<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.0 20040830//EN" "http://dtd.nlm.nih.gov/publishing/2.0/journalpublishing.dtd">
<article xmlns:xlink="http://www.w3.org/1999/xlink" article-type="research-article" dtd-version="2.0">
  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">JPeriOp</journal-id>
      <journal-id journal-id-type="nlm-ta">JMIR Perioper Med</journal-id>
      <journal-title>JMIR Perioperative Medicine</journal-title>
      <issn pub-type="epub">2561-9128</issn>
      <publisher>
        <publisher-name>JMIR Publications</publisher-name>
        <publisher-loc>Toronto, Canada</publisher-loc>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="publisher-id">v8i1e64921</article-id>
      <article-id pub-id-type="pmid">39786852</article-id>
      <article-id pub-id-type="doi">10.2196/64921</article-id>
      <article-categories>
        <subj-group subj-group-type="heading">
          <subject>Original Paper</subject>
        </subj-group>
        <subj-group subj-group-type="article-type">
          <subject>Original Paper</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Reducing Greenhouse Gas Emissions and Modifying Nitrous Oxide Delivery at Stanford: Observational, Pilot Intervention Study</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="editor">
          <name>
            <surname>Aslanidis</surname>
            <given-names>Theodoros</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Maleki</surname>
            <given-names>Abbas</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Western</surname>
            <given-names>Luke M</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib id="contrib1" contrib-type="author">
          <name name-style="western">
            <surname>Kraybill</surname>
            <given-names>Eric P</given-names>
          </name>
          <degrees>BS</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0009-0009-1669-4848</ext-link>
        </contrib>
        <contrib id="contrib2" contrib-type="author">
          <name name-style="western">
            <surname>Chen</surname>
            <given-names>David</given-names>
          </name>
          <degrees>MD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0001-9552-5659</ext-link>
        </contrib>
        <contrib id="contrib3" contrib-type="author">
          <name name-style="western">
            <surname>Khan</surname>
            <given-names>Saadat</given-names>
          </name>
          <degrees>MEng</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0009-0003-2863-6190</ext-link>
        </contrib>
        <contrib id="contrib4" contrib-type="author" corresp="yes">
          <name name-style="western">
            <surname>Kalra</surname>
            <given-names>Praveen</given-names>
          </name>
          <degrees>MBBS, MD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <address>
            <institution>Stanford Hospital</institution>
            <addr-line>300 Pasteur Drive</addr-line>
            <addr-line>Suite H3580</addr-line>
            <addr-line>Stanford, CA, 94305</addr-line>
            <country>United States</country>
            <phone>1 650 725 6412</phone>
            <email>pkalra@stanford.edu</email>
          </address>
          <ext-link ext-link-type="orcid">https://orcid.org/0009-0003-4582-7036</ext-link>
        </contrib>
      </contrib-group>
      <aff id="aff1">
        <label>1</label>
        <institution>Stanford Hospital</institution>
        <addr-line>Stanford, CA</addr-line>
        <country>United States</country>
      </aff>
      <author-notes>
        <corresp>Corresponding Author: Praveen Kalra <email>pkalra@stanford.edu</email></corresp>
      </author-notes>
      <pub-date pub-type="collection">
        <year>2025</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>9</day>
        <month>1</month>
        <year>2025</year>
      </pub-date>
      <volume>8</volume>
      <elocation-id>e64921</elocation-id>
      <history>
        <date date-type="received">
          <day>9</day>
          <month>8</month>
          <year>2024</year>
        </date>
        <date date-type="rev-request">
          <day>7</day>
          <month>10</month>
          <year>2024</year>
        </date>
        <date date-type="rev-recd">
          <day>27</day>
          <month>11</month>
          <year>2024</year>
        </date>
        <date date-type="accepted">
          <day>2</day>
