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<journal-id journal-id-type="publisher-id">Front. Plant Sci.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Plant Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Plant Sci.</abbrev-journal-title>
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<issn pub-type="epub">1664-462X</issn>
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<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fpls.2026.1746831</article-id>
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<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Oxygen-releasing seed coating enhances yield and resource use efficiency in direct-seeded rice</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Shi</surname><given-names>Yuanqing</given-names></name>
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<name><surname>Yin</surname><given-names>Huilai</given-names></name>
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<name><surname>Zhu</surname><given-names>Yuemei</given-names></name>
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<name><surname>Liu</surname><given-names>Ruhongji</given-names></name>
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<name><surname>Xie</surname><given-names>Hongkun</given-names></name>
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<name><surname>Liu</surname><given-names>Binbin</given-names></name>
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<name><surname>Shu</surname><given-names>Chuanhai</given-names></name>
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<name><surname>Ma</surname><given-names>Jun</given-names></name>
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<name><surname>Sun</surname><given-names>Yongjian</given-names></name>
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<name><surname>Li</surname><given-names>Na</given-names></name>
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<xref ref-type="corresp" rid="c001"><sup>*</sup></xref>
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<name><surname>Yang</surname><given-names>Zhiyuan</given-names></name>
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<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
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<aff id="aff1"><label>1</label><institution>Rice Research Institute, Sichuan Agricultural University</institution>, <city>Chengdu</city>,&#xa0;<country country="cn">China</country></aff>
<aff id="aff2"><label>2</label><institution>Pilot-Scale R&amp;D Platform of Sichuan Province for New Rice Varieties and Technologies</institution>, <city>Meishan</city>,&#xa0;<country country="cn">China</country></aff>
<aff id="aff3"><label>3</label><institution>Crop Ecophysiology and Cultivation Key Laboratory of Sichuan Province</institution>, <city>Chengdu</city>,&#xa0;<country country="cn">China</country></aff>
<author-notes>
<corresp id="c001"><label>*</label>Correspondence: Zhiyuan Yang, <email xlink:href="mailto:dreamislasting@163.com">dreamislasting@163.com</email>; Na Li, <email xlink:href="mailto:lina1409bs@163.com">lina1409bs@163.com</email></corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-01-27">
<day>27</day>
<month>01</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2026</year>
</pub-date>
<volume>17</volume>
<elocation-id>1746831</elocation-id>
<history>
<date date-type="received">
<day>15</day>
<month>11</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>02</day>
<month>01</month>
<year>2026</year>
</date>
<date date-type="rev-recd">
<day>29</day>
<month>12</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2026 Shi, Yin, Zhu, Liu, Chen, Xie, Liu, Cheng, Shu, Liu, Ma, Sun, Li and Yang.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Shi, Yin, Zhu, Liu, Chen, Xie, Liu, Cheng, Shu, Liu, Ma, Sun, Li and Yang</copyright-holder>
<license>
<ali:license_ref start_date="2026-01-27">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>To address seed decay in direct-seeded rice caused by waterlogging resulting from inadequate field leveling, this study conducted split-split-plot field experiments in Chongzhou City, Sichuan Province (103&#xb0;38&#x2019;31&#x2019;&#x2019;&#x2013;103&#xb0;39&#x2019;22&#x2019;&#x2019; E, 30&#xb0;33&#x2019;16&#x2019;&#x2019;&#x2013;30&#xb0;33&#x2019;54&#x2019;&#x2019; N). Specifically, two hybrid rice varieties previously identified as flood-resistant (V1: Jinyou 1319) and flood-sensitive (V2: Jingliangyou 1377) were assigned to the main plots, wet direct seeding (P1) and water direct seeding (P2) were compared in the subplots, and the coating (C1) and no-coating (C2) treatments were applied to the sub-subplots. In the coating treatment with water direct seeding, the seedling percentage of V1 and V2 increased by 25.58% and 78.54%, respectively, the number of effective panicles increased by 4.69% and 12.95%, respectively, and the seed setting rate improved by 15.05% and 16.64%, respectively. This synergy boosted the yields of the two varieties by 23.15% and 31.77%. In particular, the yield of V2 with water direct seeding with coating matched that under wet direct seeding without coating. With little difference in total energy consumption (&#x2264; 1.88%), the sensitive variety with water direct seeding and coating saved irrigation water and labor inputs by 13% and 17%, respectively, in the demonstration area (calculated based on the input of the demonstration area). With water direct seeding, the stable oxygen supply from the coating improved the seed germination rate and seedling growth vitality, especially for the sensitive variety. Thus, the oxygen-releasing coating achieved yield increases, resource conservation, and efficiency enhancement synergistically, providing a valuable solution for the development of direct-seeded rice in China&#x2019;s hilly regions.</p>
</abstract>
<kwd-group>
<kwd>direct-seeded rice</kwd>
<kwd>economic benefits</kwd>
<kwd>energy use efficiency</kwd>
<kwd>oxygen-releasing seed coating agent</kwd>
<kwd>yield</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 the National Key Research and Development Program (2024YFD2300401, 2023YFD2301901), the Natural Science Foundation of Sichuan Province (2024NZZJ0003, 2023YFN0046), and the Chengdu Agricultural Science and Technology Center Program (NASC2024KY10).</funding-statement>
</funding-group>
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<fig-count count="5"/>
<table-count count="7"/>
<equation-count count="6"/>
<ref-count count="43"/>
<page-count count="14"/>
<word-count count="7220"/>
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<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Crop and Product Physiology</meta-value>
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</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>As a staple food crop feeding half of the world&#x2019;s population, the stable production of rice is directly tied to global food security. China, the largest rice producer worldwide, accounts for 28.5% of global rice production (<xref ref-type="bibr" rid="B11">Fukagawa and Ziska, 2019</xref>). However, the traditional rice transplanting pattern is facing serious challenges, such as high water consumption [65% of total agricultural water consumption (<xref ref-type="bibr" rid="B21">Li et&#xa0;al., 2020</xref>)], continuous increase in labor costs [annual average 12.3% (<xref ref-type="bibr" rid="B22">Lu et&#xa0;al., 2018</xref>)], and&lt; 30% mechanization rates in small-scale plots (&lt; 0.3 hm<sup>2</sup>) (<xref ref-type="bibr" rid="B39">Yang et&#xa0;al., 2023</xref>). Direct-seeded rice, i.e., sowing seeds directly in the field, eliminates seedling raising and transplanting, thereby significantly saving approximately 30% in water consumption and 50% in labor input (<xref ref-type="bibr" rid="B27">Nirmala et&#xa0;al., 2021</xref>). The advantages of direct-seeded rice have been demonstrated in various studies worldwide. In India and Pakistan, direct-seeded rice has achieved higher yields at lower production costs (<xref ref-type="bibr" rid="B17">Ishfaq et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B25">Mishra et&#xa0;al., 2017</xref>), and tests in China&#x2019;s Yangtze River Basin have also demonstrated its significant effectiveness in water conservation compared to the traditional transplanting pattern (<xref ref-type="bibr" rid="B32">Tao et&#xa0;al., 2016</xref>). Overall, the water-conservation, cost, and efficiency advantages have made this modern planting pattern an important measure to address resource and labor constraints.</p>
<p>Currently, direct-seeded rice is implemented using the dry direct seeding, water/water direct seeding, and wet direct seeding methods. With dry direct seeding, seeds are sown into dry soil, which reduces irrigation water consumption by 30% to 40% compared to rice transplanting (<xref ref-type="bibr" rid="B4">Cabangon et&#xa0;al., 2002</xref>). Nevertheless, its prolonged bare-soil period creates vulnerability to weed invasion, often leading to severe weed infestations (<xref ref-type="bibr" rid="B36">Wu et&#xa0;al., 2024</xref>). Meanwhile, dry direct seeding requires sowing seeds deep to retain water, which increases soil resistance for seed emergence and reduces the germination rate and seedling percentage (<xref ref-type="bibr" rid="B5">Chamara et&#xa0;al., 2018</xref>). With water direct seeding, seeds are sown into the soil with a static water layer, which inhibits weed germination (<xref ref-type="bibr" rid="B42">Zhang et&#xa0;al., 2025</xref>). However, the water layer also creates an oxygen-deficient environment, hindering rice seed germination and seedling establishment (<xref ref-type="bibr" rid="B15">Hu et&#xa0;al., 2022</xref>). Wet direct seeding, i.e., sowing seeds into saturated soil, establishes a slurry environment that reduces temperature fluctuations, thereby promoting seed germination and root development while reducing adversity stress in the seedling stage (<xref ref-type="bibr" rid="B10">Farooq et&#xa0;al., 2011</xref>). About 35% of China&#x2019;s rice fields are distributed in hilly regions with a slope of &gt; 5&#xb0;, where large farming machinery struggles to operate, while small machinery performs poorly in field leveling. As a result, the fields are often uneven with potholes, leading to uneven water distribution for direct-seeded rice. Therefore, the heavy weed infestation and reduced seedling percentage caused by uneven fields remain core bottlenecks hindering the development of direct-seeded rice despite effective reductions in labor and water input.</p>
