physiological changes), which hinders and robust comparisons and synthesis in reviews (<xref ref-type="bibr" rid="B60">60</xref>, <xref ref-type="bibr" rid="B67">67</xref>, <xref ref-type="bibr" rid="B96">96</xref>). In tropical systems, this variability is critical due to the greater amplitude of humidity and radiation, little captured by models developed in temperate climates (<xref ref-type="bibr" rid="B22">22</xref>, <xref ref-type="bibr" rid="B56">56</xref>).</p>
<p>Infrared thermography faces challenges of standardization (emissivity, distance, region of interest, time of day) and environmental interference (wind, dust, humidity), with an impact on repeatability between studies and farms (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B86">86</xref>). In extreme events, such as El Ni&#x000F1;o 2023, transferring protocols between full sun and shaded systems requires local calibration to avoid false positives/negatives (<xref ref-type="bibr" rid="B3">3</xref>).</p>
<p>Behavioral sensors (rumination, locomotion, ingestion) show equipment and algorithm bias when applied to different and crossbred breeds, which are still underrepresented in validations, which limits accuracy for different biotypes and physiological stages (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B37">37</xref>, <xref ref-type="bibr" rid="B71">71</xref>). In grazing, noise due to heterogeneity of forage and topography reduces sensitivity to subtle changes in welfare (<xref ref-type="bibr" rid="B56">56</xref>, <xref ref-type="bibr" rid="B82">82</xref>).</p>
<p>Rumen biocapsules expand internal monitoring, but the correlation between rumen temperature and external heat load varies with diet, passage rate and hydration; correction curves widely validated by climate/race are still lacking (<xref ref-type="bibr" rid="B75">75</xref>, <xref ref-type="bibr" rid="B133">133</xref>). In addition, sensor drift and battery life require maintenance plans rarely described in field studies (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B131">131</xref>).</p>
<p>AI/deep learning shows potential for prediction and screening (head/ear posture; imaging), but faces challenges of generalization across farms, cameras, and lighting conditions, as well as annotation bias and limited applicability to management decisions (<xref ref-type="bibr" rid="B138">138</xref>, <xref ref-type="bibr" rid="B139">139</xref>). Performance reported in experimental data does not always translate into consistent gains in the commercial environment (<xref ref-type="bibr" rid="B108">108</xref>, <xref ref-type="bibr" rid="B112">112</xref>).</p>
<p>There are social and hierarchical factors that can confound the effect of thermal interventions: social dominance alters access to shade, water, and trough, modulating physiological and behavioral responses and masking treatment effects (<xref ref-type="bibr" rid="B79">79</xref>). Bioclimatic zoning is advancing, but its spatial resolution and dependence on scarce weather stations generate uncertainty for property level decisions (<xref ref-type="bibr" rid="B64">64</xref>, <xref ref-type="bibr" rid="B78">78</xref>). Climate projections bring divergent scenarios and require cross-validation with microclimate of silvopastoral facilities and landscapes (<xref ref-type="bibr" rid="B34">34</xref>, <xref ref-type="bibr" rid="B77">77</xref>, <xref ref-type="bibr" rid="B100">100</xref>).</p>
<p>In the link between wellbeing and productivity/reproduction, there is a lack of long time series that integrate sanitary and inflammatory events as modulators of heat responses (<xref ref-type="bibr" rid="B95">95</xref>). Immune challenged evidence indicates complex interactions between heat stress and inflammation that alter behavior and traditional wellbeing metrics, which are still poorly contemplated in reviews (<xref ref-type="bibr" rid="B94">94</xref>, <xref ref-type="bibr" rid="B141">141</xref>&#x02013;<xref ref-type="bibr" rid="B158">158</xref>). Regarding transferability between breeds and categories, <italic>Bos indicus</italic> and crossbred responses to stressors and mitigation differ from those of <italic>Bos taurus</italic>, requiring specific risk curves, especially for beef zebu and bulls (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B93">93</xref>, <xref ref-type="bibr" rid="B100">100</xref>). Calves continue to be studied in humid tropical climates, despite new non-invasive approaches with thermal signature (<xref ref-type="bibr" rid="B78">78</xref>, <xref ref-type="bibr" rid="B140">140</xref>).</p>
<p>Adoption barriers persist at small and medium-sized properties: total cost of ownership, connectivity, interoperability between brands, and data governance (ownership, privacy, sharing) (<xref ref-type="bibr" rid="B63">63</xref>, <xref ref-type="bibr" rid="B67">67</xref>). Even with access to pasture associated with behavioral benefits, the translation to simple operational metrics (e.g., management &#x0201C;triggers&#x0201D; via app) is still incipient (<xref ref-type="bibr" rid="B45">45</xref>, <xref ref-type="bibr" rid="B81">81</xref>). Finally, there are measurement gaps: eye and body surface temperatures do not always reflect internal thermal load; multiple, standardized endpoints (physiological, productive, and behavioral) are required for integrated decisions (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B81">81</xref>, <xref ref-type="bibr" rid="B96">96</xref>). The combination of multimodal metrics and multicentric validation in real farm conditions is a differentiator for future syntheses.</p>
<p>Despite the advances discussed, this review presents some limitations and challenges that must be acknowledged. From a practical perspective, the applicability of welfare indicators and technological tools is constrained by factors such as high implementation costs, limited access to infrastructure, and the lack of shade and cooling strategies in extensive production systems, particularly in regions marked by socioeconomic inequalities among producers. These constraints may limit the adoption of advanced monitoring technologies, especially in small-scale or low-input systems, reinforcing the need for context-specific welfare assessment approaches.</p>