          <month>12</month>
          <year>2024</year>
        </date>
      </history>
      <copyright-statement>©Eric P Kraybill, David Chen, Saadat Khan, Praveen Kalra. Originally published in JMIR Perioperative Medicine (http://periop.jmir.org), 09.01.2025.</copyright-statement>
      <copyright-year>2025</copyright-year>
      <license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/">
        <p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in JMIR Perioperative Medicine, is properly cited. The complete bibliographic information, a link to the original publication on http://periop.jmir.org, as well as this copyright and license information must be included.</p>
      </license>
      <self-uri xlink:href="https://periop.jmir.org/2025/1/e64921" xlink:type="simple"/>
      <abstract>
        <sec sec-type="background">
          <title>Background</title>
          <p>Inhalational anesthetic agents are a major source of potent greenhouse gases in the medical sector, and reducing their emissions is a readily addressable goal. Nitrous oxide (N<sub>2</sub>O) has a long environmental half-life relative to carbon dioxide combined with a low clinical potency, leading to relatively large amounts of N<sub>2</sub>O being stored in cryogenic tanks and H cylinders for use, increasing the chance of pollution through leaks. Building on previous findings, Stanford Health Care’s (SHC’s) N<sub>2</sub>O emissions were analyzed at 2 campuses and targeted for waste reduction as a precursor to system-wide reductions.</p>
        </sec>
        <sec sec-type="objective">
          <title>Objective</title>
          <p>We aimed to determine the extent of N<sub>2</sub>O pollution at SHC and subsequently whether using E-cylinders for N<sub>2</sub>O storage and delivery at the point of care in SHC’s ambulatory surgery centers could reduce system-wide emissions.</p>
        </sec>
        <sec sec-type="methods">
          <title>Methods</title>
          <p>In phase 1, total SHC (Palo Alto, California) N<sub>2</sub>O purchase data for calendar year 2022 were collected and compared (volume and cost) to total Palo Alto clinical delivery data using Epic electronic health records. In phase 2, a pilot study was conducted in the 8 operating rooms of SHC campus A (Redwood City). The central N<sub>2</sub>O pipelines were disconnected, and E-cylinders were used in each operating room. E-cylinders were weighed before and after use on a weekly basis for comparison to Epic N<sub>2</sub>O delivery data over a 5-week period. In phase 3, after successful implementation, the same methodology was applied to campus B, one of 3 facilities in Palo Alto.</p>
        </sec>
        <sec sec-type="results">
          <title>Results</title>
          <p>In phase 1, total N<sub>2</sub>O purchased in 2022 was 8,217,449 L (33,201.8 lbs) at a total cost of US $63,298. Of this, only 780,882.2 L (9.5%) of N<sub>2</sub>O was delivered to patients, with 7,436,566.8 L (90.5%) or US $57,285 worth lost or wasted. In phase 2, the total mass of N<sub>2</sub>O use from E-cylinders was 7.4 lbs (1 lb N<sub>2</sub>O=247.5 L) or 1831.5 L at campus A. Epic data showed that the total N<sub>2</sub>O volume delivered was 1839.3 L (7.4 lbs). In phase 3, the total mass of N<sub>2</sub>O use from E-cylinders was 10.4 lbs or 2574 L at campus B (confirming reliability within error propagation margins). Epic data showed that the total N<sub>2</sub>O volume delivered was 2840.3 L (11.5 lbs). Over phases 2 and 3, total use for campuses A and B was less than the volume of 3 E-cylinders (1 E-cylinder=1590 L).</p>
        </sec>
        <sec sec-type="conclusions">
          <title>Conclusions</title>
          <p>Converting N<sub>2</sub>O delivery from centralized storage to point-of-care E-cylinders dramatically reduced waste and expense with no detriment to patient care. Our results provide strong evidence for analyzing N<sub>2</sub>O storage in health care systems that rely on centralized storage, and consideration of E-cylinder implementation to reduce emissions. The reduction in N<sub>2</sub>O waste will help meet SHC’s goal of reducing scope 1 and 2 emissions by 50% before 2030.</p>
        </sec>
      </abstract>
      <kwd-group>
        <kwd>anesthetic gases</kwd>
        <kwd>emissions</kwd>
        <kwd>green house gas</kwd>
        <kwd>sustainability</kwd>
        <kwd>pilot study</kwd>
        <kwd>electronic health record</kwd>