<p>Meanwhile, good field leveling cannot be guaranteed under actual conditions (<xref ref-type="bibr" rid="B28">Pan et&#xa0;al., 2017</xref>). Because of its greater adaptability to various field conditions, water direct seeding is often considered more promising for practical applications than wet direct seeding, which requires fine water management (<xref ref-type="bibr" rid="B33">Wang et&#xa0;al., 2025</xref>). Nonetheless, a key bottleneck of water direct seeding is the difficult seed germination and seedling establishment, as it leaves rice seeds in an oxygen-deficient environment for a prolonged period (<xref ref-type="bibr" rid="B10">Farooq et&#xa0;al., 2011</xref>). To address this obstacle, our research team focused on seed coating innovations and developed a proprietary oxygen-releasing coating agent. The coating agent leverages the oxygen-releasing properties of calcium peroxide (CaO<sub>2</sub>) upon dissolution in water to increase the oxygen concentration around the seed and alleviate hypoxia stress (<xref ref-type="bibr" rid="B24">Mei et&#xa0;al., 2017</xref>). Meanwhile, it integrates supplementary regulators, such as uniconazol, to enhance root respiration and further reduce hypoxia damage (<xref ref-type="bibr" rid="B34">Wang et&#xa0;al., 2022</xref>). In the meantime, the Ca(OH)<sub>2</sub> produced during calcium superoxide activation can slightly increase the microenvironment pH to weak alkalinity, and the activation products can suppress pathogenic microbes, thereby promoting germination through improved oxygen, physicochemical, and microbial conditions (<xref ref-type="bibr" rid="B35">Wi&#x119;ckol-Ryk et&#xa0;al., 2020</xref>). Compared with traditional coating agents that mainly serve fungicidal and nutritional functions, the oxygen-releasing coating agent can effectively alleviate the oxygen-deficient environment of water direct seeding. In theory, it can significantly improve seed germination rate and seedling percentage, making it a feasible technical solution for promoting water direct seeding in the uneven fields of hilly regions.</p>
<p>Admittedly, the performance of this oxygen-releasing coating agent in actual applications is still unclear. While researchers have preliminarily proven the potential of existing coating agents to improve seed germination, numerous gaps remain in global-scale research and testing, which limit the technology transfer from the laboratory to large-scale applications. For one thing, the existing research findings are derived from controllable test environments, and systematic evaluation and verification in actual field environments with abiotic stresses related to water and temperature are lacking. For another, the whole-life-cycle energy input-output and cost-benefit analyses for this technology remain too scarce to provide targeted decision-making support to practical production (<xref ref-type="bibr" rid="B29">Pedrini et&#xa0;al., 2017</xref>). To this end, this study conducts field tests to systematically evaluate its application value. Specifically, a four-dimensional evaluation system incorporating seedling percentage, yield, energy, and economy indices is constructed, and an experiment design coupling variety, coating, and direct seeding method is implemented in a typical hilly rice-planting region (Chongzhou, Sichuan, with a gradient of 4.2&#xb0; to 8.7&#xb0;). The focus of analysis in this study is (1) the net energy balance between the energy-saving benefits from irrigation and the input incurred by the coating, and (2) the marginal cost yields for small farmer household applications. With optimized energy and resource efficiency, this coating could increase rice yield of water direct seeding to the level of wet direct seeding, providing a sustainable solution for rice production in the hilly regions, which account for 35% of China&#x2019;s rice-planting regions.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Test materials and location</title>
<p>This study combined field tests with demonstration area surveys. The field tests were conducted to obtain seedling condition and yield data, while demonstration area surveys were performed to collect economic data, such as production material and labor inputs. Two hybrid rice varieties with significant differences in flood sensitivity, namely, Jinyou 1319 and Jingliangyou 1377, were selected for the experiments. Specifically, varieties were screened under continuous flooding (a 3 to 5 cm water layer) for 15 days, and the germination rate of Jinyou 1319 was significantly higher than that of Jingliangyou 1377 by an average of 9.46 percentage points. Under wet direct seeding (no water stress) conditions, however, the germination rates of the two varieties showed no significant difference. Therefore, Jinyou 1319 was defined as a flood-resistant variety, whereas Jingliangyou 1377 was a flood-sensitive variety. The required seeds were selected and disinfected by soaking in a 0.6% sodium hypochlorite solution for 15 min. After rinsing 3 times with ultra-pure water, the seeds were soaked in ultra-pure water at 25 &#xb0;5 for 48 h and removed from the container for later use. The coating agent used in this study was a patented product independently developed by our research team. It was prepared using calcium peroxide (18%), Thiram (2%), sodium naphthalene sulfonate formaldehyde (1%), uniconazole (0.1%), eosin (0.15%), gum arabic (6%), talc (32%), and kaolin (30%). Briefly, the dry powders like Thiram and sodium naphthalene sulfonate formaldehyde were mixed first, and calcium peroxide was mixed into the powders last. The gum arabic was dissolved in ultra-pure water to produce an adhesive, which was mixed into the mixed powders, yielding the coating agent. The treated seeds were poured into a seed dresser to evenly coat the agent onto the seed surface, achieving a coating thickness of 2 &#xb1; 0.3 mm. Following low-temperature drying, the coated seeds were stored for later use.</p>
<p>The tests were conducted in Chongzhou City, Sichuan Province (103&#xb0;38&#x2019;31&#x2019;&#x2019;-103&#xb0;39&#x2019;22&#x2019;&#x2019; E, 30&#xb0;33&#x2019;16&#x2019;&#x2019;-30&#xb0;33&#x2019;54&#x2019;&#x2019; N) in 2022, and the test site was located in the middle of the demonstration area. Sowing was performed on May 18. The arable layer soil (0 to 20 cm) at the test site was sandy loam with an organic matter content of 15.28 g&#xb7;kg<sup>&#x2212;1</sup> and a total nitrogen content of 1.52 g&#xb7;kg<sup>&#x2212;1</sup>. The available nitrogen, available potassium, and available phosphorus were 84.23 mg&#xb7;kg<sup>&#x2212;1</sup>, 112.84 mg&#xb7;kg<sup>&#x2212;1</sup>, and 20.42 mg&#xb7;kg<sup>&#x2212;1</sup>, respectively. Regarding meteorological data, the 2012&#x2013;2021 average data (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>) were from the Sichuan Provincial Meteorological Service, and the 2022 data were from the small meteorological station erected in the test field (Licheng Automation Equipment Co., Ltd., LC-DZZ1-2).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p><bold>(A)</bold> Rice growth season meteorological data in Chongzhou (2002-2021); <bold>(B)</bold> Rice growth season meteorological data in Chongzhou (2022).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-17-1746831-g001.tif">
<alt-text content-type="machine-generated">Two-panel climate data comparison. Panel A shows average data from 2002 to 2021, and Panel B shows data for 2022. Each panel includes bar graphs for total sunshine duration (orange) and precipitation (blue) and line graphs for average temperature (pink), maximum temperature (red), and minimum temperature (green). The x-axis lists May to September, with different trends in sunshine, precipitation, and temperature observed between the two periods.</alt-text>
</graphic></fig>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Test design</title>
<p>The field tests adopted a three-factor split-split-plot design, with the two hybrid rice varieties (Jinyou 1319, V1; Jingliangyou 1377, V2) as the main plot factors. Two direct seeding methods, wet direct seeding (P1) and water direct seeding (P2), were assigned to the subplots. Two seed treatments, oxygen-releasing seed coating (C1) and no-coating (C2), were assigned to the sub-subplots. Thus, a total of 8 treatments were designed. With each treatment triplicated, a total of 24 plots were established, each 50 m<sup>2</sup> (10 m &#xd7; 5 m). Each factor level was randomly assigned to the plots to control for soil differences and micro-area environmental variability. The main plots were arranged randomly, and the subplots and sub-subplots were independently randomized within their respective upper-level plots.</p>
<p>Field water and agronomic management were strictly regulated. At 7 days before sowing, the field was subjected to deep plowing with standing water. Following a settling period, a dense, compacted layer was formed to reduce permeability, which maintained the water table. One day before sowing, the water layer was drained to 3 cm, and laser-assisted land leveling was performed (field height difference &#x2264; 3 cm) after applying the base fertilizer. Doing so unified the field surface conditions and water depths, thereby reducing the non-target differences between treatments. For wet direct seeding, a 3 cm water layer was maintained for 12 h after leveling, and the field was drained until no visible water on the field surface before hill seeding. Then, cycled wetting management was applied according to the soil water potential (&#x2212;10 kPa as a threshold). For water direct seeding, the 3 cm water layer was maintained for 12 days, during which underwater seeding was performed. The water layer was drained after 12 days, and water management thereafter was the same as that under wet direct seeding. At 30 days following seeding, all treatments were subjected to unified water and fertilizer management, namely, shallow water at the tillering stage, field drying at the nonproductive tillering stage, and alternate irrigation at the booting and filling stages. The total amount of fertilization was 150 kg&#xb7;hm<sup>2</sup> of nitrogen (base, tillering, and panicle fertilizer ratio = 3:3:4), 75 kg&#xb7;hm<sup>2</sup> of P<sub>2</sub>O<sub>5</sub> (all applied as base fertilizer), and 150 kg&#xb7;hm<sup>2</sup> of K<sub>2</sub>O (half applied as base fertilizer, half as tillering fertilizer). During seeding, the row spacing was 25 cm, the hill spacing was 15 cm, and 5 seeds were sown per hill.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Test items and methods</title>