<p>From a methodological standpoint, this review is subject to limitations inherent to its design, including potential language bias, as only studies published in selected languages were considered, and database selection bias, which may have excluded relevant studies indexed elsewhere. In addition, differences in study designs, indicators assessed, and climatic conditions across regions may affect the comparability of results. These limitations highlight the need for future reviews to adopt broader search strategies and standardized assessment frameworks to strengthen the synthesis of evidence on cattle welfare under heat stress in climate change scenarios.</p>
</sec>
</sec>
<sec id="s4">
<label>4</label>
<title>Conclusions</title>
<p>The present study demonstrates that the welfare of cattle is related to environmental conditions, being influenced by physiological, behavioral and productive indicators. The integration of these factors allows for a more accurate diagnosis of heat stress and supports management decisions that promote health, comfort, and productivity. Current technologies, such as sensors (rumen biocapsules, collars and ear tags) and thermography, complement direct observation, offering real-time data and enabling rapid interventions.</p>
<p>There are challenges such as costs, methodological heterogeneity and limitations of application in small systems that highlight the need for strategies adapted to the producer&#x00027;s reality. However, the combination of accessible practices and appropriate technologies represents a viable way to reconcile animal welfare, production efficiency and sustainability in modern cattle farming.</p>
<p>In addition, the evidence highlights the need to explicitly incorporate breed-related differences in thermal tolerance, particularly between European and Zebu cattle, into welfare assessment and management strategies aimed at improving resilience to heat stress. Future research should prioritize comparative and longitudinal studies that integrate genetic, environmental, and management factors, as well as the development of standardized protocols that enhance the applicability and reproducibility of welfare indicators across diverse production systems and climate change scenarios.</p></sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<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="s6">
<title>Author contributions</title>
<p>IdS: Conceptualization, Visualization, Software, Writing &#x02013; review &#x00026; editing, Resources, Funding acquisition, Investigation, Project administration, Formal analysis, Validation, Methodology, Writing &#x02013; original draft, Data curation, Supervision. CS: Investigation, Methodology, Writing &#x02013; review &#x00026; editing, Writing &#x02013; original draft. VP: Methodology, Investigation, Writing &#x02013; review &#x00026; editing, Writing &#x02013; original draft. LV: Investigation, Writing &#x02013; review &#x00026; editing, Writing &#x02013; original draft, Methodology. AS: Investigation, Writing &#x02013; review &#x00026; editing, Writing &#x02013; original draft, Methodology. JC: Methodology, Writing &#x02013; review &#x00026; editing, Writing &#x02013; original draft, Investigation. CA: Writing &#x02013; original draft, Investigation, Writing &#x02013; review &#x00026; editing, Methodology. MG: Writing &#x02013; review &#x00026; editing, Writing &#x02013; original draft, Methodology, Investigation. LS: Investigation, Methodology, Writing &#x02013; original draft, Writing &#x02013; review &#x00026; editing. LM: Writing &#x02013; original draft, Writing &#x02013; review &#x00026; editing, Methodology, Investigation. KN: Formal analysis, Validation, Methodology, Data curation, Supervision, Project administration, Conceptualization. RC-J: Writing &#x02013; review &#x00026; editing, Methodology, Writing &#x02013; original draft, Investigation. &#x000C9;B: Formal analysis, Validation, Methodology, Data curation, Supervision, Project administration, Conceptualization, Software, Investigation, Writing &#x02013; original draft, Resources, Writing &#x02013; review &#x00026; editing, Visualization, Funding acquisition. WS: Software, Data curation, Writing &#x02013; original draft, Investigation, Resources, Visualization, Funding acquisition, Formal analysis, Conceptualization, Supervision, Project administration, Validation, Methodology, Writing &#x02013; review &#x00026; editing.</p>
</sec>
<ack><title>Acknowledgments</title><p>We would like to thank the research group on Bioclimatology, Animal Welfare, and Nutrition in the Amazon.</p></ack>
<sec sec-type="COI-statement" id="conf1">
<title>Conflict of interest</title>
<p>The author(s) declared that this work 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="s8">
<title>Generative AI statement</title>
<p>The author(s) declared that generative AI was not used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p></sec>
<sec sec-type="disclaimer" id="s9">
<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="s10">
<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/fvets.2025.1754412/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fvets.2025.1754412/full#supplementary-material</ext-link></p>
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<fn-group>
<fn fn-type="custom" custom-type="edited-by" id="fn0001">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1367673/overview">Daniel Mota-Rojas</ext-link>, Metropolitan Autonomous University, Mexico</p>
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<fn fn-type="custom" custom-type="reviewed-by" id="fn0002">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1847246/overview">Marcelo Ghezzi</ext-link>, Universidad Nacional del Centro de Buenos Aires, Argentina</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3056426/overview">Arthur Fernandes Bettencourt</ext-link>, Federal University of Santa Maria, Brazil</p>
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