        <kwd>implementation</kwd>
        <kwd>nitrous oxide</kwd>
        <kwd>global warming</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec sec-type="introduction">
      <title>Introduction</title>
      <p>Reducing greenhouse gas (GHG) emissions is a priority that must be addressed to reduce climate change and its negative impacts on earth and its inhabitants. The US Environmental Protection Agency (EPA) classifies GHG emissions into different categories, with scope 1 emissions defined as direct GHG emissions from sources that are controlled by organizations, including health care systems, and scope 2 emissions being indirect GHG emissions associated with the purchase of electricity, heat, steam, or cooling [<xref ref-type="bibr" rid="ref1">1</xref>]. Stanford Health Care (SHC) has signed on to the US Department of Health and Human Services’ pledge to reduce its scope 1 and 2 emissions by 50% by 2030 [<xref ref-type="bibr" rid="ref2">2</xref>]. Within the medical sector, inhalational anesthetic gases that are directly released into the atmosphere are a major source of potent GHGs. Thus, there is a fertile opportunity to reduce GHGs by reducing the emission of anesthetic gases [<xref ref-type="bibr" rid="ref3">3</xref>]. By collecting annual emissions data within the SHC system, improvements to sustainability and infrastructure could be explored.</p>
      <p>Global warming potential (GWP) represents the energy a gas is able to absorb relative to carbon dioxide (CO<sub>2</sub>), with a larger GWP representing increased planetary warming [<xref ref-type="bibr" rid="ref4">4</xref>]. The environmental impacts of 2 inhaled anesthetic gases over a 100-year period (ie, global warming potential of GHGs over a 100-year period [GWP100]) are particularly relevant: desflurane, a volatile halogenated agent with particularly high GWP100 of 2540, and nitrous oxide (N<sub>2</sub>O) with a lower GWP100 of 298 but used in much higher volumes than other anesthetic gases, and with longer half-life compared to CO<sub>2</sub>, leading to lasting environmental consequences [<xref ref-type="bibr" rid="ref5">5</xref>]. Further, because of its low clinical potency, large amounts of N<sub>2</sub>O must be stored for use, increasing the chance of pollution through leaks. Centrally piped cryogenic liquid, centrally piped gas, and portable E-cylinders are the standard options for delivering N<sub>2</sub>O [<xref ref-type="bibr" rid="ref6">6</xref>]. Miles of pipes and innumerable valves in centrally piped systems lead to an abundance of leaks, contributing to excessive loss and waste [<xref ref-type="bibr" rid="ref6">6</xref>]. While desflurane has already been discontinued from routine clinical use at SHC, we aimed to determine the degree to which N<sub>2</sub>O emissions could be reduced and waste prevented, building on prior studies highlighting the waste of N<sub>2</sub>O in other institutions [<xref ref-type="bibr" rid="ref7">7</xref>].</p>
    </sec>
    <sec sec-type="methods">
      <title>Methods</title>
      <sec>
        <title>Phase 1</title>
        <p>To begin investigating N<sub>2</sub>O emissions, purchase data (volume and cost) were collected and compared to total use data (clinical delivery) using the Epic SlicerDicer tool, part of the Epic electronic health record (EHR) [<xref ref-type="bibr" rid="ref8">8</xref>]. Epic yearly clinical use data for N<sub>2</sub>O are available per clinical service in the SHC’s operating rooms. Gas losses in the system can be estimated by comparing documented gas delivery at the point of care with the volume of N<sub>2</sub>O purchased. Initial data analysis revealed a drastic amount of lost N<sub>2</sub>O, leading us to perform a pilot study (phase 2, E-cylinder implementation) to enable remediation aimed at reducing N<sub>2</sub>O emissions.</p>
      </sec>
      <sec>
        <title>Phase 2</title>