<sec id="s2_3_1">
<label>2.3.1</label>
<title>Germination and seedling establishment survey</title>
<p>Following sowing, 5 sites were selected in each plot using the five-point sampling method, each including 3 rows &#xd7; 10 hills/row = 30 hills, totaling 150 hills per plot for the germination rate and seeding percentage survey. On the 12th day after sowing, the number of normal germinated seeds (with the length of radicle extending out of the seed coat &#x2265; seed length and plumule length &#x2265; 50% seed length) was counted, and the germination rate (%) was calculated as (number of normal germinated seeds per hill/number of seeds per hill) &#xd7; 100%. On the 20th day after sowing, the number of effective seedlings (seedling height &#x2265; 50% of the average) was investigated, and the seedling percentage (%) was calculated as (number of effective seedlings per hill/number of seeds per hill) &#xd7; 100%. During the seedling percentage survey, 3 hills of rice with uniform growth were collected from each site to determine the plant height, foliar age, stem and leaf fresh weight, and stem and leaf dry weight.</p>
</sec>
<sec id="s2_3_2">
<label>2.3.2</label>
<title>Determination of plant antioxidant enzyme activity and oxidative damage</title>
<p>Superoxide dismutase (SOD) activity was determined using the NBT photoreduction inhibition method (<xref ref-type="bibr" rid="B12">Giannopolitis and Ries, 1977</xref>), the catalase (CAT) activity was determined using the H<sub>2</sub>O<sub>2</sub> degradation rate method (<xref ref-type="bibr" rid="B23">Maehly, 1954</xref>), the peroxidase (POD) activity was determined using the guaiacol oxidation method (<xref ref-type="bibr" rid="B23">Maehly, 1954</xref>), and the MDA content was determined by the thiobarbituric acid method (<xref ref-type="bibr" rid="B18">Jambunathan, 2010</xref>).</p>
</sec>
<sec id="s2_3_3">
<label>2.3.3</label>
<title>Determination of dissolved oxygen content in the field</title>
<p>At 9:00 am every second day from the day of sowing, a JPB-607A portable dissolved oxygen meter was used to determine the dissolved oxygen content in water at the water-soil boundary in the plots with water direct seeding, and measurements were performed at 15 random sites in each plot.</p>
</sec>
<sec id="s2_3_4">
<label>2.3.4</label>
<title>Variety evaluation and yield estimation</title>
<p>One day before harvest, 10 hills of rice plants were collected from each plot to determine the yield components and calculate the number of effective panicles, the number of grains per panicle, the number of unfilled grains, and the 1000-grain weight. After removing 2 rows at the boundaries of each plot, the rice was manually harvested, and the yield was calculated.</p>
</sec>
<sec id="s2_3_5">
<label>2.3.5</label>
<title>Energy input, output, and use efficiency in rice production</title>
<p>Taking a demonstration area of 77.47 hm<sup>2</sup> as the subject of study, the whole-rice-life-cycle input data of production materials (e.g., fertilizers, fuels, machinery, and electricity) and labor were investigated, and the energy utilization efficiency and economic benefits were calculated. Based on whether the energy was renewable, the input factors were divided into renewable energy and non-renewable energy, with the former including labor, irrigation water, and seeds, while the latter covered machinery, fuels, fertilizers, and agricultural chemicals. On this basis, the actual usage of each input factor was multiplied by the corresponding energy conversion coefficients in <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;1</bold></xref> and summed to obtain the total energy input. Among them, the energy inputs of various machines were calculated separately according to the formula listed in <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;1</bold></xref>, and the machinery energy input is expressed as (<xref ref-type="disp-formula" rid="eq1">Equation&#xa0;1</xref>):</p>
<disp-formula id="eq1"><label>(1)</label>
<mml:math display="block" id="M1"><mml:mrow><mml:mtext>Energy&#xa0;input&#xa0;from&#xa0;machinery&#xa0;</mml:mtext><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mtext>EIM</mml:mtext><mml:mo>;</mml:mo><mml:msup><mml:mrow><mml:mtext>MJnhm</mml:mtext></mml:mrow><mml:mrow><mml:mo>-</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msup></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mtext>WHF</mml:mtext><mml:mo>&#xd7;</mml:mo><mml:mtext>MTR</mml:mtext><mml:mo>&#xd7;</mml:mo><mml:mtext>WOM</mml:mtext><mml:mo stretchy="false">/</mml:mo><mml:mtext>TOL</mml:mtext><mml:mo stretchy="false">/</mml:mo><mml:mtext>FEW</mml:mtext></mml:mrow></mml:math>
</disp-formula>
<p>where EIM, WHF, MTR, WOM, TOL, and FEW represent the energy input from machinery, the working hours in the field, the energy used to manufacture, transport, and repair the machinery, the weight of the machinery, the total overall life of the machinery, and field working efficiency, respectively.</p>
<p>The total energy output was obtained by summing the multiplications of the rice yield and the straw yield by the corresponding energy conversion coefficients.</p>
<p>Based on the energy input and output, the net energy (NE), energy use efficiency (EUE), and energy productivity (EP) (<xref ref-type="bibr" rid="B7">Demircan et&#xa0;al., 2006</xref>) were calculated using (<xref ref-type="disp-formula" rid="eq2">Equations 2</xref>&#x2013;<xref ref-type="disp-formula" rid="eq4">4</xref>):</p>
<disp-formula id="eq2"><label>(2)</label>
<mml:math display="block" id="M2"><mml:mrow><mml:mtext>NE&#xa0;</mml:mtext><mml:mrow><mml:mrow><mml:msup><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mtext>MJ</mml:mtext><mml:mo>&#xb7;</mml:mo><mml:msup><mml:mrow><mml:mtext>ha</mml:mtext></mml:mrow><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:msup></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mtext>energy&#xa0;output</mml:mtext><mml:mo>-</mml:mo><mml:mtext>energy&#xa0;input</mml:mtext></mml:mrow></mml:math>
</disp-formula>
<disp-formula id="eq3"><label>(3)</label>
<mml:math display="block" id="M3"><mml:mrow><mml:mtext>EUE&#xa0;</mml:mtext><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mtext>MJ</mml:mtext><mml:mo>&#xb7;</mml:mo><mml:msup><mml:mrow><mml:mtext>MJ</mml:mtext></mml:mrow><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mtext>energy&#xa0;output</mml:mtext><mml:mo stretchy="false">/</mml:mo><mml:mtext>energy&#xa0;input</mml:mtext></mml:mrow></mml:math>
</disp-formula>
<disp-formula id="eq4"><label>(4)</label>
<mml:math display="block" id="M4"><mml:mrow><mml:mtext>EP</mml:mtext><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mtext>kg</mml:mtext><mml:mo>&#xb7;</mml:mo><mml:msup><mml:mrow><mml:mtext>MJ</mml:mtext></mml:mrow><mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mtext>rice&#xa0;yield</mml:mtext><mml:mo stretchy="false">/</mml:mo><mml:mtext>energy&#xa0;input</mml:mtext></mml:mrow></mml:math>
</disp-formula>
</sec>
<sec id="s2_3_6">
<label>2.3.6</label>
<title>Economic benefits</title>
<p>The economic benefits were calculated based on the inputs (production materials and labor) and outputs (rice and straw) in the demonstration area to calculate the net income and output - input ratio using (<xref ref-type="disp-formula" rid="eq5">Equations&#xa0;5</xref>, <xref ref-type="disp-formula" rid="eq6">6</xref>).</p>
<disp-formula id="eq5"><label>(5)</label>
<mml:math display="block" id="M5"><mml:mrow><mml:mtext>Net&#xa0;benefit</mml:mtext><mml:mo>=</mml:mo><mml:mtext>total&#xa0;benefit</mml:mtext><mml:mo>-</mml:mo><mml:mtext>production&#xa0;cost</mml:mtext></mml:mrow></mml:math>
</disp-formula>
<disp-formula id="eq6"><label>(6)</label>
<mml:math display="block" id="M6"><mml:mrow><mml:mtext>Output-to-input&#xa0;ratio</mml:mtext><mml:mo>=</mml:mo><mml:mtext>Total&#xa0;benefit</mml:mtext><mml:mo stretchy="false">/</mml:mo><mml:mtext>production&#xa0;cost</mml:mtext></mml:mrow></mml:math>
</disp-formula>
<p>The cost of each production material and the average rice price are shown in <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;3</bold></xref>.</p>
</sec>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Statistics</title>
<p>Microsoft Excel 2017 (Microsoft Corp., Redmond, WA, USA) and SPSS 20 (IBM Corp., Armonk, NY, USA) were used for statistical analysis, and Origin 9 (OriginLab Corp., Northampton, MA, USA) was used for figure plotting.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Effects of coating on the germination rate and seedling percentage of hybrid rice with different direct seeding methods</title>
<p>The direct seeding method and coating treatment significantly affected germination rate, seedling percentage, plant height, fresh weight, and dry weight of rice (<xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>). Wet direct seeding performed significantly better than water direct seeding, especially in terms of germination rate and seedling percentage (P&lt; 0.01). The variety-coating interactions and direct seeding-coating interactions significantly affected most growth indicators (<xref ref-type="table" rid="T2"><bold>Table&#xa0;2</bold></xref>). With wet direct seeding, the coating and no-coating treatments did not significantly affect seedling percentage for either the flood-resistant or flood-sensitive variety, indicating limited performance of coating in improving seedling percentage under no water stress. However, the coating treatment significantly increased the fresh weight and dry weight of the seedlings (P&lt; 0.05), indicating its effectiveness in promoting seedling growth. With water direct seeding, the coating treatment significantly promoted the germination, seedling establishment, and growth of the two varieties. Specifically, the coating treatment increased the seedling percentage, plant height, fresh weight, and dry weight by 25.6%, 50.3%, 32.6%, and 165%, respectively, in the flood-resistant variety and by 78.5%, 50.6%, 91.3%, and 109.7%, respectively, in the flood-sensitive variety. The significantly increased seedling percentage of the flood-sensitive variety with oxygen-releasing coating suggested that the coating effectively alleviated the inhibited germination of the flood-sensitive variety under flooding conditions. Overall, coating significantly improved the germination and seedling growth of rice under flooding conditions, and the promotion effects on the flood-sensitive variety were generally stronger than on the flood-resistant variety.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Variance analysis of the effects of coating on hybrid rice seedling growth with different direct seeding methods.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">ANOVA</th>
