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  <front>
    <journal-meta><journal-id journal-id-type="publisher">JBJI</journal-id><journal-title-group>
    <journal-title>Journal of Bone and Joint Infection</journal-title>
    <abbrev-journal-title abbrev-type="publisher">JBJI</abbrev-journal-title><abbrev-journal-title abbrev-type="nlm-ta">J. Bone Joint Infect.</abbrev-journal-title>
  </journal-title-group><issn pub-type="epub">2206-3552</issn><publisher>
    <publisher-name>Copernicus Publications</publisher-name>
    <publisher-loc>Göttingen, Germany</publisher-loc>
  </publisher></journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.5194/jbji-8-59-2023</article-id><title-group><article-title>Wound drainage after arthroplasty and prediction of acute prosthetic joint infection: prospective data from a multicentre cohort study using a
telemonitoring app</article-title><alt-title>Wound drainage after arthroplasty and prediction of acute prosthetic joint infection</alt-title>
      </title-group><?xmltex \runningtitle{Wound drainage after arthroplasty and prediction of acute prosthetic joint infection}?><?xmltex \runningauthor{H. Scheper et al.}?>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes" rid="aff1">
          <name><surname>Scheper</surname><given-names>Henk</given-names></name>
          <email>h.scheper@lumc.nl</email>
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff2">
          <name><surname>Mahdad</surname><given-names>Rachid</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Elzer</surname><given-names>Brenda</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff3">
          <name><surname>Löwik</surname><given-names>Claudia</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff4">
          <name><surname>Zijlstra</surname><given-names>Wierd</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff5">
          <name><surname>Gosens</surname><given-names>Taco</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff6">
          <name><surname>van der Lugt</surname><given-names>Joris C. T.</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff7">
          <name><surname>van der Wal</surname><given-names>Robert J. P.</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff7 aff8">
          <name><surname>Poolman</surname><given-names>Rudolf W.</given-names></name>
          
        <ext-link>https://orcid.org/0000-0003-3178-2247</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff9">
          <name><surname>Somford</surname><given-names>Matthijs P.</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff3">
          <name><surname>Jutte</surname><given-names>Paul C.</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff10">
          <name><surname>Bos</surname><given-names>Pieter K.</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff11">
          <name><surname>Zwaan</surname><given-names>Richard E.</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff7">
          <name><surname>Nelissen</surname><given-names>Rob G. H. H.</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Visser</surname><given-names>Leo G.</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-3600-9782</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>de Boer</surname><given-names>Mark G. J.</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff12">
          <name><surname>the wound care app study group</surname><given-names/></name>
          
        </contrib>
        <aff id="aff1"><label>1</label><institution>Department of Infectious Diseases, Leiden University Medical Centre, Leiden, the Netherlands</institution>
        </aff>
        <aff id="aff2"><label>2</label><institution>Department of Orthopaedic Surgery, Alrijne Hospital, Leiderdorp, the Netherlands</institution>
        </aff>
        <aff id="aff3"><label>3</label><institution>Department of Orthopaedic Surgery, University Medical Centre Groningen, Groningen, the Netherlands</institution>
        </aff>
        <aff id="aff4"><label>4</label><institution>Department of Orthopaedic Surgery, Medical Centre Leeuwarden, Leeuwarden, the Netherlands</institution>
        </aff>
        <aff id="aff5"><label>5</label><institution>Department of Orthopaedic Surgery, Elisabeth-TweeSteden Hospital, Tilburg, the Netherlands</institution>
        </aff>
        <aff id="aff6"><label>6</label><institution>Department of Orthopaedic Surgery, Reinier Haga Orthopaedic Centre, Zoetermeer, the Netherlands</institution>
        </aff>
        <aff id="aff7"><label>7</label><institution>Department of Orthopaedics, Leiden University Medical Centre, Leiden, the Netherlands</institution>
        </aff>
        <aff id="aff8"><label>8</label><institution>Department of Orthopaedic Surgery, Onze Lieve Vrouwe Gasthuis, Amsterdam, the Netherlands</institution>
        </aff>
        <aff id="aff9"><label>9</label><institution>Department of Orthopaedic Surgery, Rijnstate Hospital, Arnhem, the Netherlands</institution>
        </aff>
        <aff id="aff10"><label>10</label><institution>Department of Orthopaedics and Sports Medicine, Erasmus MC, University Medical Centre Rotterdam, Rotterdam, the Netherlands</institution>
        </aff>
        <aff id="aff11"><label>11</label><institution>Department of Biomedical Data Sciences, Advanced Data Management, <?xmltex \hack{\break}?>Leiden University Medical Centre, Leiden, the Netherlands</institution>
        </aff>
        <aff id="aff12"><label>➕</label><institution>A full list of authors appears at the end of the paper.</institution>
        </aff>
      </contrib-group>
      <author-notes><corresp id="corr1">Henk Scheper (h.scheper@lumc.nl)</corresp></author-notes><pub-date><day>13</day><month>February</month><year>2023</year></pub-date>
      
      <volume>8</volume>
      <issue>1</issue>
      <fpage>59</fpage><lpage>70</lpage>
      <history>
        <date date-type="received"><day>19</day><month>October</month><year>2022</year></date>
           <date date-type="rev-recd"><day>19</day><month>January</month><year>2023</year></date>
           <date date-type="accepted"><day>21</day><month>January</month><year>2023</year></date>
      </history>
      <permissions>
        <copyright-statement>Copyright: © 2023 Henk Scheper et al.</copyright-statement>
        <copyright-year>2023</copyright-year>
      <license license-type="open-access"><license-p>This work is licensed under the Creative Commons Attribution 4.0 International License. To view a copy of this licence, visit <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link></license-p></license></permissions><self-uri xlink:href="https://jbji.copernicus.org/articles/8/59/2023/jbji-8-59-2023.html">This article is available from https://jbji.copernicus.org/articles/8/59/2023/jbji-8-59-2023.html</self-uri><self-uri xlink:href="https://jbji.copernicus.org/articles/8/59/2023/jbji-8-59-2023.pdf">The full text article is available as a PDF file from https://jbji.copernicus.org/articles/8/59/2023/jbji-8-59-2023.pdf</self-uri>
      <abstract><title>Abstract</title>

      <p id="d1e304"><bold>Background</bold>: Differentiation between uncomplicated and complicated postoperative wound drainage after arthroplasty is crucial to prevent unnecessary reoperation.
Prospective data about the duration and amount of postoperative wound
drainage in patients with and without prosthetic joint infection (PJI) are currently absent.
<bold>Methods</bold>: A multicentre cohort study was conducted to assess the duration and amount of wound drainage in patients after arthroplasty. During 30 postoperative days after arthroplasty, patients recorded their wound status in a previously developed wound care app and graded the amount of wound drainage on a 5-point scale. Data about PJI in the follow-up period were extracted from the patient files.