        <p>Using the Institute for Healthcare Improvement framework of “Plan, Do, Study, Act” for performance improvement [<xref ref-type="bibr" rid="ref9">9</xref>], a pilot study was conducted in the 8 operating rooms of the SHC campus in Redwood City, California (campus A). E-cylinder canisters were deployed in each operating room and all central N<sub>2</sub>O pipelines were disconnected. EHR documentation of gas delivered in liters (volume) was compared to measured E-cylinder mass. To verify use and track N<sub>2</sub>O leaving each tank, the E-cylinders were weighed before and after use on a weekly basis with the difference in mass converted to volume (liters). Since the measured pressure remains the same as long as liquid remains in the cylinders, pressure differences cannot be used for measuring N<sub>2</sub>O flow until only gas is left (at which point the pressure drop correlates with the amount of gas being removed) [<xref ref-type="bibr" rid="ref10">10</xref>]. By using the conversion of 1 lb (0.45 kg) of N<sub>2</sub>O being equal to 247.5 L [<xref ref-type="bibr" rid="ref6">6</xref>], the volume of N<sub>2</sub>O dispensed could be calculated. Total calculated volume leaving the E-cylinders based on measured mass was compared to total volume delivered according to Epic data.</p>
      </sec>
      <sec>
        <title>Phase 3</title>
        <p>Following the results of phase 2, a secondary study was conducted in 16 operating rooms at Blake Wilbur Drive Palo Alto, California (campus B). Phase 3 used the same methodology as phase 2 over a 3-week period.</p>
      </sec>
      <sec>
        <title>Ethical Considerations</title>
        <p>Due to the nature of the research and institutional approval, no IRB approval was necessary. No identifying patient data was used as we only measured nitrous oxide gas delivery and utilization.</p>
      </sec>
    </sec>
    <sec sec-type="results">
      <title>Results</title>
      <sec>
        <title>Phase 1</title>
        <p>According to the Stanford Medicine Sustainability Program Office [<xref ref-type="bibr" rid="ref2">2</xref>], the annual Palo Alto SHC 2022 Scope 1 emissions were 19,374 MTCO<sub>2</sub>e (metric ton of CO<sub>2</sub> equivalent, the standard unit for comparing different GHGs to quantify their environmental impact and GWP) of which medical gases (including N<sub>2</sub>O, CO<sub>2</sub>, sevoflurane, and isoflurane) represented 4862 MTCO<sub>2</sub>e. N<sub>2</sub>O contributed 4590 MTCO<sub>2</sub>e of the medical gases. Thus, medical gases account for 25.1% of all SHC scope 1 emissions, and N<sub>2</sub>O alone accounts for 94.4% of those emissions (or 23.7% of the total).</p>
        <p>Annual clinical usage of N<sub>2</sub>O in 2022 per Epic data (<xref ref-type="table" rid="table1">Table 1</xref>) was 780,882.2 L (3155.1 lbs or 1431.1 kg), with the greatest use being for orthopedic surgery, general surgery, and neurosurgery cases. However, the total amount of N<sub>2</sub>O purchased was 8,217,449 L (33,201.8 lbs or 15,060.1 kg), at a total cost of US $63,298. Thus, only 9.5% of the total purchased N<sub>2</sub>O was actually delivered to patients, and 90.5% (or US $57,285 worth) was wasted.</p>
        <table-wrap position="float" id="table1">
          <label>Table 1</label>
          <caption>
            <p>Annualized data comparing centralized N<sub>2</sub>O system to hypothetical E-cylinders for Stanford Health Care (SHC; all campuses).</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="200"/>
            <col width="200"/>
            <col width="200"/>
            <col width="200"/>
            <col width="200"/>
            <thead>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Amount purchased (L)</td>
                <td>Cost (US $)</td>
                <td>Amount used (L)</td>
                <td>Amount lost as waste (L)</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td>Centralized system</td>
                <td>8,217,449</td>
                <td>63,298</td>
                <td>780,882.2</td>
                <td>7,436,566.8</td>
              </tr>
              <tr valign="top">
                <td>E-cylinders</td>
                <td>780,882.2<sup>a</sup></td>
                <td>6015</td>
                <td>780,882.2</td>
                <td>0<sup>b</sup></td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="table1fn1">
              <p><sup>a</sup>Amount needed to purchase with zero surplus based on use data under experimental conditions.</p>
            </fn>
            <fn id="table1fn2">
              <p><sup>b</sup>Annualized E-cylinder data are extrapolated from experimental conditions; real-world conditions may vary.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
        <p>With these data indicating a loss of greater than 90% between storage tanks and clinical use, a highly inefficient storage and pipeline system was recognized. The proposed solution (for phase 2 of the study) was to decommission the storage tanks and pipelines and switch to portable E-cylinders that stored and delivered N<sub>2</sub>O at the point of care.</p>