<th valign="middle" align="center">Germination rate</th>
<th valign="middle" align="center">Seedling percentage</th>
<th valign="middle" align="center">Seedling height</th>
<th valign="middle" align="center">Leaf age</th>
<th valign="middle" align="center">Fresh weight</th>
<th valign="middle" align="center">Dry weight</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">V</td>
<td valign="middle" align="center">192.40**</td>
<td valign="middle" align="center">59.08*</td>
<td valign="middle" align="center">10.85ns</td>
<td valign="middle" align="center">49.69*</td>
<td valign="middle" align="center">998.56**</td>
<td valign="middle" align="center">135.56**</td>
</tr>
<tr>
<td valign="middle" align="center">P</td>
<td valign="middle" align="center">1555.46**</td>
<td valign="middle" align="center">2638.58**</td>
<td valign="middle" align="center">234.1**</td>
<td valign="middle" align="center">2.54ns</td>
<td valign="middle" align="center">3441.44**</td>
<td valign="middle" align="center">750.2**</td>
</tr>
<tr>
<td valign="middle" align="center">C</td>
<td valign="middle" align="center">174.09**</td>
<td valign="middle" align="center">173.13**</td>
<td valign="middle" align="center">148.7**</td>
<td valign="middle" align="center">12.87**</td>
<td valign="middle" align="center">2748.18**</td>
<td valign="middle" align="center">1905.05**</td>
</tr>
<tr>
<td valign="middle" align="center">V&#xd7;P</td>
<td valign="middle" align="center">13.20ns</td>
<td valign="middle" align="center">309.81**</td>
<td valign="middle" align="center">48.3**</td>
<td valign="middle" align="center">8.14*</td>
<td valign="middle" align="center">317.54**</td>
<td valign="middle" align="center">30.01**</td>
</tr>
<tr>
<td valign="middle" align="center">V&#xd7;C</td>
<td valign="middle" align="center">34.39**</td>
<td valign="middle" align="center">39.6**</td>
<td valign="middle" align="center">6.48*</td>
<td valign="middle" align="center">1.05</td>
<td valign="middle" align="center">40.9**</td>
<td valign="middle" align="center">1.05ns</td>
</tr>
<tr>
<td valign="middle" align="center">P&#xd7;C</td>
<td valign="middle" align="center">77.37**</td>
<td valign="middle" align="center">139.78**</td>
<td valign="middle" align="center">18.16**</td>
<td valign="middle" align="center">2.98</td>
<td valign="middle" align="center">55.67**</td>
<td valign="middle" align="center">4.69ns</td>
</tr>
<tr>
<td valign="middle" align="center">V&#xd7;P&#xd7;C</td>
<td valign="middle" align="center">95.52**</td>
<td valign="middle" align="center">42.04**</td>
<td valign="middle" align="center">5.36*</td>
<td valign="middle" align="center">0.53</td>
<td valign="middle" align="center">1010.18**</td>
<td valign="middle" align="center">2.92ns</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>V, P, and C represent variety, direct seeding method, and coating treatment, respectively; * and ** represent significant differences at 0.05 and 0.01 levels, respectively; ns represents no significant difference. V &#xd7; P, V &#xd7; C, P &#xd7; C, and V &#xd7; P &#xd7; C represent interactions among variety, direct seeding method, and coating.</p></fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Effects of coating on hybrid rice seedling growth with different direct seeding methods.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" colspan="3" align="center">Treatments</th>
<th valign="middle" align="center">Germination rate (%)</th>
<th valign="middle" align="center">Seeding percentage (%)</th>
<th valign="middle" align="center">Seeding height (cm)</th>
<th valign="middle" align="center">Leaf age</th>
<th valign="middle" align="center">Fresh weight (g)</th>
<th valign="middle" align="center">Dry weight (g)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" rowspan="4" align="center">V1</td>
<td valign="middle" rowspan="2" align="center">P1</td>
<td valign="middle" align="center">C1</td>
<td valign="middle" align="center">87.67a</td>
<td valign="middle" align="center">79.67a</td>
<td valign="middle" align="center">19.27a</td>
<td valign="middle" align="center">2.72ab</td>
<td valign="middle" align="center">3.63b</td>
<td valign="middle" align="center">0.73b</td>
</tr>
<tr>
<td valign="middle" align="center">C2</td>
<td valign="middle" align="center">82.00a</td>
<td valign="middle" align="center">78.33a</td>
<td valign="middle" align="center">15.29b</td>
<td valign="middle" align="center">2.28c</td>
<td valign="middle" align="center">2.20e</td>
<td valign="middle" align="center">0.40e</td>
</tr>
<tr>
<td valign="middle" rowspan="2" align="center">P2</td>
<td valign="middle" align="center">C1</td>
<td valign="middle" align="center">59.67b</td>
<td valign="middle" align="center">52.33c</td>
<td valign="middle" align="center">15.47b</td>
<td valign="middle" align="center">2.48bc</td>
<td valign="middle" align="center">2.44d</td>
<td valign="middle" align="center">0.53d</td>
</tr>
<tr>
<td valign="middle" align="center">C2</td>
<td valign="middle" align="center">55.33b</td>
<td valign="middle" align="center">41.67d</td>
<td valign="middle" align="center">10.29c</td>
<td valign="middle" align="center">2.34c</td>
<td valign="middle" align="center">1.84f</td>
<td valign="middle" align="center">0.20g</td>
</tr>
<tr>
<td valign="middle" rowspan="4" align="center">V2</td>
<td valign="middle" rowspan="2" align="center">P1</td>
<td valign="middle" align="center">C1</td>
<td valign="middle" align="center">67.33b</td>
<td valign="middle" align="center">60.67b</td>
<td valign="middle" align="center">14.6b</td>
<td valign="middle" align="center">2.89a</td>
<td valign="middle" align="center">3.83a</td>
<td valign="middle" align="center">0.93a</td>
</tr>
<tr>
<td valign="middle" align="center">C2</td>
<td valign="middle" align="center">66.33b</td>
<td valign="middle" align="center">60.33b</td>
<td valign="middle" align="center">13.65b</td>
<td valign="middle" align="center">2.67ab</td>
<td valign="middle" align="center">3.72b</td>
<td valign="middle" align="center">0.64c</td>
</tr>
<tr>
<td valign="middle" rowspan="2" align="center">P2</td>
<td valign="middle" align="center">C1</td>
<td valign="middle" align="center">67.67b</td>
<td valign="middle" align="center">58.33b</td>
<td valign="middle" align="center">15.00b</td>
<td valign="middle" align="center">2.85a</td>
<td valign="middle" align="center">3.06c</td>
<td valign="middle" align="center">0.65c</td>
</tr>
<tr>
<td valign="middle" align="center">C2</td>
<td valign="middle" align="center">34.67e</td>
<td valign="middle" align="center">32.67c</td>
<td valign="middle" align="center">9.96c</td>
<td valign="middle" align="center">2.75ab</td>
<td valign="middle" align="center">1.60g</td>
<td valign="middle" align="center">0.31f</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>V1: Jinyou 1319; V2: Jingliangyou 1377; P1: wet direct seeding; P2: water direct seeding; C1: coating; C2: no-coating; Different letters following the data in the same column indicate that the same variety shows significant differences at the 5% level under different treatments.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Effects of coating on the physiological characteristics of hybrid rice and the dissolved oxygen content under different direct seeding methods</title>
<p>As shown in <xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>, variety and coating treatment significantly affect SOD, POD, and CAT activities and the MDA content of the rice seedlings. In addition, MDA was also affected by the interaction between water and coating. Coating significantly increased the activity of SOD, a primary antioxidant enzyme, with the flood-resistant variety showing greater increases. The POD and CAT activities showed similar trends, with the V1 variety showing more significant increases. The interactive effects of direct seeding methods and coating treatment manifested as follows: With the water direct seeding method, coating significantly reduced the MDA content relative to the no-coating treatment. With the wet direct seeding method, coating treatments caused no significant difference in the MDA content. Thus, coating can effectively enhance the antioxidant enzyme system and alleviate the oxidative damage caused by hypoxia stress in flooded environments.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Antioxidant system activity and oxidative damage indicators. <bold>(A)</bold> SOD activity; <bold>(B)</bold> POD activity; <bold>(C)</bold> CAT activity; <bold>(D)</bold> MDA content. (Different letters marking the data indicate significance at the 5% level among the flooding treatments with the same variety).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-17-1746831-g002.tif">
<alt-text content-type="machine-generated">Bar charts A to D compare biochemical activities and contents (SOD, POD, CAT, MDA) between conditions C1 (red) and C2 (green) across four groups (V1P1, V1P2, V2P1, V2P2). Error bars indicate variability, and different letters denote statistical significance.</alt-text>
</graphic></fig>
<p>As shown in <xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3</bold></xref>, the oxygen-releasing coating significantly improved the dissolved oxygen content in the water layer of the rice field, increasing it to 4.53 times (on average) that without coating. Variety showed no direct effect on the dissolved oxygen content, with similar dissolved oxygen content curves between varieties. Specifically, a rapid increase was observed from 0 to 9 days (daily average increase of 0.7 to 0.8 mg&#xb7;L<sup>&#x2212;1</sup>), and peaks were observed on day 9 (V1: 8 mg&#xb7;L<sup>&#x2212;1</sup>; V2: 7.47 mg&#xb7;L<sup>&#x2212;1</sup>), reaching 4.57 times and 5.41 times that under the no-coating treatment. A period of decline spanned from day 9 to day 12, with decreases of 15.83% and 18.75%, respectively, and the dissolved oxygen content under the no-coating treatment slightly increased or remained stable. With the termination of the flooding treatment at day 12, the water layer&#x2019;s dissolved oxygen content under the coating treatment still reached 3.67 times (on average) that of the no-coating treatment. Therefore, the oxygen-releasing coating agent can maintain a long-term stable oxygen supply.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Dissolved oxygen content in water. V1: Jinyou 1319; V2: Jingliangyou 1377.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-17-1746831-g003.tif">