<bold>Results</bold>: Of the 1019 included patients, 16 patients (1.6 %) developed a PJI. Minor wound drainage decreased from the first to the fourth postoperative week from 50 % to 3 %. Both moderate to severe wound drainage in the third week and newly developed wound drainage in the second week after a week without drainage were strongly associated with PJI (odds ratio (OR) 103.23, 95 % confidence interval (CI)
26.08 to 408.57, OR 80.71, 95 % CI 9.12 to 714.52, respectively). The
positive predictive value (PPV) for PJI was 83 % for moderate to heavy wound drainage in the third week. <bold>Conclusion</bold>: Moderate to heavy wound drainage and persistent wound drainage were strongly
associated with PJI. The PPV of wound drainage for PJI was high for moderate to heavy drainage in the third week but was low for drainage in the first week. Therefore, additional parameters are needed to guide the decision to reoperate on patients for suspected acute PJI.</p>
  </abstract>
    </article-meta>
  </front>
<body>
      

<?pagebreak page60?><sec id="Ch1.S1" sec-type="intro">
  <label>1</label><title>Introduction</title>
      <p id="d1e327">Total hip and knee arthroplasties are highly successful treatment modalities
for advanced osteoarthritis, the most common joint disorder worldwide
(Hiligsmann et al., 2013). A prosthetic joint infection (PJI), which
develops in approximately 1 %–2 % of all arthroplasties, is a serious and devastating postoperative complication with a high impact on a patient's well-being (Kurtz et al., 2012; Zimmerli et al., 2004). Postoperative wound drainage is frequently reported as an important indicator for the presence of PJI (Wagenaar et al., 2019; Patel et al., 2007; Almeida et al., 2021). Wound drainage may be an early symptom of a present PJI but may also be a risk factor for the subsequent development of PJI (Patel et al., 2007; Weiss and Krackow, 1993). Discrimination between infectious and
non-infectious postoperative wound drainage is of crucial importance. When
the prosthetic joint is infected, surgical debridement and protracted
antimicrobial treatment is required. For noninfectious serosanguinous
drainage caused by intraoperative disruption of soft tissue and capillaries,
only conservative wound management is indicated (Wagenaar et al., 2019).</p>
      <p id="d1e330">In 2013, the first International Consensus Meeting (ICM) on PJI advised that
surgical management of persistent wound drainage should be performed without
delay if wound drainage persists for 5–7 d after index surgery
(Parvizi et al., 2013). According to the recently published EBJIS (European Bone and Joint Infection Society) definition for PJI, a history of prolonged wound drainage (as a feature of wound healing problem) is a clinical sign included in the PJI likely category (Mcnally et al., 2021). However, these recommendations were not backed up by research data about duration of postoperative wound drainage as summarized in a recent systematic review (Wagenaar et al., 2019). Collecting wound drainage data is challenging because most patients are discharged from hospital soon after surgery. The use of smartphone applications (apps) for distant telemonitoring of postoperative patients has proven to be feasible and acceptable for both patients and surgeons (Sanger et al., 2014; Gray et al., 2010; Chua et al., 2017; Armstrong et al., 2017). In an earlier study, the use of a postoperative wound care app that was developed at the Leiden University Medical Centre showed a high perceived usefulness and ease of use as reported by patients (Scheper et al., 2019). To assess the amount and duration of postoperative wound drainage after joint arthroplasty in patients with and without PJI, we conducted a nationwide cohort study using this smartphone application in which we collected detailed information regarding the condition and natural history of the postoperative wound.</p>
</sec>
<sec id="Ch1.S2">
  <label>2</label><title>Methods</title>
      <p id="d1e341">A multicentre, prospective observational study was conducted in 11 Dutch
academic and non-academic hospitals between 1 November 2019 and
1 October 2021. All patients aged 18 years and older who received a
knee or hip arthroplasty, who were able to provide informed consent, owned
an Android or iOS smartphone and were able to read the Dutch language, were
eligible for inclusion. Patients were screened during or after preoperative
visits by a local nurse specialist or the coordinating study nurse. Informed
consent was obtained via the wound care app. Instructions on how to use the app were provided to all patients by the local research coordinator. The nurses in the ward as well as the study coordinator were available for help with the use of the app during admission and throughout the study. All patients received routine postoperative medical care in the outpatient clinic as per local protocol in each participating hospital. The primary endpoint was the extent and duration of the postoperative wound drainage in patients with and without PJI. Secondary endpoints were the association between the presence of self-reported fever, redness, pain and PJI, and the validation of the designed algorithm for sending alert messages for suspected PJI. The PJI was defined according to the criteria from the European Bone and Joint Infection Society (EBJIS; Mcnally et al., 2021).</p>
      <p id="d1e344">The use and function of the app has been described previously (Scheper et
al., 2019). In short, for 30 d following joint arthroplasty, patients
recorded their wound status daily on their mobile app. Redness, pain (by
visual analogue score, VAS), wound drainage and presence of fever were
recorded, and a picture of the wound could be taken. Based on the
questionnaires, an inbuilt algorithm created a daily risk score (see
Appendix A). If this score exceeded a predefined threshold, which was based
on expert consensus of participating clinicians, an alert message was issued
that allowed patients to contact their treating physician via a push button
in the app. It was for the attending clinicians to decide whether patients
needed a clinical review or not. If wound drainage during the first 14 d
was not reported, patients were allowed to stop using the app. They were
instructed to resume the use of the app if new drainage or other complications arose. After both 30 and 90 d, all patients were asked to report postoperative complications in the app. After a minimum follow-up period of 90 postoperative days, endpoint data were extracted from both the app and the electronic patient files to enable a comparison of the patient-reported and physician-reported outcome. If discordant, the outcome reported by the attending orthopaedic surgeon was regarded as the final outcome.</p>
      <p id="d1e347">The study was conducted according to the principles of the Declaration of
Helsinki. The study was approved by the ethics review committees and a
waiver was obtained to use electronic instead of written informed consent.
The use of the app for this study was approved by the Dutch Health
Inspectorate (reference number VGR2O1 1434). The app was developed by the
software company Innovattic. This company was not involved in the setup,
data analysis and report of this study.</p>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T1" specific-use="star"><?xmltex \currentcnt{1}?><label>Table 1</label><caption><p id="d1e354">Self-reported wound characteristics by patients in the wound care app.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="2">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="left"/>
     <oasis:thead>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Characteristic</oasis:entry>
         <oasis:entry colname="col2">Daily available scores for the patient after surgery</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">Fever</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M1" display="inline"><mml:mrow><mml:mi>T</mml:mi><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">38</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M2" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M3" display="inline"><mml:mrow><mml:mi>T</mml:mi><mml:mn mathvariant="normal">38</mml:mn></mml:mrow></mml:math></inline-formula>–38.5 <inline-formula><mml:math id="M4" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M5" display="inline"><mml:mrow><mml:mi>T</mml:mi><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">38.5</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M6" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Wound drainage</oasis:entry>