      </sec>
      <sec>
        <title>Phase 2</title>
        <p>The change in mass of the E-cylinders indicated that N<sub>2</sub>O use at campus A totaled 7.4 lbs (3.4 kg), or a volume of 1831.5 L, over the 5-week study period. Epic data showed total N<sub>2</sub>O volume delivered to be 1839.3 L calculated to 7.4 lbs (3.4 kg; consistent with the measured 7.4 lbs). Using the standard of 1 E-cylinder=1590 L or 6.4 lbs (2.9 kg) [<xref ref-type="bibr" rid="ref11">11</xref>], total use equaled 1.16 E-cylinders.</p>
      </sec>
      <sec>
        <title>Phase 3</title>
        <p>The E-cylinder change in mass indicated that N<sub>2</sub>O use at campus B totaled 10.4 lbs (4.7 kg), or 2574 L, over the 3-week data collection period. Epic data showed total N<sub>2</sub>O volume delivered to be 2840.3 L calculated to 11.5 lbs (5.2 kg; compared to the measured 10.4 lbs, which would be equivalent to 1.63 E-cylinders) [<xref ref-type="bibr" rid="ref11">11</xref>].</p>
      </sec>
    </sec>
    <sec sec-type="discussion">
      <title>Discussion</title>
      <sec>
        <title>Principal Findings</title>
        <p>Results from phase 1 corroborate findings from previous studies in the United Kingdom and Portland, Oregon [<xref ref-type="bibr" rid="ref12">12</xref>,<xref ref-type="bibr" rid="ref13">13</xref>], which reveal excessive waste from centralized storage of N<sub>2</sub>O and pipe systems for delivery. Phases 2 and 3 of this study, from 2 different SHC campuses, demonstrate the efficient, cost-effective elimination of waste through substitution of E-cylinders with storage and delivery at the point of care. In phases 2 and 3, avoidable N<sub>2</sub>O emissions were almost completely eliminated (<xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref>). The discrepancy between actual weighed N<sub>2</sub>O and Epic-reported use for campus A was 7.8 L, or &#60;0.1 lb (&#60;0.1 kg). Campus B had a greater discrepancy with the difference in actual weighed N<sub>2</sub>O and Epic-reported use being 266.3 L, or 1.1 lbs (0.45 kg). The amount of gas delivered according to the EHR was greater than the amount actually measured at the source, potentially accounted for by limited precision of the scales used to weigh the E-cylinders (only to 0.1-lb increments), or accidental reconnection of N<sub>2</sub>O pipelines in one operating room during phase 3. This issue was detected after 1 week and immediately rectified.</p>
        <p>E-cylinders provide an efficient and effective solution, but they hold limitations. E-cylinders must be stored properly to ensure that they do not present a catalyst in the event of a fire [<xref ref-type="bibr" rid="ref14">14</xref>]. However, no policy implementation is required as E-cylinders are already in use in operating rooms and costs associated with storage can be offset by the N<sub>2</sub>O saved. Ready accessibility, lower cost, reduced supply chain issues, and efficiency of E-cylinders far outweigh the abovementioned disadvantages.</p>
      </sec>
      <sec>
        <title>Limitations</title>
        <p>The limitations of this study include the fact that real-world use and waste may vary from our experimental conditions, likely incurring greater losses. If e-cylinder valves are accidentally left open, losses may simulate those from centralized pipelines until the valve is closed [<xref ref-type="bibr" rid="ref6">6</xref>] or the E-cylinder is emptied. The amount of N<sub>2</sub>O to be purchased would need to be greater than the amount used in our example (<xref ref-type="table" rid="table1">Table 1</xref>), to provide surplus in the E-cylinders as well as spare E-cylinders. Prospective estimates of volume when making a purchase order would likely exceed actual use. Both recording and documentation of N<sub>2</sub>O readings and the scale measurements are susceptible to error.</p>
      </sec>
      <sec>
        <title>Conclusions</title>