<alt-text content-type="machine-generated">Two line graphs labeled V1 and V2 illustrate the dissolved oxygen content in water over twelve flooding days. Both graphs compare no coating treatment (orange line) with coating treatment (blue line). The blue line consistently shows a significant increase in oxygen levels, peaking around day eight, while the orange line remains relatively stable with low oxygen levels throughout. Error bars are present for both lines.</alt-text>
</graphic></fig>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Effects of coating on hybrid rice yield and yield components under different direct seeding methods</title>
<p>The average yield of the flood-resistant variety was significantly higher than that of the flood-sensitive variety, and the average yield with water direct seeding decreased by 1038.36 kg&#xb7;hm<sup>&#x2212;2</sup> compared with wet direct seeding (<xref ref-type="table" rid="T3"><bold>Table&#xa0;3</bold></xref>). In this study, the yield was closely related to the number of effective panicles, while the number of effective panicles was significantly regulated by the direct seeding method (F = 48.09**), coating (F = 53.39**), and the interaction between the two (F = 20.06**) (<xref ref-type="table" rid="T4"><bold>Table&#xa0;4</bold></xref>). By significantly increasing the number of effective panicles and the seed setting rate, coating significantly improved rice yield under water direct seeding, achieving yield increases of 1319.93 kg&#xb7;hm<sup>&#x2212;2</sup> and 1617.31 kg&#xb7;hm<sup>&#x2212;2</sup> for the flood-resistant and flood-sensitive varieties, respectively. Using the seed coating, the yield with water direct seeding showed no significant difference compared to that under wet direct seeding and no-coating conditions, and the flood-sensitive variety even achieved higher yields instead.</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Effects of coating on hybrid rice yield and yield components with different direct seeding methods.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" colspan="3" align="center">Treatments</th>
<th valign="middle" align="center">Effective panicles (&#xd7;10 <sup>4/</sup>hm<sup>&#x2212;2</sup>)</th>
<th valign="middle" align="center">Grains per panicle (No.)</th>
<th valign="middle" align="center">Seed-setting rate (%)</th>
<th valign="middle" align="center">1000-grain weight (g)</th>
<th valign="middle" align="center">Grain yield (kg hm<sup>&#x2212;2</sup>)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" rowspan="4" align="center">V1</td>
<td valign="middle" rowspan="2" align="center">P1</td>
<td valign="middle" align="center">C1</td>
<td valign="middle" align="center">210.67a</td>
<td valign="middle" align="center">199.11c</td>
<td valign="middle" align="center">59.87b</td>
<td valign="middle" align="center">31.05a</td>
<td valign="middle" align="center">7682.55a</td>
</tr>
<tr>
<td valign="middle" align="center">C2</td>
<td valign="middle" align="center">213.33a</td>
<td valign="middle" align="center">206.99bc</td>
<td valign="middle" align="center">56.62bc</td>
<td valign="middle" align="center">30.81a</td>
<td valign="middle" align="center">7385.94ab</td>
</tr>
<tr>
<td valign="middle" rowspan="2" align="center">P2</td>
<td valign="middle" align="center">C1</td>
<td valign="middle" align="center">208.00a</td>
<td valign="middle" align="center">206.67bc</td>
<td valign="middle" align="center">58.41b</td>
<td valign="middle" align="center">31.09a</td>
<td valign="middle" align="center">7021.25bc</td>
</tr>
<tr>
<td valign="middle" align="center">C2</td>
<td valign="middle" align="center">198.67b</td>
<td valign="middle" align="center">210.90bc</td>
<td valign="middle" align="center">50.77c</td>
<td valign="middle" align="center">30.90a</td>
<td valign="middle" align="center">5701.32e</td>
</tr>
<tr>
<td valign="middle" rowspan="4" align="center">V2</td>
<td valign="middle" rowspan="2" align="center">P1</td>
<td valign="middle" align="center">C1</td>
<td valign="middle" align="center">209.33a</td>
<td valign="middle" align="center">209.31bc</td>
<td valign="middle" align="center">66.97a</td>
<td valign="middle" align="center">25.03b</td>
<td valign="middle" align="center">6951.21cd</td>
</tr>
<tr>
<td valign="middle" align="center">C2</td>
<td valign="middle" align="center">198.67b</td>
<td valign="middle" align="center">244.86a</td>
<td valign="middle" align="center">55.29bc</td>
<td valign="middle" align="center">25.14b</td>
<td valign="middle" align="center">6654.54d</td>
</tr>
<tr>
<td valign="middle" rowspan="2" align="center">P2</td>
<td valign="middle" align="center">C1</td>
<td valign="middle" align="center">209.33a</td>
<td valign="middle" align="center">224.99ab</td>
<td valign="middle" align="center">60.70b</td>
<td valign="middle" align="center">25.23b</td>
<td valign="middle" align="center">6707.78cd</td>
</tr>
<tr>
<td valign="middle" align="center">C2</td>
<td valign="middle" align="center">185.33c</td>
<td valign="middle" align="center">217.55bc</td>
<td valign="middle" align="center">52.04c</td>
<td valign="middle" align="center">25.20b</td>
<td valign="middle" align="center">5090.47f</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>V1: Jinyou 1319; V2: Jingliangyou 1377; P1: wet direct seeding; P2: water direct seeding; C1: coating; C2: no-coating; Different letters following the data in the same column indicate that the same variety shows significant differences at the 5% level under different treatments.</p></fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T4" position="float">
<label>Table&#xa0;4</label>
<caption>
<p>Variance analysis of the effects of coating on hybrid rice yield and yield components with different direct seeding methods.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">ANOVA</th>
<th valign="middle" align="center">Effective panicles</th>
<th valign="middle" align="center">Grains per panicle</th>
<th valign="middle" align="center">Seed-setting rate</th>
<th valign="middle" align="center">1000-grain weight</th>
<th valign="middle" align="center">Grain yield</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">V</td>
<td valign="middle" align="center">147.00**</td>
<td valign="middle" align="center">49.98*</td>
<td valign="middle" align="center">6.44</td>
<td valign="middle" align="center">2689.18**</td>
<td valign="middle" align="center">67.06*</td>
</tr>
<tr>
<td valign="middle" align="center">P</td>
<td valign="middle" align="center">48.09**</td>
<td valign="middle" align="center">0.01</td>
<td valign="middle" align="center">15.27*</td>
<td valign="middle" align="center">0.35</td>
<td valign="middle" align="center">319.19**</td>
</tr>
<tr>
<td valign="middle" align="center">C</td>
<td valign="middle" align="center">53.39**</td>
<td valign="middle" align="center">5.64*</td>
<td valign="middle" align="center">46.06**</td>
<td valign="middle" align="center">0.21</td>
<td valign="middle" align="center">428.45**</td>
</tr>
<tr>
<td valign="middle" align="center">V&#xd7;P</td>
<td valign="middle" align="center">0.82</td>
<td valign="middle" align="center">2.15</td>
<td valign="middle" align="center">0.26</td>
<td valign="middle" align="center">0.04</td>
<td valign="middle" align="center">5.36</td>
</tr>
<tr>
<td valign="middle" align="center">V&#xd7;C</td>
<td valign="middle" align="center">24.50**</td>
<td valign="middle" align="center">0.89</td>
<td valign="middle" align="center">4.21</td>
<td valign="middle" align="center">0.43</td>
<td valign="middle" align="center">3.04</td>
</tr>
<tr>
<td valign="middle" align="center">P&#xd7;C</td>
<td valign="middle" align="center">20.06**</td>
<td valign="middle" align="center">7.59*</td>
<td valign="middle" align="center">0.9</td>
<td valign="middle" align="center">0.01</td>
<td valign="middle" align="center">188.86**</td>
</tr>
<tr>
<td valign="middle" align="center">V&#xd7;P&#xd7;C</td>
<td valign="middle" align="center">0.06</td>
<td valign="middle" align="center">5.40*</td>
<td valign="middle" align="center">2.6</td>
<td valign="middle" align="center">0.06</td>
<td valign="middle" align="center">3.04</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>V, P, and C represent variety, direct seeding method, and coating treatment, respectively; * and ** represent significant differences at 0.05 and 0.01 levels, respectively; ns represents no significant difference. V &#xd7; P, V &#xd7; C, P &#xd7; C, and V &#xd7; P &#xd7; C represent interactions among variety, direct seeding method, and coating.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>Effects of coating on the energy utilization of hybrid rice with different direct seeding methods</title>
<sec id="s3_4_1">
<label>3.4.1</label>
<title>Effects of coating on energy input of hybrid rice with different direct seeding methods</title>
<p>As shown in <xref ref-type="table" rid="T5"><bold>Table&#xa0;5</bold></xref>, rice varieties, direct seeding methods, and coating treatments have little impact on the energy input. Specifically, the coating treatment increased energy input of the V1 variety by only 1.42% and 0.96%, respectively, compared to the no-coating treatment under water direct seeding and wet direct seeding conditions. Such increases in the V2 variety reached 0.79% and 1.89%, respectively. Thus, the coating did not significantly increase the energy input. The energy inputs for different production materials ranked from highest to lowest were: fertilizers &gt; fuels &gt; irrigation water &gt; labor &gt; machinery &gt; seeds &gt; pesticides &gt; electricity (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4</bold></xref>). Together accounting for &gt; 70% of the total energy input, those of fertilizers and fuels showed small differences between different direct seeding methods and coating treatments. Although water direct seeding did not significantly reduce the energy input of the production system, it required no drainage during sowing, thus reducing the frequency of subsequent drainage and irrigation. As a result, the labor and irrigation water inputs were reduced. In addition, flooding direct seeding eliminated the need for weed control by suppressing weeds with water, effectively reducing the use of chemical herbicides. These three improvements are crucial for the green and sustainable development of rice production in China.</p>