         <oasis:entry colname="col2">No</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">Minimal: <inline-formula><mml:math id="M7" display="inline"><mml:mrow><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mo>×</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:math></inline-formula> cm on bandage</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">Mild: <inline-formula><mml:math id="M8" display="inline"><mml:mrow><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mo>×</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:math></inline-formula> cm on bandage</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">Moderate: 1–2 bandages exchanged</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">Heavy: <inline-formula><mml:math id="M9" display="inline"><mml:mrow><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:math></inline-formula> bandages exchanged</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">Not judgeable (e.g. due to plaster or wound dressing)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Redness of wound</oasis:entry>
         <oasis:entry colname="col2">No</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">Yes, less red than yesterday</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">Yes, same as yesterday</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">Yes, increased compared to yesterday</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">Not judgeable (e.g. due to plaster or wound dressing)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Pain score (visual analogue score)</oasis:entry>
         <oasis:entry colname="col2">Score 0–10 (via a slider in the app)</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>

      <?xmltex \floatpos{t}?><fig id="Ch1.F1" specific-use="star"><?xmltex \currentcnt{1}?><?xmltex \def\figurename{Figure}?><label>Figure 1</label><caption><p id="d1e605">Daily wound care app use by patients during postoperative period.</p></caption>
        <?xmltex \igopts{width=398.338583pt}?><graphic xlink:href="https://jbji.copernicus.org/articles/8/59/2023/jbji-8-59-2023-f01.png"/>

      </fig>

<?pagebreak page61?><sec id="Ch1.S2.SS1">
  <label>2.1</label><title>Quantification of wound drainage</title>
      <p id="d1e621">The International Consensus Meeting (ICM) on PJI defined persistent wound
drainage as <inline-formula><mml:math id="M10" display="inline"><mml:mrow><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mo>×</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:math></inline-formula> cm of drainage in the wound dressing
beyond 72 h after index surgery. However, this definition lacks a more
detailed quantification of wound drainage (Parvizi et al., 2013). Therefore, we used a proposed classification of persistent wound drainage which is currently used in another Dutch wound drainage study
(National Trial Registration 5960) (Lowik et al., 2017). On a daily basis,
the patient had to enter the following drainage scores into the app: no
drainage, minimal drainage, mild drainage, moderate drainage or heavy
drainage (for exact definitions, see Table 1).</p>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T2" specific-use="star"><?xmltex \currentcnt{2}?><label>Table 2</label><caption><p id="d1e641">Baseline and outcome characteristics of 1019 patients as entered into the app<inline-formula><mml:math id="M11" display="inline"><mml:msup><mml:mi/><mml:mi mathvariant="normal">a</mml:mi></mml:msup></mml:math></inline-formula>.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="3">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="left"/>
     <oasis:colspec colnum="3" colname="col3" align="left"/>
     <oasis:thead>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">Reported by patient in app</oasis:entry>
         <oasis:entry colname="col3">Definite report by study team</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Baseline characteristics</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Age (median, range)</oasis:entry>
         <oasis:entry colname="col2">65 (18–90)</oasis:entry>
         <oasis:entry colname="col3">n/a</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">BMI (mean, SD)</oasis:entry>
         <oasis:entry colname="col2">29.1 (11.0)</oasis:entry>
         <oasis:entry colname="col3">n/a</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Type of joint arthroplasty</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><?xmltex \hack{\hspace{2mm}}?>  Knee</oasis:entry>
         <oasis:entry colname="col2">467 (46 %)</oasis:entry>
         <oasis:entry colname="col3">n/a</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><?xmltex \hack{\hspace{2mm}}?>  Hip</oasis:entry>
         <oasis:entry colname="col2">547 (54 %)</oasis:entry>
         <oasis:entry colname="col3">n/a</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><?xmltex \hack{\hspace{2mm}}?>  Other (shoulder, ankle)</oasis:entry>
         <oasis:entry colname="col2">2 (0.2 %)</oasis:entry>
         <oasis:entry colname="col3">n/a</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Tumour prosthesis (<inline-formula><mml:math id="M15" display="inline"><mml:mi>n</mml:mi></mml:math></inline-formula>, %)</oasis:entry>
         <oasis:entry colname="col2">10 (1 %)</oasis:entry>
         <oasis:entry colname="col3">n/a</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Past medical history</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><?xmltex \hack{\hspace{2mm}}?> Diabetes mellitus</oasis:entry>
         <oasis:entry colname="col2">73 (7 %)</oasis:entry>
         <oasis:entry colname="col3">n/a</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1"><?xmltex \hack{\hspace{2mm}}?> Rheumatoid arthritis</oasis:entry>
         <oasis:entry colname="col2">60 (6 %)</oasis:entry>
         <oasis:entry colname="col3">n/a</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Report of outcome</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Prosthetic joint infection (PJI)</oasis:entry>
         <oasis:entry colname="col2">16 (1.5 %)</oasis:entry>
         <oasis:entry colname="col3">16 (1.6 %)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Surgery for suspected PJI, appeared to be no PJI</oasis:entry>
         <oasis:entry colname="col2">5 (0.5 %)</oasis:entry>
         <oasis:entry colname="col3">3 (0.3)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Superficial wound infection, resolved after antibiotic treatment</oasis:entry>
         <oasis:entry colname="col2">5 (0.5 %)</oasis:entry>
         <oasis:entry colname="col3">6 (0.6 %)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Superficial wound infection, spontaneously resolved</oasis:entry>
         <oasis:entry colname="col2">22 (2.2 %)</oasis:entry>
         <oasis:entry colname="col3">2 (0.2 %)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">No data available</oasis:entry>
         <oasis:entry colname="col2">176 (17.5 %)<inline-formula><mml:math id="M16" display="inline"><mml:msup><mml:mi/><mml:mi mathvariant="normal">b</mml:mi></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3">39 (3.8 %)<inline-formula><mml:math id="M17" display="inline"><mml:msup><mml:mi/><mml:mi mathvariant="normal">c</mml:mi></mml:msup></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">I do not know</oasis:entry>
         <oasis:entry colname="col2">121 (11.9)</oasis:entry>
         <oasis:entry colname="col3">–</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">No complication (if data available)</oasis:entry>
         <oasis:entry colname="col2">674/843 (80.0 %)</oasis:entry>
         <oasis:entry colname="col3">956/980 (97.6 %)</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table><table-wrap-foot><p id="d1e653"><inline-formula><mml:math id="M12" display="inline"><mml:msup><mml:mi/><mml:mi mathvariant="normal">a</mml:mi></mml:msup></mml:math></inline-formula> Outcome checked until 3 months post operation; <inline-formula><mml:math id="M13" display="inline"><mml:msup><mml:mi/><mml:mi mathvariant="normal">b</mml:mi></mml:msup></mml:math></inline-formula> 179 patients did not fill out the outcome after 30 and 90 d. <inline-formula><mml:math id="M14" display="inline"><mml:msup><mml:mi/><mml:mi mathvariant="normal">c</mml:mi></mml:msup></mml:math></inline-formula> From one study centre, data from the 39 included patients could not be retrieved from the local researcher.  n/a – not applicable.</p></table-wrap-foot></table-wrap>

</sec>
<sec id="Ch1.S2.SS2">