        <p>Converting the delivery of N<sub>2</sub>O from centralized storage to point-of-care E-cylinders has dramatically reduced waste and expense with no detriment to patient care. Stanford’s pledge to reduce scope 1 and 2 emissions by 50% can be achieved and even surpassed if this practice is changed in all SHC locations. The introduction of E-cylinders will provide a nondisruptive means for immediately decreasing emissions while continuing to provide optimal anesthetic care. Pilot studies throughout Stanford’s campuses continue, with the goal of removing the centralized N<sub>2</sub>O system and switching to E-cylinders at other sites, thereby significantly reducing anesthetic GHG emissions. Efforts to reduce GHG emissions may begin locally but have applications globally. Reducing the anesthetic carbon footprint of health care organizations is necessary for our planet and can begin with the reduction of wasteful emissions.</p>
      </sec>
    </sec>
  </body>
  <back>
    <app-group>
      <supplementary-material id="app1">
        <label>Multimedia Appendix 1</label>
        <p>Reduction in N<sub>2</sub>O emissions per metric ton of CO<sub>2</sub> equivalents by switching from the original central supply to portable supply E-cylinder storage.</p>
        <media xlink:href="periop_v8i1e64921_app1.png" xlink:title="PNG File , 58 KB"/>
      </supplementary-material>
    </app-group>
    <glossary>
      <title>Abbreviations</title>
      <def-list>
        <def-item>
          <term id="abb1">EHR</term>
          <def>
            <p>electronic health record</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb2">EPA</term>
          <def>
            <p>Environmental Protection Agency</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb3">GHG</term>
          <def>
            <p>greenhouse gas</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb4">GWP</term>
          <def>
            <p>global warming potential</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb5">GWP100</term>
          <def>
            <p>global warming potential of GHGs over a 100-year period</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb6">MTCO<sub>2</sub>e</term>
          <def>
            <p>metric ton of carbon dioxide equivalent</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb7">N<sub>2</sub>O</term>
          <def>
            <p>nitrous oxide</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb8">SHC</term>
          <def>
            <p>Stanford Health Care</p>
          </def>
        </def-item>
      </def-list>
    </glossary>
    <ack>
      <p>We would like to acknowledge the Stanford Sustainability Planning Office for their support throughout the project.</p>
    </ack>
    <fn-group>
      <fn fn-type="con">
        <p>EPK conducted the data analysis and drafted and edited the manuscript. DC conducted the data analysis and edited the manuscript. SK collected and analyzed the data. PK conceptualized the study, conducted and analyzed the data, and edited the manuscript. PK and SK (SaadatKhan@stanfordhealthcare.org) are co-corresponding authors.</p>
      </fn>
      <fn fn-type="conflict">
        <p>PK is an associate editor for <italic>JMIR Perioperative Medicine</italic>.</p>
      </fn>
    </fn-group>
    <ref-list>
      <ref id="ref1">
        <label>1</label>
        <nlm-citation citation-type="web">
          <article-title>Scope 1 and Scope 2 Inventory Guidance</article-title>
          <source>United States Environmental Protection Agency</source>
          <year>2020</year>
          <access-date>2024-12-16</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.epa.gov/climateleadership/scope-1-and-scope-2-inventory-guidance">https://www.epa.gov/climateleadership/scope-1-and-scope-2-inventory-guidance</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref2">
        <label>2</label>
        <nlm-citation citation-type="web">
          <person-group person-group-type="author">
            <collab>Stanford Medicine</collab>
          </person-group>
          <article-title>Our Sustainability Commitment</article-title>
          <source>Stanford Health Care</source>
          <access-date>2024-12-16</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://stanfordhealthcare.org/sustainability-program-office/sustainability-program-office/what-we-do/our-sustainability-commitment.html">https://stanfordhealthcare.org/sustainability-program-office/sustainability-program-office/what-we-do/our-sustainability-commitment.html</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref3">
        <label>3</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Chesebro</surname>
              <given-names>BB</given-names>
            </name>
            <name name-style="western">
              <surname>Gandhi</surname>
              <given-names>S</given-names>