<table-wrap id="T5" position="float">
<label>Table&#xa0;5</label>
<caption>
<p>Effects of coating on energy input of hybrid rice with different direct seeding methods.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="3" align="center">Items</th>
<th valign="middle" colspan="4" align="center">V1</th>
<th valign="middle" colspan="4" align="center">V2</th>
</tr>
<tr>
<th valign="middle" colspan="2" align="center">P1</th>
<th valign="middle" colspan="2" align="center">P2</th>
<th valign="middle" colspan="2" align="center">P1</th>
<th valign="middle" colspan="2" align="center">P2</th>
</tr>
<tr>
<th valign="middle" align="center">C1</th>
<th valign="middle" align="center">C2</th>
<th valign="middle" align="center">C1</th>
<th valign="middle" align="center">C2</th>
<th valign="middle" align="center">C1</th>
<th valign="middle" align="center">C2</th>
<th valign="middle" align="center">C1</th>
<th valign="middle" align="center">C2</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Ploughing machine</td>
<td valign="middle" align="left">437.65</td>
<td valign="middle" align="left">446.42</td>
<td valign="middle" align="left">453.95</td>
<td valign="middle" align="left">461.47</td>
<td valign="middle" align="left">442.66</td>
<td valign="middle" align="left">437.65</td>
<td valign="middle" align="left">448.93</td>
<td valign="middle" align="left">453.95</td>
</tr>
<tr>
<td valign="middle" align="left">Coating machine</td>
<td valign="middle" align="left">119.9</td>
<td valign="middle" align="left">0</td>
<td valign="middle" align="left">119.6</td>
<td valign="middle" align="left">0</td>
<td valign="middle" align="left">119.72</td>
<td valign="middle" align="left">0</td>
<td valign="middle" align="left">120.02</td>
<td valign="middle" align="left">0</td>
</tr>
<tr>
<td valign="middle" align="left">Sprayer</td>
<td valign="middle" align="left">1.7</td>
<td valign="middle" align="left">1.73</td>
<td valign="middle" align="left">1.67</td>
<td valign="middle" align="left">1.73</td>
<td valign="middle" align="left">1.73</td>
<td valign="middle" align="left">1.71</td>
<td valign="middle" align="left">1.64</td>
<td valign="middle" align="left">1.7</td>
</tr>
<tr>
<td valign="middle" align="left">Harvester</td>
<td valign="middle" align="left">225.05</td>
<td valign="middle" align="left">226.17</td>
<td valign="middle" align="left">228.41</td>
<td valign="middle" align="left">226.17</td>
<td valign="middle" align="left">227.08</td>
<td valign="middle" align="left">225.05</td>
<td valign="middle" align="left">222.81</td>
<td valign="middle" align="left">227.29</td>
</tr>
<tr>
<td valign="middle" align="left">Labor</td>
<td valign="middle" align="left">921.65</td>
<td valign="middle" align="left">932.49</td>
<td valign="middle" align="left">794.68</td>
<td valign="middle" align="left">800.13</td>
<td valign="middle" align="left">917.81</td>
<td valign="middle" align="left">925.86</td>
<td valign="middle" align="left">788.63</td>
<td valign="middle" align="left">799.41</td>
</tr>
<tr>
<td valign="middle" align="left">Fuel</td>
<td valign="middle" align="left">4472.7</td>
<td valign="middle" align="left">4534.64</td>
<td valign="middle" align="left">4598.28</td>
<td valign="middle" align="left">4625.3</td>
<td valign="middle" align="left">4521.13</td>
<td valign="middle" align="left">4472.7</td>
<td valign="middle" align="left">4522.26</td>
<td valign="middle" align="left">4589.27</td>
</tr>
<tr>
<td valign="middle" align="left">Electricity</td>
<td valign="middle" align="left">126.76</td>
<td valign="middle" align="left">20.02</td>
<td valign="middle" align="left">126.43</td>
<td valign="middle" align="left">19.66</td>
<td valign="middle" align="left">127.15</td>
<td valign="middle" align="left">19.8</td>
<td valign="middle" align="left">126.5</td>
<td valign="middle" align="left">20.05</td>
</tr>
<tr>
<td valign="middle" align="left">N fertilizer</td>
<td valign="middle" align="left">9689.51</td>
<td valign="middle" align="left">9704.06</td>
<td valign="middle" align="left">9694.8</td>
<td valign="middle" align="left">9653.13</td>
<td valign="middle" align="left">9708.03</td>
<td valign="middle" align="left">9642.55</td>
<td valign="middle" align="left">9595.59</td>
<td valign="middle" align="left">9664.38</td>
</tr>
<tr>
<td valign="middle" align="left">P fertilizer</td>
<td valign="middle" align="left">919.56</td>
<td valign="middle" align="left">916.58</td>
<td valign="middle" align="left">907.62</td>
<td valign="middle" align="left">914.71</td>
<td valign="middle" align="left">911.6</td>
<td valign="middle" align="left">914.22</td>
<td valign="middle" align="left">908</td>
<td valign="middle" align="left">915.21</td>
</tr>
<tr>
<td valign="middle" align="left">K fertilizer</td>
<td valign="middle" align="left">1663.25</td>
<td valign="middle" align="left">1657.23</td>
<td valign="middle" align="left">1663.58</td>
<td valign="middle" align="left">1658.34</td>
<td valign="middle" align="left">1658.67</td>
<td valign="middle" align="left">1661.91</td>
<td valign="middle" align="left">1660.57</td>
<td valign="middle" align="left">1664.14</td>
</tr>
<tr>
<td valign="middle" align="left">Water</td>
<td valign="middle" align="left">4057.18</td>
<td valign="middle" align="left">4076.67</td>
<td valign="middle" align="left">3588.53</td>
<td valign="middle" align="left">3593.73</td>
<td valign="middle" align="left">4067.72</td>
<td valign="middle" align="left">4072.16</td>
<td valign="middle" align="left">3601.28</td>
<td valign="middle" align="left">3600.02</td>
</tr>
<tr>
<td valign="middle" align="left">Pesticide</td>
<td valign="middle" align="left">211.51</td>
<td valign="middle" align="left">214.54</td>
<td valign="middle" align="left">212.52</td>
<td valign="middle" align="left">209.48</td>
<td valign="middle" align="left">209.48</td>
<td valign="middle" align="left">210.5</td>
<td valign="middle" align="left">211.51</td>
<td valign="middle" align="left">206.45</td>
</tr>
<tr>
<td valign="middle" align="left">Herbicide</td>
<td valign="middle" align="left">168.98</td>
<td valign="middle" align="left">164.22</td>
<td valign="middle" align="left">109.48</td>
<td valign="middle" align="left">111.86</td>
<td valign="middle" align="left">164.22</td>
<td valign="middle" align="left">157.08</td>
<td valign="middle" align="left">114.24</td>
<td valign="middle" align="left">109.48</td>
</tr>
<tr>
<td valign="middle" align="left">Fungicide</td>
<td valign="middle" align="left">239.76</td>
<td valign="middle" align="left">131.76</td>
<td valign="middle" align="left">235.44</td>
<td valign="middle" align="left">129.6</td>
<td valign="middle" align="left">241.92</td>
<td valign="middle" align="left">133.92</td>
<td valign="middle" align="left">244.08</td>
<td valign="middle" align="left">131.76</td>
</tr>
<tr>
<td valign="middle" align="left">Seeds</td>
<td valign="middle" align="left">585.5</td>
<td valign="middle" align="left">587.56</td>
<td valign="middle" align="left">584.03</td>
<td valign="middle" align="left">588.29</td>
<td valign="middle" align="left">584.77</td>
<td valign="middle" align="left">586.38</td>
<td valign="middle" align="left">586.09</td>
<td valign="middle" align="left">586.82</td>
</tr>
<tr>
<td valign="middle" align="left">Total energy</td>
<td valign="middle" align="left">23840.66</td>
<td valign="middle" align="left">23614.09</td>
<td valign="middle" align="left">23319.03</td>
<td valign="middle" align="left">22993.61</td>
<td valign="middle" align="left">23903.91</td>
<td valign="middle" align="left">23461.68</td>
<td valign="middle" align="left">23152.15</td>
<td valign="middle" align="left">22969.92</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>V1: Jinyou 1319; V2: Jingliangyou 1377; P1: wet direct seeding; P2: water direct seeding; C1: coating; C2: no-coating.</p></fn>
</table-wrap-foot>
</table-wrap>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Effects of coating on the energy input of hybrid rice with different direct seeding methods.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-17-1746831-g004.tif">
<alt-text content-type="machine-generated">Four pie charts labeled P1C1, P1C2, P2C1, and P2C2 depict resource usage percentages. Fertilizer consistently has the highest share, ranging from 51.4% to 53.2%. Fuel, water, machinery, labor, pesticide, seed, and electricity account for smaller portions, varying slightly between charts. Different colors represent each category, with a legend on the right.</alt-text>
</graphic></fig>
</sec>
<sec id="s3_4_2">
<label>3.4.2</label>
<title>Effect of coating on energy use efficiency of hybrid rice with different direct seeding methods</title>
<p>Analysis of variance in <xref ref-type="table" rid="T6"><bold>Table&#xa0;6</bold></xref> shows that coating has extremely significant effects on energy output, net energy, energy use efficiency, and energy productivity, and that the direct seeding method-coating treatment interactions show extremely significant effects on those indicators. As shown in <xref ref-type="table" rid="T7"><bold>Table&#xa0;7</bold></xref>, the overall energy output of the flood-resistant variety is 13.19% higher than that of the flood-sensitive variety, and the average energy output with water direct seeding is 15.63% lower than that with wet direct seeding. Under the flooded conditions, coating increased the energy output of V1 and V2 by 14.26% and 22.84%, respectively. The NE, EUE, and EP of V1 with coating improved by 16.2%, 12.7%, and 21.5%, respectively, compared with the no-coating treatment, while the improvements of V2 were even larger (26.8%, 21.9%, and 30.7%), suggesting that coating is more effective for the flood-sensitive variety with water direct seeding.</p>
<table-wrap id="T6" position="float">
<label>Table&#xa0;6</label>
<caption>
<p>Variance analysis of the effects of coating on the energy use efficiency of hybrid rice with different direct seeding methods.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">ANOVA</th>
<th valign="middle" align="center">Energy output</th>