  <label>2.2</label><title>Statistical analysis</title>
      <p id="d1e969">Descriptive statistics were used for baseline characteristics. To address
missing values of wound drainage, the most recent drainage score was carried
forward if data were missing after the first 14 d but only if the most
recent drainage score was “no drainage”. The cut-off of 14 d was based on
the app recommendation to stop using it after 14 d and only
resume use if any new complications arose. Odds<?pagebreak page62?> ratios (ORs), sensitivity,
specificity, and negative and positive predictive values (NPVs and PPVs) were calculated to examine the strength of the association between mild or moderate to heavy wound drainage and PJI and between the duration of wound drainage and PJI. Median duration of wound drainage was compared between patients with and without PJI using Mann–Whitney <inline-formula><mml:math id="M18" display="inline"><mml:mi>U</mml:mi></mml:math></inline-formula> test. All statistical analyses were performed with SPSS (IBM SPSS Statistics version 25.0, Armonk, USA).</p>
</sec>
<sec id="Ch1.S2.SS3">
  <label>2.3</label><title>Data flow and management</title>
      <p id="d1e987">Privacy-sensitive data entered into the app by patients were pseudonymized
with trusted real-time encryption. Encryption keys and a list of
investigators who were allowed for de-encryption were stored by a Trusted
Third Party (ZorgTTP). The encryption code and the data entered into the app
were sent to a research database and were only decrypted to review the
physician-reported outcome. Data files used for analysis will be stored on a
local safe network storage facility.</p>
</sec>
</sec>
<sec id="Ch1.S3">
  <label>3</label><title>Results</title>
      <p id="d1e999">Of all patients eligible for inclusion during the study period, 1019 patients were included (total hip arthroplasty (THA) 46 %, total knee
arthroplasty (TKA) 54 %). Baseline and outcome characteristics are summarized in Table 2. During the first 2 postoperative weeks, the app was used by more than 80 % of patients per day (Fig. 1). The app use declined during the
third and fourth week from 80 % to 30 %, consistent with the recommendation that use of the app beyond 2 weeks was only needed if new drainage or other complications would occur.</p>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T3" specific-use="star"><?xmltex \currentcnt{3}?><label>Table 3</label><caption><p id="d1e1005">Reported postoperative wound drainage in all patients with and without prosthetic joint infection.</p></caption><oasis:table frame="topbot"><?xmltex \begin{scaleboxenv}{.87}[.87]?><oasis:tgroup cols="9">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="right"/>
     <oasis:colspec colnum="3" colname="col3" align="right" colsep="1"/>
     <oasis:colspec colnum="4" colname="col4" align="right"/>
     <oasis:colspec colnum="5" colname="col5" align="right" colsep="1"/>
     <oasis:colspec colnum="6" colname="col6" align="right"/>
     <oasis:colspec colnum="7" colname="col7" align="right" colsep="1"/>
     <oasis:colspec colnum="8" colname="col8" align="right"/>
     <oasis:colspec colnum="9" colname="col9" align="right"/>
     <oasis:thead>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry rowsep="1" namest="col2" nameend="col3" align="center" colsep="1">First week </oasis:entry>
         <oasis:entry rowsep="1" namest="col4" nameend="col5" align="center" colsep="1">Second week </oasis:entry>
         <oasis:entry rowsep="1" namest="col6" nameend="col7" align="center" colsep="1">Third week </oasis:entry>
         <oasis:entry rowsep="1" namest="col8" nameend="col9" align="center">Fourth week </oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">No PJI</oasis:entry>
         <oasis:entry colname="col3">PJI</oasis:entry>
         <oasis:entry colname="col4">No PJI</oasis:entry>
         <oasis:entry colname="col5">PJI</oasis:entry>
         <oasis:entry colname="col6">No PJI</oasis:entry>
         <oasis:entry colname="col7">PJI</oasis:entry>
         <oasis:entry colname="col8">No PJI</oasis:entry>
         <oasis:entry colname="col9">PJI</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">App use per week (<inline-formula><mml:math id="M20" display="inline"><mml:mi>n</mml:mi></mml:math></inline-formula> patients)</oasis:entry>
         <oasis:entry colname="col2">978</oasis:entry>
         <oasis:entry colname="col3">16</oasis:entry>
         <oasis:entry colname="col4">950</oasis:entry>
         <oasis:entry colname="col5">16</oasis:entry>
         <oasis:entry colname="col6">999</oasis:entry>
         <oasis:entry colname="col7">11</oasis:entry>
         <oasis:entry colname="col8">999</oasis:entry>
         <oasis:entry colname="col9">4</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Wound drainage</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">No wound drainage at all during week</oasis:entry>
         <oasis:entry colname="col2">416 (43 %)</oasis:entry>
         <oasis:entry colname="col3">5 (31 %)</oasis:entry>
         <oasis:entry colname="col4">789 (83 %)</oasis:entry>
         <oasis:entry colname="col5">2 (13 %)</oasis:entry>
         <oasis:entry colname="col6">903 (90 %)</oasis:entry>
         <oasis:entry colname="col7">4 (36 %)</oasis:entry>
         <oasis:entry colname="col8">973 (97 %)</oasis:entry>
         <oasis:entry colname="col9">3 (75 %)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Any wound drainage anywhere during week</oasis:entry>
         <oasis:entry colname="col2">489 (50 %)</oasis:entry>
         <oasis:entry colname="col3">10 (63 %)</oasis:entry>
         <oasis:entry colname="col4">115 (12 %)</oasis:entry>
         <oasis:entry colname="col5">14(88 %)</oasis:entry>
         <oasis:entry colname="col6">76 (8 %)</oasis:entry>
         <oasis:entry colname="col7">7 (64 %)</oasis:entry>
         <oasis:entry colname="col8">25 (3 %)</oasis:entry>
         <oasis:entry colname="col9">1 (25 %)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><?xmltex \hack{\hspace{2mm}}?> Minimal (<inline-formula><mml:math id="M21" display="inline"><mml:mrow><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mo>×</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:math></inline-formula> cm on gauze)</oasis:entry>
         <oasis:entry colname="col2">424 (87 %)</oasis:entry>
         <oasis:entry colname="col3">8 (80 %)</oasis:entry>
         <oasis:entry colname="col4">98 (85 %)</oasis:entry>
         <oasis:entry colname="col5">12 (86 %)</oasis:entry>
         <oasis:entry colname="col6">65 (86 %)</oasis:entry>
         <oasis:entry colname="col7">3 (43 %)</oasis:entry>
         <oasis:entry colname="col8">24 (96 %)</oasis:entry>
         <oasis:entry colname="col9">1 (100 %)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><?xmltex \hack{\hspace{2mm}}?> Mild (<inline-formula><mml:math id="M22" display="inline"><mml:mrow><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mo>×</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:math></inline-formula> cm on gauze)</oasis:entry>
         <oasis:entry colname="col2">181 (37 %)</oasis:entry>
         <oasis:entry colname="col3">7 (70 %)</oasis:entry>
         <oasis:entry colname="col4">25 (22 %)</oasis:entry>
         <oasis:entry colname="col5">5 (36 %)</oasis:entry>
         <oasis:entry colname="col6">19 (25 %)</oasis:entry>
         <oasis:entry colname="col7">3 (43 %)</oasis:entry>
         <oasis:entry colname="col8">4 (16 %)</oasis:entry>
         <oasis:entry colname="col9">1 (100 %)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><?xmltex \hack{\hspace{2mm}}?> Moderate (1–2 gauze swabs exchanged)</oasis:entry>
         <oasis:entry colname="col2">41 (8 %)</oasis:entry>
         <oasis:entry colname="col3">4 (40 %)</oasis:entry>
         <oasis:entry colname="col4">10 (9 %)</oasis:entry>
         <oasis:entry colname="col5">6 (43 %)</oasis:entry>
         <oasis:entry colname="col6">1 (1 %)</oasis:entry>
         <oasis:entry colname="col7">5 (71 %)</oasis:entry>
         <oasis:entry colname="col8">1 (4H %)</oasis:entry>
         <oasis:entry colname="col9">–</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><?xmltex \hack{\hspace{2mm}}?> Heavy (<inline-formula><mml:math id="M23" display="inline"><mml:mrow><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:math></inline-formula> gauze swabs exchanged)</oasis:entry>
         <oasis:entry colname="col2">10 (2 %)</oasis:entry>
         <oasis:entry colname="col3">–</oasis:entry>
         <oasis:entry colname="col4">2 (2 %)</oasis:entry>