            </name>
          </person-group>
          <article-title>Mitigating the systemic loss of nitrous oxide: a narrative review and data-driven practice analysis</article-title>
          <source>Br J Anaesth</source>
          <year>2024</year>
          <month>12</month>
          <volume>133</volume>
          <issue>6</issue>
          <fpage>1413</fpage>
          <lpage>1418</lpage>
          <pub-id pub-id-type="doi">10.1016/j.bja.2024.08.028</pub-id>
          <pub-id pub-id-type="medline">39322471</pub-id>
          <pub-id pub-id-type="pii">S0007-0912(24)00509-9</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref4">
        <label>4</label>
        <nlm-citation citation-type="web">
          <article-title>Understanding Global Warming Potentials</article-title>
          <source>United States Environmental Protection Agency</source>
          <year>2016</year>
          <access-date>2024-12-16</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.epa.gov/ghgemissions/understanding-global-warming-potentials">https://www.epa.gov/ghgemissions/understanding-global-warming-potentials</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref5">
        <label>5</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Sulbaek Andersen</surname>
              <given-names>Mads P</given-names>
            </name>
            <name name-style="western">
              <surname>Nielsen</surname>
              <given-names>Ole J</given-names>
            </name>
            <name name-style="western">
              <surname>Wallington</surname>
              <given-names>Timothy J</given-names>
            </name>
            <name name-style="western">
              <surname>Karpichev</surname>
              <given-names>Boris</given-names>
            </name>
            <name name-style="western">
              <surname>Sander</surname>
              <given-names>Stanley P</given-names>
            </name>
          </person-group>
          <article-title>Medical intelligence article: assessing the impact on global climate from general anesthetic gases</article-title>
          <source>Anesth Analg</source>
          <year>2012</year>
          <month>05</month>
          <volume>114</volume>
          <issue>5</issue>
          <fpage>1081</fpage>
          <lpage>1085</lpage>
          <pub-id pub-id-type="doi">10.1213/ANE.0b013e31824d6150</pub-id>
          <pub-id pub-id-type="medline">22492189</pub-id>
          <pub-id pub-id-type="pii">ANE.0b013e31824d6150</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref6">
        <label>6</label>
        <nlm-citation citation-type="web">
          <article-title>Collaborating to prevent nitrous oxide waste in medical gas systems</article-title>
          <source>Practice Greenhealth</source>
          <access-date>2024-12-16</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://practicegreenhealth.org/tools-and-resources/collaborating-prevent-nitrous-oxide-waste-medical-gas-systems">https://practicegreenhealth.org/tools-and-resources/collaborating-prevent-nitrous-oxide-waste-medical-gas-systems</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref7">
        <label>7</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Seglenieks</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Wong</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Pearson</surname>
              <given-names>F</given-names>
            </name>
            <name name-style="western">
              <surname>McGain</surname>
              <given-names>F</given-names>
            </name>
          </person-group>
          <article-title>Discrepancy between procurement and clinical use of nitrous oxide: waste not, want not</article-title>
          <source>Br J Anaesth</source>
          <year>2022</year>
          <month>01</month>
          <volume>128</volume>
          <issue>1</issue>
          <fpage>e32</fpage>
          <lpage>e34</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://linkinghub.elsevier.com/retrieve/pii/S0007-0912(21)00691-7"/>
          </comment>
          <pub-id pub-id-type="doi">10.1016/j.bja.2021.10.021</pub-id>
          <pub-id pub-id-type="medline">34802695</pub-id>
          <pub-id pub-id-type="pii">S0007-0912(21)00691-7</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref8">
        <label>8</label>
        <nlm-citation citation-type="web">
          <article-title>Our Software</article-title>