<th valign="middle" align="center">NE</th>
<th valign="middle" align="center">EUE</th>
<th valign="middle" align="center">EP</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">V</td>
<td valign="middle" align="left">336.04**</td>
<td valign="middle" align="left">334.08**</td>
<td valign="middle" align="left">304.63**</td>
<td valign="middle" align="left">62.30*</td>
</tr>
<tr>
<td valign="middle" align="center">P</td>
<td valign="middle" align="left">488.83**</td>
<td valign="middle" align="left">467.97**</td>
<td valign="middle" align="left">336.08**</td>
<td valign="middle" align="left">226.61**</td>
</tr>
<tr>
<td valign="middle" align="center">C</td>
<td valign="middle" align="left">255.54**</td>
<td valign="middle" align="left">245.50**</td>
<td valign="middle" align="left">191.07**</td>
<td valign="middle" align="left">355.66**</td>
</tr>
<tr>
<td valign="middle" align="center">V&#xd7;P</td>
<td valign="middle" align="left">27.41**</td>
<td valign="middle" align="left">27.65**</td>
<td valign="middle" align="left">26.67**</td>
<td valign="middle" align="left">5.43ns</td>
</tr>
<tr>
<td valign="middle" align="center">V&#xd7;C</td>
<td valign="middle" align="left">3.10ns</td>
<td valign="middle" align="left">3.02ns</td>
<td valign="middle" align="left">3.26ns</td>
<td valign="middle" align="left">2.92ns</td>
</tr>
<tr>
<td valign="middle" align="center">P&#xd7;C</td>
<td valign="middle" align="left">251.42**</td>
<td valign="middle" align="left">252.93**</td>
<td valign="middle" align="left">280.67**</td>
<td valign="middle" align="left">205.66**</td>
</tr>
<tr>
<td valign="middle" align="center">V&#xd7;P&#xd7;C</td>
<td valign="middle" align="left">12.45**</td>
<td valign="middle" align="left">13.15**</td>
<td valign="middle" align="left">19.32**</td>
<td valign="middle" align="left">5.63*</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>V, P, and C represent variety, direct seeding method, and coating treatment, respectively; * and ** represent significant differences at 0.05 and 0.01 levels, respectively; ns represents no significant difference. V &#xd7; P, V &#xd7; C, P &#xd7; C, and V &#xd7; P &#xd7; C represent interactions among variety, direct seeding method, and coating.</p></fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T7" position="float">
<label>Table&#xa0;7</label>
<caption>
<p>Effects of coating on the energy use efficiency of hybrid rice with different direct seeding methods.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" colspan="3" align="center">Treatments</th>
<th valign="middle" align="center">Energy output (MJ&#xb7;hm<sup>&#x2212;2</sup>)</th>
<th valign="middle" align="center">NE (MJ&#xb7;hm<sup>&#x2212;2</sup>)</th>
<th valign="middle" align="center">EUE (MJ&#xb7;MJ<sup>&#x2212;1</sup>)</th>
<th valign="middle" align="center">EP (Kg&#xb7;MJ<sup>&#x2212;1</sup>)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" rowspan="4" align="center">V1</td>
<td valign="middle" rowspan="2" align="center">P1</td>
<td valign="middle" align="center">C1</td>
<td valign="middle" align="center">220926.65a</td>
<td valign="middle" align="center">197085.98a</td>
<td valign="middle" align="center">9.27a</td>
<td valign="middle" align="center">0.32a</td>
</tr>
<tr>
<td valign="middle" align="center">C2</td>
<td valign="middle" align="center">219161.02a</td>
<td valign="middle" align="center">195546.93a</td>
<td valign="middle" align="center">9.28a</td>
<td valign="middle" align="center">0.31ab</td>
</tr>
<tr>
<td valign="middle" rowspan="2" align="center">P2</td>
<td valign="middle" align="center">C1</td>
<td valign="middle" align="center">198141.27b</td>
<td valign="middle" align="center">174822.25b</td>
<td valign="middle" align="center">8.50b</td>
<td valign="middle" align="center">0.30bc</td>
</tr>
<tr>
<td valign="middle" align="center">C2</td>
<td valign="middle" align="center">173409.13d</td>
<td valign="middle" align="center">150410.51d</td>
<td valign="middle" align="center">7.54d</td>
<td valign="middle" align="center">0.25e</td>
</tr>
<tr>
<td valign="middle" rowspan="4" align="center">V2</td>
<td valign="middle" rowspan="2" align="center">P1</td>
<td valign="middle" align="center">C1</td>
<td valign="middle" align="center">189082.23c</td>
<td valign="middle" align="center">165168.32c</td>
<td valign="middle" align="center">7.91c</td>
<td valign="middle" align="center">0.29cd</td>
</tr>
<tr>
<td valign="middle" align="center">C2</td>
<td valign="middle" align="center">190607.23c</td>
<td valign="middle" align="center">167145.76c</td>
<td valign="middle" align="center">8.12c</td>
<td valign="middle" align="center">0.28d</td>
</tr>
<tr>
<td valign="middle" rowspan="2" align="center">P2</td>
<td valign="middle" align="center">C1</td>
<td valign="middle" align="center">185990.61c</td>
<td valign="middle" align="center">162838.46c</td>
<td valign="middle" align="center">8.03c</td>
<td valign="middle" align="center">0.29cd</td>
</tr>
<tr>
<td valign="middle" align="center">C2</td>
<td valign="middle" align="center">151404.61e</td>
<td valign="middle" align="center">128434.69e</td>
<td valign="middle" align="center">6.59e</td>
<td valign="middle" align="center">0.22f</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>V1: Jinyou 1319; V2: Jingliangyou 1377; P1: wet direct seeding; P2: water direct seeding; C1: coating; C2: no-coating; Different letters following the data in the same column indicate that the same variety shows significant differences at the 5% level under different treatments.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="s3_5">
<label>3.5</label>
<title>Effects of coating on the economic benefits of hybrid rice with different direct seeding methods</title>
<p>As shown in <xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5</bold></xref>, water direct seeding significantly reduces the economic costs compared to wet direct seeding, mainly due to the reduced input in areas such as labor and irrigation water. Coating increased the consumption of machinery, labor, and coating agents, leading to significantly higher production costs than the no-coating treatment. With water direct seeding, coating increased the net profits of V1 and V2 by 281.73 USD&#xb7;hm<sup>&#x2212;2</sup> and 387.18 USD&#xb7;hm<sup>&#x2212;2</sup>, respectively, and their output-to-input ratios by 11.61% and 17.83%, respectively, mainly by significantly increasing yield. In contrast, the coating treatment under wet direct seeding resulted in no significant improvement. In summary, the coating agent can optimize the economic benefits and resource utilization efficiency under the water direct seeding mode, especially for water-sensitive varieties.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Effects of seed coating on the total economic cost, net income, and output-input ratio of hybrid rice under different direct seeding methods. (Different letters marking the data indicate significance at the 5% level among the flooding treatments with the same variety.).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-17-1746831-g005.tif">
<alt-text content-type="machine-generated">Bar charts showing economic output and input for different variables (V1P1C1, V1P1C2, V1P2C1, V1P2C2, V2P1C1, V2P1C2, V2P2C1, V2P2C2). Outputs are orange bars measuring up to 25000 US dollars per hectare. Inputs are stacked bars with components: labor force, seed, pesticide, chemical fertilizer, machine, water, fuel and electricity, coating machine, in various colors.</alt-text>
</graphic></fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>This study shows that the interactions of oxygen-releasing coating agent with water and rice variety significantly affect rice seed germination and seedling establishment, consistent with the conclusions of <xref ref-type="bibr" rid="B19">Javed et&#xa0;al. (2021)</xref> and <xref ref-type="bibr" rid="B41">Zhang et&#xa0;al. (2023)</xref>. Although previous studies have confirmed the technical advantages of oxygen-releasing coating (<xref ref-type="bibr" rid="B9">Due&#xf1;as et&#xa0;al., 2024</xref>), the coating agent developed by our research team showed high efficiency in alleviating hypoxia stress in this study. The coating treatment significantly increased the seedling percentage of the flood-sensitive variety from 32.67% to 60.67%, highlighting its potential application values in actual production. With continuous oxygen release from the reaction between calcium peroxide and water, the coating significantly increased the dissolved oxygen content in the water layer, creating a beneficial oxygen-rich microenvironment for the rice root system (<xref ref-type="bibr" rid="B14">Hu et&#xa0;al., 2020</xref>). Consequently, the rice antioxidant defense system was activated: First, the SOD activity was significantly increased (<xref ref-type="bibr" rid="B40">Yuan et&#xa0;al., 2020</xref>). As the core initialization process of the antioxidant response, the increased SOD activity triggers a cascade reaction that stimulates synergistic increases in POD and CAT activities. Ultimately, the excess active oxygen accumulated under hypoxic stress was effectively eliminated, and lipid peroxidation damage was reduced, manifesting as a significant decrease in the MDA content (<xref ref-type="bibr" rid="B8">Du et&#xa0;al., 2025</xref>). From the morphogenesis perspective, the coating agent significantly increases the seedling percentage by improving the oxygen in the environment, and from the physiological perspective, it systematically enhances the resistance of rice seedlings to hypoxic stress (<xref ref-type="bibr" rid="B43">Zhang et&#xa0;al., 2018</xref>). This finding complements previous studies that focused primarily on seedling percentage, revealing potential pathways through which coating affects yield by promoting early growth (<xref ref-type="bibr" rid="B3">Biswas et&#xa0;al., 2001</xref>). In terms of research presentation, this study has not incorporated imaging evidence to assist in the demonstration of coating evenness and seedling phenotype differences. Future research may employ imaging methods, such as SEM, to better characterize the coating and the seedling status under different treatments, thereby advancing our understanding of the mechanisms underlying the functioning of the oxygen-releasing coating.</p>