         <oasis:entry colname="col5">2 (14 %)</oasis:entry>
         <oasis:entry colname="col6">–</oasis:entry>
         <oasis:entry colname="col7">–</oasis:entry>
         <oasis:entry colname="col8">–</oasis:entry>
         <oasis:entry colname="col9">–</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">New onset drainage after 1week no drainage</oasis:entry>
         <oasis:entry colname="col2">–</oasis:entry>
         <oasis:entry colname="col3">–</oasis:entry>
         <oasis:entry colname="col4">28 (5 %)</oasis:entry>
         <oasis:entry colname="col5">2 (13 %)</oasis:entry>
         <oasis:entry colname="col6">25 (5 %)</oasis:entry>
         <oasis:entry colname="col7">2 (50 %)</oasis:entry>
         <oasis:entry colname="col8">4 (1 %)</oasis:entry>
         <oasis:entry colname="col9">1 (25 %)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><inline-formula><mml:math id="M24" display="inline"><mml:mrow><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">4</mml:mn></mml:mrow></mml:math></inline-formula> d of wound drainage during week</oasis:entry>
         <oasis:entry colname="col2">82 (8 %)</oasis:entry>
         <oasis:entry colname="col3">3 (19 %)</oasis:entry>
         <oasis:entry colname="col4">31 (3 %)</oasis:entry>
         <oasis:entry colname="col5">4 (25 %)</oasis:entry>
         <oasis:entry colname="col6">11 (1.1 %)</oasis:entry>
         <oasis:entry colname="col7">1 (9 %)</oasis:entry>
         <oasis:entry colname="col8">4 (0,4 %)</oasis:entry>
         <oasis:entry colname="col9">1 (25 %)</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Drainage not assessable<inline-formula><mml:math id="M25" display="inline"><mml:msup><mml:mi/><mml:mo>*</mml:mo></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2">165 (17 %)</oasis:entry>
         <oasis:entry colname="col3">1 (6 %)</oasis:entry>
         <oasis:entry colname="col4">50 (5 %)</oasis:entry>
         <oasis:entry colname="col5">–</oasis:entry>
         <oasis:entry colname="col6">23 (2 %)</oasis:entry>
         <oasis:entry colname="col7">–</oasis:entry>
         <oasis:entry colname="col8">1 (0.1 %)</oasis:entry>
         <oasis:entry colname="col9">–</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Redness</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Any wound redness during week</oasis:entry>
         <oasis:entry colname="col2">100 (10 %)</oasis:entry>
         <oasis:entry colname="col3">3 (19 %)</oasis:entry>
         <oasis:entry colname="col4">45 (5 %)</oasis:entry>
         <oasis:entry colname="col5">3 (19 %)</oasis:entry>
         <oasis:entry colname="col6">37 (4 %)</oasis:entry>
         <oasis:entry colname="col7">3 (19 %)</oasis:entry>
         <oasis:entry colname="col8">20 (2 %)</oasis:entry>
         <oasis:entry colname="col9">0 (0 %)</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1"><?xmltex \hack{\hspace{2mm}}?> Increased redness</oasis:entry>
         <oasis:entry colname="col2">32 (32 %)</oasis:entry>
         <oasis:entry colname="col3">1 (33 %)</oasis:entry>
         <oasis:entry colname="col4">20 (44 %)</oasis:entry>
         <oasis:entry colname="col5">2 (66 %)</oasis:entry>
         <oasis:entry colname="col6">9 (24 %)</oasis:entry>
         <oasis:entry colname="col7">0 (0 %)</oasis:entry>
         <oasis:entry colname="col8">6 (30 %)</oasis:entry>
         <oasis:entry colname="col9">0 (0 %)</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Fever</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9"/>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Fever during postoperative period</oasis:entry>
         <oasis:entry colname="col2">53 (5 %)</oasis:entry>
         <oasis:entry colname="col3">–</oasis:entry>
         <oasis:entry colname="col4">21 (2 %)</oasis:entry>
         <oasis:entry colname="col5">1 (6 %)</oasis:entry>
         <oasis:entry colname="col6">12 (1 %)</oasis:entry>
         <oasis:entry colname="col7">2 (18 %)</oasis:entry>
         <oasis:entry colname="col8">5 (0,5 %)</oasis:entry>
         <oasis:entry colname="col9">1 (25 %)</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Pain</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">VAS <inline-formula><mml:math id="M26" display="inline"><mml:mrow><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">5</mml:mn></mml:mrow></mml:math></inline-formula> anytime during week</oasis:entry>
         <oasis:entry colname="col2">360 (37 %)</oasis:entry>
         <oasis:entry colname="col3">5 (33 %)</oasis:entry>
         <oasis:entry colname="col4">114 (12 %)</oasis:entry>
         <oasis:entry colname="col5">1 (7 %)</oasis:entry>
         <oasis:entry colname="col6">47 (5 %)</oasis:entry>
         <oasis:entry colname="col7">1 (13 %)</oasis:entry>
         <oasis:entry colname="col8">41 (4 %)</oasis:entry>
         <oasis:entry colname="col9">–</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">VAS <inline-formula><mml:math id="M27" display="inline"><mml:mrow><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">7</mml:mn></mml:mrow></mml:math></inline-formula> anytime during week</oasis:entry>
         <oasis:entry colname="col2">107 (11 %)</oasis:entry>
         <oasis:entry colname="col3">0 (0 %)</oasis:entry>
         <oasis:entry colname="col4">19 (2 %)</oasis:entry>
         <oasis:entry colname="col5">0 (0 %)</oasis:entry>
         <oasis:entry colname="col6">8 (0,8 %)</oasis:entry>
         <oasis:entry colname="col7">0 (0 %)</oasis:entry>
         <oasis:entry colname="col8">6 (0,6 %)</oasis:entry>
         <oasis:entry colname="col9">0 (0 %)</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Alerts</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Any alerts during week</oasis:entry>
         <oasis:entry colname="col2">415 (42 %)</oasis:entry>
         <oasis:entry colname="col3">8 (53 %)</oasis:entry>
         <oasis:entry colname="col4">250 (26 %)</oasis:entry>
         <oasis:entry colname="col5">6 (40 %)</oasis:entry>
         <oasis:entry colname="col6">101 (10 %)</oasis:entry>
         <oasis:entry colname="col7">0 (0 %)</oasis:entry>
         <oasis:entry colname="col8">66 (7 %)</oasis:entry>
         <oasis:entry colname="col9">0 (0 %)</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup><?xmltex \end{scaleboxenv}?></oasis:table><?xmltex \begin{scaleboxenv}{.87}[.87]?><table-wrap-foot><p id="d1e1008"><inline-formula><mml:math id="M19" display="inline"><mml:msup><mml:mi/><mml:mo>*</mml:mo></mml:msup></mml:math></inline-formula> Patients with or without any drainage who could not assess wound drainage during 1 or more days during week due to gauze swabs in situ.</p></table-wrap-foot><?xmltex \end{scaleboxenv}?></table-wrap>

      <?xmltex \floatpos{t}?><fig id="Ch1.F2" specific-use="star"><?xmltex \currentcnt{2}?><?xmltex \def\figurename{Figure}?><label>Figure 2</label><caption><p id="d1e1800">Reported extent and duration of postoperative wound drainage in
patients with and without PJI.</p></caption>
        <?xmltex \igopts{width=455.244094pt}?><graphic xlink:href="https://jbji.copernicus.org/articles/8/59/2023/jbji-8-59-2023-f02.png"/>

      </fig>

      <p id="d1e1810">The incidence of postoperative wound drainage in patients with and without
PJI is reported in Table 3 and Fig. 2. During the first, second, third and
fourth postoperative weeks, any form of wound drainage was present in 50 %, 12 %, 8 % and 3 % of patients without PJI and in 63 %, 88 %, 64 % and 25 % of patients with PJI. The high proportion of drainage in the first week was predominantly caused by minimal leakage (defined as <inline-formula><mml:math id="M28" display="inline"><mml:mrow><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mo>×</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:math></inline-formula> cm on gauze) occurring in 87 % (<inline-formula><mml:math id="M29" display="inline"><mml:mrow><mml:mn mathvariant="normal">424</mml:mn><mml:mo>/</mml:mo><mml:mn mathvariant="normal">489</mml:mn></mml:mrow></mml:math></inline-formula>) of patients without PJI. In this group, 51 patients (5 %) had moderate to heavy wound drainage in the first week, decreasing to 1 %, 1 % and 0.1 % in the next weeks. Moderate to heavy wound drainage of patients with PJI occurred in 25 %, 38 %, 46 % and 0 % of patients during 4 weeks. Reported redness
(10 %), fever (5 %) and high pain scores (VAS <inline-formula><mml:math id="M30" display="inline"><mml:mrow><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">7</mml:mn></mml:mrow></mml:math></inline-formula>, 11 %)
were mainly reported during the first week and declined thereafter.