          <source>Epic Systems Corporation</source>
          <access-date>2024-12-16</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.epic.com/software/">https://www.epic.com/software/</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref9">
        <label>9</label>
        <nlm-citation citation-type="web">
          <article-title>How to Improve: Model for Improvement</article-title>
          <source>Institute for Healthcare Improvement</source>
          <access-date>2024-12-16</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.ihi.org/resources/how-to-improve">https://www.ihi.org/resources/how-to-improve</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref10">
        <label>10</label>
        <nlm-citation citation-type="web">
          <article-title>Medical Gases: Storage and Supply</article-title>
          <source>Anesthesia Key</source>
          <year>2019</year>
          <access-date>2024-12-16</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://aneskey.com/medical-gases-storage-and-supply-2/">https://aneskey.com/medical-gases-storage-and-supply-2/</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref11">
        <label>11</label>
        <nlm-citation citation-type="book">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Rose</surname>
              <given-names>G</given-names>
            </name>
            <name name-style="western">
              <surname>McLarney</surname>
              <given-names>J</given-names>
            </name>
          </person-group>
          <article-title>Pneumatic Systems</article-title>
          <source>Anesthesia Equipment Simplified</source>
          <year>2014</year>
          <publisher-loc>New York, NY</publisher-loc>
          <publisher-name>McGraw-Hill Education</publisher-name>
        </nlm-citation>
      </ref>
      <ref id="ref12">
        <label>12</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Devlin-Hegedus</surname>
              <given-names>J A</given-names>
            </name>
            <name name-style="western">
              <surname>McGain</surname>
              <given-names>F</given-names>
            </name>
            <name name-style="western">
              <surname>Harris</surname>
              <given-names>RD</given-names>
            </name>
            <name name-style="western">
              <surname>Sherman</surname>
              <given-names>JD</given-names>
            </name>
          </person-group>
          <article-title>Action guidance for addressing pollution from inhalational anaesthetics</article-title>
          <source>Anaesthesia</source>
          <year>2022</year>
          <month>09</month>
          <day>21</day>
          <volume>77</volume>
          <issue>9</issue>
          <fpage>1023</fpage>
          <lpage>1029</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://europepmc.org/abstract/MED/35729804"/>
          </comment>
          <pub-id pub-id-type="doi">10.1111/anae.15785</pub-id>
          <pub-id pub-id-type="medline">35729804</pub-id>
          <pub-id pub-id-type="pmcid">PMC9543086</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref13">
        <label>13</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Sherman</surname>
              <given-names>J</given-names>
            </name>
          </person-group>
          <article-title>It's time hospitals abandon nitrous oxide pipes</article-title>
          <source>ASA Monitor</source>
          <year>2024</year>
          <volume>88</volume>
          <fpage>33</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://pubs.asahq.org/monitor/article/88/2/33/139724/It-s-Time-Hospitals-Abandon-Nitrous-Oxide-Pipes"/>
          </comment>
          <pub-id pub-id-type="doi">10.1097/01.ASM.0001006828.24359.cd</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref14">
        <label>14</label>
        <nlm-citation citation-type="web">
          <article-title>Nitrous oxide</article-title>
          <source>CAMEO Chemicals</source>
          <access-date>2024-12-11</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://cameochemicals.noaa.gov/chemical/8909#:~:text=It%20is%20noncombustible%20but%20it,to%20rupture%20violently%20and%20rocket">https://cameochemicals.noaa.gov/chemical/8909#:~:text=It%20is%20noncombustible%20but%20it,to%20rupture%20violently%20and%20rocket</ext-link>
          </comment>
        </nlm-citation>
      </ref>
    </ref-list>
  </back>
</article>