<p>In this study, the oxygen-releasing coating improved rice yield mainly by increasing the number of effective panicles, with a contribution rate significantly higher than that of the number of grains per panicle, the seed setting rate, and the 1000-grain weight, aligning with the conclusion of <xref ref-type="bibr" rid="B37">Xiong et&#xa0;al. (2005)</xref>. Through continuous oxygen supply, the coating significantly improves the seed germination and seedling establishment under flooding stress, providing the necessary seedling quantities for the construction of high-yield populations (<xref ref-type="bibr" rid="B19">Javed et&#xa0;al., 2021</xref>). Specifically, the number of effective panicles of the flood-resistant variety (V1) and the flood-sensitive variety (V2) increased by 4.69% and 12.95%, respectively, effectively offsetting the yield loss caused by flooding. Thus, the yield with water direct seeding became comparable to that of conventional wet direct seeding. This effect is particularly applicable to uneven rice fields in hilly regions. With seed coating, rice plants in low-lying areas with water accumulation form populations with yield potential comparable to that in flat wet areas, providing an effective solution for the safe production of water-sensitive varieties under flooding conditions. This technology breaks through the long-standing yield bottleneck in direct-seeded rice under flooding stress, offering important technical support for its large-scale, simplified applications.</p>
<p>The optimized water resource management and weed control under the water direct seeding treatment significantly reduce labor and resource inputs during production. With the same seed coating treatment, water direct seeding reduces labor input by 13.7% to 14.1% compared to wet direct seeding, mainly due to the less frequent irrigation and agricultural chemical spraying operations. Meanwhile, its water layer significantly inhibits weed growth, reducing herbicide use and avoiding the environmental impact from agricultural chemicals. Although the coating treatment slightly increased the energy consumption at the seed treatment stage (<xref ref-type="bibr" rid="B38">Yang et&#xa0;al., 2014</xref>), the overall energy use efficiency of water direct seeding increased by 12% to 22%, reflecting its energy efficiency advantages. Unlike the serious imbalance in energy efficiency caused by weed hazards reported by <xref ref-type="bibr" rid="B6">Chauhan et&#xa0;al. (2015)</xref>, the water direct seeding with coating treatment (V1P2C1) reached a total energy input (23,319.03 MJ&#xb7;hm<sup>&#x2212;2</sup>) 1.25% lower than that of the wet direct seeding with no-coating treatment (23,614.09 MJ&#xb7;hm<sup>&#x2212;2</sup>), indicating its better energy management performance. In particular, coating treatments (V1 and V2) with water direct seeding increased the energy output by 14.26% and 22.84%, respectively, compared with the no-coating treatments, much higher than the coating-induced increments (&lt; 8%) observed in upland rice production in the Philippines, as reported by <xref ref-type="bibr" rid="B30">Quilty et&#xa0;al. (2014)</xref>, highlighting the significant efficiency improvement potential of the coating technology in flooded environments.</p>
<p>The physical oxygenation mechanism of the coating activates the seed&#x2019;s photosynthetic potential that is inhibited by hypoxia in flooded, hypoxic environments, and this activation is difficult to achieve under dry direct seeding conditions. This also explains the insignificant improvement in energy output by coating under wet direct seeding. Thus, the water direct seeding with coating treatment demonstrates the synergy of resource conservation, pollution prevention, and energy efficiency improvement. In terms of resources, this model significantly reduces irrigation water demand, making it especially suitable for water-scarce regions, and mitigates the risk of soil degradation through simplified lightweight production (<xref ref-type="bibr" rid="B31">Tabbal et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B13">Gupta et&#xa0;al., 2003</xref>). In the environmental aspect, it reduces nutrient loss and non-point source pollution caused by runoff and decreases environmental impact by lowering chemical use by 33% (<xref ref-type="bibr" rid="B1">Baruah and Dutta, 2007</xref>; <xref ref-type="bibr" rid="B2">Bhatt et&#xa0;al., 2016</xref>). In terms of energy efficiency, the energy productivity of water direct seeding with coating treatment (0.30 kg&#xb7;MJ<sup>&#x2212;1</sup>) is 20% higher than that of the water direct seeding without coating treatment (0.25 kg&#xb7;MJ<sup>&#x2212;1</sup>). Meanwhile, its energy use efficiency remains stable at a high range (6.59 to 8.50 MJ&#xb7;MJ<sup>&#x2212;1</sup>), outperforming that in water-rich regions (e.g., the typical value in Malaysia is 7.76 MJ&#xb7;MJ<sup>&#x2212;1</sup>) (<xref ref-type="bibr" rid="B26">Muazu et&#xa0;al., 2015</xref>). Thus, this model is particularly suitable for sustainable rice production under water constraints.</p>
<p>Economic costs and benefits are critical factors determining the adoption of new agricultural technologies. Although the coating increased the production cost by 221.67 USD compared to the no-coating production cost, it increased the output by 557.61 USD on average under water direct seeding conditions. In particular, the net gain with the flood-sensitive variety was about 21 times higher, significantly higher than the benefits of the water-saving technology reported by <xref ref-type="bibr" rid="B20">Lampayan et&#xa0;al. (2015)</xref> (usually&lt; 20%). By achieving a higher yield (387.18 USD&#xb7;hm<sup>&#x2212;2</sup>) with a low incremental cost (227.53 USD&#xb7;hm<sup>&#x2212;2</sup>), this model provides economic viability for small-scale farmers managing uneven rice fields in hilly regions (<xref ref-type="bibr" rid="B22">Lu et&#xa0;al., 2018</xref>). Water direct seeding eliminated extensive soil preparation and overcame topographical constraints, while the coating compensated for yield loss under flooding stress (25% increase in yield in the flood-sensitive variety), thereby achieving optimal utilization of low-quality lands (<xref ref-type="bibr" rid="B16">Huang, 2018</xref>). Moreover, its relatively simple operations promise broad application potential in the context of China&#x2019;s current rice production challenges, such as low profits, labor shortages, and limited education levels of farmers.</p>
</sec>
<sec id="s5" sec-type="conclusions">
<label>5</label>
<title>Conclusion</title>
<p>Water direct seeding (P2) with the oxygen-releasing coating significantly improved the seedling establishment and yield performance of the flood-sensitive variety (V2). With the coating, the seedling percentage increased significantly by 25.66 percentage points, and the seedling fresh weight and dry weight increased by 91.25% and 109.68%, respectively. Thus, the coating effectively promoted the early biomass accumulation while mitigating irregular seeding emergence and hindered growth due to flooding. The seed coating with water direct seeding model increased the number of effective panicles by 12.95% and the yield by 31.77%, basically matching the yield under wet direct seeding (P1). In terms of energy utilization, the coating treatment achieved significant (&gt; 20%) improvements in net energy output, energy use efficiency, and energy productivity. Thus, it significantly improved the economic benefits and input-output ratio, allowing the flood-sensitive variety with water direct seeding to achieve better economic returns than under wet direct seeding. Although the model requires greater investment in coating equipment and imposes higher process requirements, it can achieve synergistic improvements in yield, efficiency, and energy conservation. Hence, it provides an integrated solution for lightweight, simplified rice production, which is especially suitable for application and generalization in hilly rice-planting regions with uneven fields and complex water resources management.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability">
<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"><bold>Supplementary Material</bold></xref>. Further inquiries can be directed to the corresponding authors.</p></sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>YQS: Writing &#x2013; original draft, Investigation, Methodology. HY: Formal Analysis, Writing &#x2013; review &amp; editing, Investigation. YZ: Data curation, Validation, Writing &#x2013; original draft. RL: Formal Analysis, Writing &#x2013; original draft, Investigation. QQC: Writing &#x2013; review &amp; editing, Resources. HX: Writing &#x2013; review &amp; editing, Investigation, Data curation. BL: Writing &#x2013; review &amp; editing, Visualization, Software. QYC: Software, Writing &#x2013; review &amp; editing, Visualization. CS: Writing &#x2013; review &amp; editing, Methodology, Validation. NiL: Writing &#x2013; review &amp; editing, Investigation, Formal Analysis. JM: Resources, Supervision, Writing &#x2013; review &amp; editing. YJS: Project administration, Writing&#xa0;&#x2013; review &amp; editing, Funding acquisition. NaL: Conceptualization, Supervision, Writing &#x2013; review &amp; editing. ZY: Supervision, Writing &#x2013; original draft, Conceptualization.</p></sec>
<sec id="s9" sec-type="COI-statement">
<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 id="s10" sec-type="ai-statement">
<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 id="s11" sec-type="disclaimer">
<title>Publisher&#x2019;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 id="s12" sec-type="supplementary-material">
<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/fpls.2026.1746831/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fpls.2026.1746831/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="DataSheet1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/></sec>
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<fn id="n1" fn-type="custom" custom-type="edited-by">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/687943">Virgilio Gavicho Uarrota</ext-link>, Universidad de O&#x2019;Higgins, Chile</p></fn>
<fn id="n2" fn-type="custom" custom-type="reviewed-by">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3208748">Krishna Kaushik</ext-link>, Meerut Institute of Technology, India</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3284276">Ramtin Nabipour</ext-link>, China Agricultural University, China</p></fn>
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