Proportions of wound drainage in patients without PJI varied depending on
the type of joint, BMI and the presence of diabetes (Table 4).</p>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T4" specific-use="star"><?xmltex \currentcnt{4}?><label>Table 4</label><caption><p id="d1e1852">Percentage of postoperative wound drainage in 1003 patients without
PJI during the postoperative course.</p></caption>
  <?xmltex \igopts{width=398.338583pt}?><graphic xlink:href="https://jbji.copernicus.org/articles/8/59/2023/jbji-8-59-2023-t04.png"/>
<table-wrap-foot><p id="d1e1855">Legend: BMI – body mass index; DM – diabetes mellitus.</p></table-wrap-foot></table-wrap>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T5" specific-use="star"><?xmltex \currentcnt{5}?><label>Table 5</label><caption><p id="d1e1866">Drainage scores in 16 patients who developed a prosthetic joint
infection.</p></caption>
  <?xmltex \igopts{width=455.244094pt}?><graphic xlink:href="https://jbji.copernicus.org/articles/8/59/2023/jbji-8-59-2023-t05.png"/>
<table-wrap-foot><p id="d1e1869">On verification of the patient files, patient 5 appeared to have stopped using the app on day 11 and
subsequently developed wound drainage, redness and pain in the next 3 d <?xmltex \hack{\newline}?>without recording it in the
app. On day 15, this patient was admitted with PJI. For patient 14, no drainage data between day 14 and 28 could be retrieved from the patient notes.</p></table-wrap-foot></table-wrap>

      <p id="d1e1879">Sixteen (1.6 %) patients developed a PJI during the follow-up period.
Fourteen patients experienced an early postoperative PJI after a median of
14 d (IQR 10–18 d). Two patients developed an early chronic PJI on
postoperative day 71 and day 77 (Table 5). Three patients were reoperated for a suspected PJI that was subsequently not confirmed (e.g. haematoma). Six
patients (0.6 %) received a short course of antibiotics for a presumed
superficial wound infection but did not develop a PJI. The strongest risk
factors for PJIs were any wound drainage in the second week (OR 50.83, 95 % CI 11.41–226.51) or moderate to heavy drainage in the second (OR 51.22, 95 % CI 15.84–165.65) or third week (OR 103.23, 95 % CI 26.08–408.57). New onset drainage in the second week after a week without drainage (OR 80.71, 95 % CI 9.12–714.52) and more than 5 cumulative wound drainage days during the first 3 postoperative weeks (OR 9.20, 95 % CI 3.37–25.14) were also strongly associated with the<?pagebreak page64?> development of PJI (Table 6). Drainage for more than 5 d during the first 3 weeks predicted PJI with sensitivity of 63 % and specificity of 87 %, while drainage for more than 10 d predicted PJI with sensitivity of 27 % and specificity of
97 % (Appendix B). No wound drainage whatsoever was reported by 467 patients (46 %). Of them, only one patient developed a PJI resulting in a negative predictive value of no wound drainage as indicator for recovery without PJI of <inline-formula><mml:math id="M31" display="inline"><mml:mrow><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">98</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="italic">%</mml:mi></mml:mrow></mml:math></inline-formula> (Table 6). The positive predictive value of any
amount of wound drainage for PJI was low during the 4 postoperative weeks
(2 %, 11 %, 8 % and 4 %, respectively) and increased for
moderate–heavy wound drainage, especially in the third postoperative week
(8 %, 35 %, 83 %, 0 %, respectively). Over the 4-week postoperative period, the average number of alerts per patient was not higher for patients with PJI compared to patients without PJI (OR 1.37 (0.39–4.87). Of the 18 420 d of app use, an alert was sent 2589 (14 %) times to 498 patients. In total, 141 (6.6 %) annotations could be obtained from the electronic patient files confirming that patients had contacted the hospital based on the sent alert. This led to a change of treatment in 61 (43 %) patients as summarized in Appendix C. Of the 16 patients who developed a PJI, an alert was sent in the preceding period to six patients which resulted in earlier outpatient evaluation or hospital admission in three patients.</p>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T6" specific-use="star"><?xmltex \currentcnt{6}?><label>Table 6</label><caption><p id="d1e1899">Comparison of risk factors for failure in patients with and without PJI.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="8">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="right"/>
     <oasis:colspec colnum="3" colname="col3" align="right"/>
     <oasis:colspec colnum="4" colname="col4" align="right"/>
     <oasis:colspec colnum="5" colname="col5" align="right"/>
     <oasis:colspec colnum="6" colname="col6" align="right"/>
     <oasis:colspec colnum="7" colname="col7" align="right"/>
     <oasis:colspec colnum="8" colname="col8" align="right"/>
     <oasis:thead>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">No PJI</oasis:entry>
         <oasis:entry colname="col3">PJI</oasis:entry>
         <oasis:entry colname="col4">OR</oasis:entry>
         <oasis:entry colname="col5">Sens</oasis:entry>
         <oasis:entry colname="col6">Spec</oasis:entry>
         <oasis:entry colname="col7">PPV</oasis:entry>
         <oasis:entry colname="col8">NPV</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">(<inline-formula><mml:math id="M33" display="inline"><mml:mrow><mml:mi>n</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1003</mml:mn></mml:mrow></mml:math></inline-formula>)</oasis:entry>
         <oasis:entry colname="col3">(<inline-formula><mml:math id="M34" display="inline"><mml:mrow><mml:mi>n</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">16</mml:mn></mml:mrow></mml:math></inline-formula>)</oasis:entry>
         <oasis:entry colname="col4">(95 % CI)</oasis:entry>
         <oasis:entry colname="col5">(%)</oasis:entry>
         <oasis:entry colname="col6">(%)</oasis:entry>
         <oasis:entry colname="col7">(%)</oasis:entry>
         <oasis:entry colname="col8">(%)</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Any drainage</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">First week</oasis:entry>
         <oasis:entry colname="col2">489/978</oasis:entry>
         <oasis:entry colname="col3">10/16</oasis:entry>
         <oasis:entry colname="col4">1.67 (0.60–4.62)</oasis:entry>
         <oasis:entry colname="col5">63</oasis:entry>
         <oasis:entry colname="col6">50</oasis:entry>
         <oasis:entry colname="col7">2</oasis:entry>
         <oasis:entry colname="col8">99</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Second week</oasis:entry>
         <oasis:entry colname="col2">115/950</oasis:entry>
         <oasis:entry colname="col3">14/16</oasis:entry>
         <oasis:entry colname="col4">50.83 (11.41–226.51)</oasis:entry>
         <oasis:entry colname="col5">88</oasis:entry>
         <oasis:entry colname="col6">88</oasis:entry>
         <oasis:entry colname="col7">11</oasis:entry>
         <oasis:entry colname="col8">100</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Third week</oasis:entry>
         <oasis:entry colname="col2">76/999</oasis:entry>
         <oasis:entry colname="col3">7/11</oasis:entry>
         <oasis:entry colname="col4">21.25 (6.09–74.22)</oasis:entry>
         <oasis:entry colname="col5">64</oasis:entry>
         <oasis:entry colname="col6">92</oasis:entry>
         <oasis:entry colname="col7">8</oasis:entry>
         <oasis:entry colname="col8">100</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Fourth week</oasis:entry>
         <oasis:entry colname="col2">25/999</oasis:entry>
         <oasis:entry colname="col3">1/4</oasis:entry>
         <oasis:entry colname="col4">12.99 (1.31–129.24)</oasis:entry>
         <oasis:entry colname="col5">25</oasis:entry>
         <oasis:entry colname="col6">97</oasis:entry>
         <oasis:entry colname="col7">4</oasis:entry>
         <oasis:entry colname="col8">100</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry namest="col1" nameend="col8">Moderate–heavy drainage </oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">First week</oasis:entry>
         <oasis:entry colname="col2">47/978</oasis:entry>
         <oasis:entry colname="col3">4/16</oasis:entry>
         <oasis:entry colname="col4">6.60 (2.05–21.25)</oasis:entry>
         <oasis:entry colname="col5">25</oasis:entry>
         <oasis:entry colname="col6">95</oasis:entry>
         <oasis:entry colname="col7">8</oasis:entry>
         <oasis:entry colname="col8">99</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Second week</oasis:entry>
         <oasis:entry colname="col2">11/950</oasis:entry>
         <oasis:entry colname="col3">6/16</oasis:entry>
         <oasis:entry colname="col4">51.22 (15.84–165.65)</oasis:entry>
         <oasis:entry colname="col5">38</oasis:entry>
         <oasis:entry colname="col6">99</oasis:entry>
         <oasis:entry colname="col7">35</oasis:entry>
         <oasis:entry colname="col8">99</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Third week</oasis:entry>
         <oasis:entry colname="col2">1/999</oasis:entry>
         <oasis:entry colname="col3">5/11</oasis:entry>
         <oasis:entry colname="col4">103.23 (26.08–408.57)</oasis:entry>
         <oasis:entry colname="col5">45</oasis:entry>
         <oasis:entry colname="col6">100</oasis:entry>
         <oasis:entry colname="col7">83</oasis:entry>
         <oasis:entry colname="col8">99</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Fourth week</oasis:entry>
         <oasis:entry colname="col2">1/999</oasis:entry>
         <oasis:entry colname="col3">0/4</oasis:entry>
         <oasis:entry colname="col4">–</oasis:entry>
         <oasis:entry colname="col5">0</oasis:entry>
         <oasis:entry colname="col6">100</oasis:entry>
         <oasis:entry colname="col7">0</oasis:entry>
         <oasis:entry colname="col8">100</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry namest="col1" nameend="col8">New drainage after first week without drainage </oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Second week</oasis:entry>
         <oasis:entry colname="col2">28/480</oasis:entry>
         <oasis:entry colname="col3">5/6</oasis:entry>
         <oasis:entry colname="col4">80.71 (9.12–714.52)</oasis:entry>
         <oasis:entry colname="col5">83</oasis:entry>
         <oasis:entry colname="col6">94</oasis:entry>
         <oasis:entry colname="col7">15</oasis:entry>
         <oasis:entry colname="col8">100</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Third week</oasis:entry>
         <oasis:entry colname="col2">25/512</oasis:entry>
         <oasis:entry colname="col3">3/5</oasis:entry>
         <oasis:entry colname="col4">29.22 (4.67–182.85)</oasis:entry>
         <oasis:entry colname="col5">60</oasis:entry>
         <oasis:entry colname="col6">95</oasis:entry>
         <oasis:entry colname="col7">11</oasis:entry>
         <oasis:entry colname="col8">100</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Fourth week</oasis:entry>
         <oasis:entry colname="col2">4/512</oasis:entry>
         <oasis:entry colname="col3">1/3</oasis:entry>
         <oasis:entry colname="col4">63.50 (4.74–850.04)</oasis:entry>
         <oasis:entry colname="col5">33</oasis:entry>
         <oasis:entry colname="col6">99</oasis:entry>
         <oasis:entry colname="col7">20</oasis:entry>
         <oasis:entry colname="col8">100</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry namest="col1" nameend="col8"><inline-formula><mml:math id="M35" display="inline"><mml:mrow><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">5</mml:mn></mml:mrow></mml:math></inline-formula> cumulative leaking days during day 1–21 </oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Second to fourth week</oasis:entry>
         <oasis:entry colname="col2">123/1003</oasis:entry>
         <oasis:entry colname="col3">9/16</oasis:entry>
         <oasis:entry colname="col4">9.20 (3.37–25.14)</oasis:entry>
         <oasis:entry colname="col5">56</oasis:entry>
         <oasis:entry colname="col6">88</oasis:entry>
         <oasis:entry colname="col7">7</oasis:entry>
         <oasis:entry colname="col8">99</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry namest="col1" nameend="col8">Moderate–heavy drainage and/or fever and/or redness </oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">First week</oasis:entry>
         <oasis:entry colname="col2">164/978</oasis:entry>
         <oasis:entry colname="col3">6/16</oasis:entry>
         <oasis:entry colname="col4">2.98 (1.07–8.31)</oasis:entry>
         <oasis:entry colname="col5">38</oasis:entry>
         <oasis:entry colname="col6">83</oasis:entry>
         <oasis:entry colname="col7">4</oasis:entry>
         <oasis:entry colname="col8">99</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Second week</oasis:entry>
         <oasis:entry colname="col2">68/950</oasis:entry>
         <oasis:entry colname="col3">7/16</oasis:entry>
         <oasis:entry colname="col4">10.09 (3.65–27.92)</oasis:entry>
         <oasis:entry colname="col5">44</oasis:entry>
         <oasis:entry colname="col6">93</oasis:entry>
         <oasis:entry colname="col7">9</oasis:entry>
         <oasis:entry colname="col8">99</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Third week</oasis:entry>
         <oasis:entry colname="col2">47/999</oasis:entry>
         <oasis:entry colname="col3">6/11</oasis:entry>
         <oasis:entry colname="col4">21.00 (6.21–70.99)</oasis:entry>
         <oasis:entry colname="col5">55</oasis:entry>
         <oasis:entry colname="col6">95</oasis:entry>
         <oasis:entry colname="col7">11</oasis:entry>
         <oasis:entry colname="col8">99</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Fourth week</oasis:entry>
         <oasis:entry colname="col2">23/999</oasis:entry>
         <oasis:entry colname="col3">1/4</oasis:entry>
         <oasis:entry colname="col4">14.15 (1.42–141.17)</oasis:entry>
         <oasis:entry colname="col5">25</oasis:entry>
         <oasis:entry colname="col6">98</oasis:entry>
         <oasis:entry colname="col7">4</oasis:entry>
         <oasis:entry colname="col8">100</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry namest="col1" nameend="col8"><inline-formula><mml:math id="M36" display="inline"><mml:mrow><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:math></inline-formula> alerts based on algorithm<inline-formula><mml:math id="M37" display="inline"><mml:msup><mml:mi/><mml:mo>*</mml:mo></mml:msup></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">First week</oasis:entry>
         <oasis:entry colname="col2">141/978</oasis:entry>
         <oasis:entry colname="col3">3/16</oasis:entry>
         <oasis:entry colname="col4">1.37 (0.39–4.87)</oasis:entry>
         <oasis:entry colname="col5">19</oasis:entry>
         <oasis:entry colname="col6">86</oasis:entry>
         <oasis:entry colname="col7">2</oasis:entry>
         <oasis:entry colname="col8">98</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Second week</oasis:entry>
         <oasis:entry colname="col2">128/950</oasis:entry>
         <oasis:entry colname="col3">1/16</oasis:entry>
         <oasis:entry colname="col4">0.43 (0.06–3.27)</oasis:entry>
         <oasis:entry colname="col5">6</oasis:entry>
         <oasis:entry colname="col6">87</oasis:entry>
         <oasis:entry colname="col7">1</oasis:entry>
         <oasis:entry colname="col8">98</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Third week</oasis:entry>
         <oasis:entry colname="col2">69/999</oasis:entry>
         <oasis:entry colname="col3">0/11</oasis:entry>
         <oasis:entry colname="col4">–</oasis:entry>
         <oasis:entry colname="col5">0</oasis:entry>
         <oasis:entry colname="col6">93</oasis:entry>
         <oasis:entry colname="col7">0</oasis:entry>
         <oasis:entry colname="col8">99</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Fourth week</oasis:entry>
         <oasis:entry colname="col2">47/999</oasis:entry>
         <oasis:entry colname="col3">0/4</oasis:entry>
         <oasis:entry colname="col4">–</oasis:entry>
         <oasis:entry colname="col5">0</oasis:entry>
         <oasis:entry colname="col6">95</oasis:entry>
         <oasis:entry colname="col7">0</oasis:entry>
         <oasis:entry colname="col8">100</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table><table-wrap-foot><p id="d1e1902">Legend: PJI – prosthetic joint infection; OR – odd ratio; sens – sensitivity; spec – specificity; PPV – positive predicted value; NPV – negative predicted value.  <inline-formula><mml:math id="M32" display="inline"><mml:msup><mml:mi/><mml:mo>*</mml:mo></mml:msup></mml:math></inline-formula> Algorithm is defined in Appendix A.</p></table-wrap-foot></table-wrap>

</sec>
<sec id="Ch1.S4">
  <label>4</label><title>Discussion</title>
<sec id="Ch1.S4.SS1">
  <label>4.1</label><title>Principal findings</title>
      <p id="d1e2676">In the current study, a detailed overview of self-reported wound
characteristics in the first month after arthroplasty while using a mobile
wound care app provided important clinical insights. Complete absence of
wound drainage during the first postoperative month was a sensitive and
specific predictor of recovery without PJI. From the second week<?pagebreak page65?> onward,
wound drainage was strongly associated with the occurrence of PJI, but the
positive predictive value remained low. Generation of an alert by the
algorithm did not adequately identify patients with PJI.</p>
</sec>
<sec id="Ch1.S4.SS2">
  <label>4.2</label><title>Strengths and weaknesses</title>
      <p id="d1e2687">A major strength of this study is the unbiased prospective and daily
information of exactly defined postoperative wound characteristics as
provided by patients with an easy-to-use smartphone application. Another
strength is the large number of included patients without PJI that enabled
us to create infographics of uncomplicated wound drainage for several
subgroups of patients (Table 4).</p>
      <p id="d1e2690">This study has several limitations. The COVID-19 pandemic led to a temporary
suspension of inclusions between March and May 2020 and continued to have a
huge impact on the number of inclusions in the following year. The mean age
of study participants (62.7 years for THA and 64.6 years for TKA) in our
cohort was lower than the reported mean age in the Dutch Arthroplasty
Registry involving all arthroplasties in the Netherlands (69.9 years for THA
and 68.4 years for TKA in 2021), indicating that elderly patients may have been less willing to use the app. The relatively low number of patients with PJI in the study may have had an impact on the outcome. An even larger study would increase the precision of the results. Remarkably, patients who developed a PJI reported a relatively low proportion of wound redness and fever. We hypothesize that some patients with PJI symptoms may have visited their orthopaedic surgeon without registering their symptoms in the app, but this remains speculative.</p>
      <p id="d1e2693">The short follow-up of at least 3 months is a limitation of this study
in which we focused on the relation between wound drainage and early
postoperative PJI. For late acute haematogenous PJI, initial wound drainage
is probably not relevant because bacteremia is mostly the source of PJI.
However, some patients with a chronic PJI will have been missed in our study
and these patient may have had prolonged initial wound drainage providing a
route for Coagulase-negative staphylococci to reach the implant and cause
late chronic PJI. This would have resulted in an even stronger reported
association between wound drainage and PJI than reported in this study. This
needs to be further investigated in a follow-up study.</p>
</sec>
<sec id="Ch1.S4.SS3">
  <label>4.3</label><title>Implications of our findings</title>
      <p id="d1e2704">This study has three important implications. First, moderate to heavy wound
drainage in the third week strongly predicted PJI with a number needed to
operate to diagnose one PJI in 1.2 patients. Although this predictor was
only derived from a small subset of patients with PJI, moderate to heavy
drainage was nearly absent in patients without PJI. Therefore, these
patients need urgent clinical assessment of the postoperative wound to
decide whether the patient should be operated for a suspected PJI or not.</p>
      <p id="d1e2707">Second, persistent wound drainage and wound drainage in the second and third
postoperative weeks was strongly associated with the development of PJI. However, positive predicted values were low due to the many patients with wound drainage during those weeks who did not develop PJI. From patients who had any form of drainage that was regarded as a suspected PJI during the second postoperative week, 10<?pagebreak page66?> patients would need to be operated to find one PJI. This indicates that, even with a strong association between drainage and PJI,
wound drainage alone is not an accurate predictor for presence of PJI in
this group. The strength of the association did not increase significantly
when fever and wound redness were added to wound drainage as risk factors,
which may relate to the earlier mentioned low proportion of these symptoms
reported by patients.</p>
      <p id="d1e2710">Third, wound drainage in the first postoperative week was not indicative of
PJI. The high proportion of reported wound drainage during this week (Table 3, Fig. 4) is explained by several factors: (1) drainage was recorded from the very first postoperative day (not from discharge from hospital), (2) minimal wound drainage could have occurred during only 1 day of this week
to be counted as wound drainage and (3) drainage was minimal (defined as
<inline-formula><mml:math id="M38" display="inline"><mml:mrow><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mo>×</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:math></inline-formula> cm on the gauze) in 87 % of the patients with drainage in the first week (<inline-formula><mml:math id="M39" display="inline"><mml:mrow><mml:mn mathvariant="normal">424</mml:mn><mml:mo>/</mml:mo><mml:mn mathvariant="normal">489</mml:mn></mml:mrow></mml:math></inline-formula> patients). Only 5 % (<inline-formula><mml:math id="M40" display="inline"><mml:mrow><mml:mi>n</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">51</mml:mn></mml:mrow></mml:math></inline-formula>) of patients in this group had moderate to heavy wound drainage. In the second postoperative week, wound drainage dropped down to 12 %, again with minimal drainage (<inline-formula><mml:math id="M41" display="inline"><mml:mrow><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mo>×</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:math></inline-formula> cm on gauze) in most (85 %) of these patients.</p>
      <p id="d1e2765">This study confirmed that in patients without any wound drainage, an early
postoperative PJI is very unlikely. With mobile health applications, this
subgroup of patients can be easily identified during follow-ups and fewer
outpatient visits may be needed during follow-ups which may reduce costs. The
postoperative use of bandages during the first weeks to cover the
postoperative wound may have resulted in underreporting of wound drainage.
However, the impact was estimated to be similar in patients with and without
PJI as the use of bandages was identical for all patients. We also assessed
whether the closing technique (use of either glue or staples) was associated
with the duration of<?pagebreak page67?> postoperative wound drainage after hip arthroplasty during the first two weeks, which was not the case (staples 3.2 d, glue 2.9 d, <inline-formula><mml:math id="M42" display="inline"><mml:mrow><mml:mi>p</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.52</mml:mn></mml:mrow></mml:math></inline-formula>).</p>
      <p id="d1e2781">Only one out of the 16 patients with a PJI received more than two alerts
prior to the PJI, indicating that the used algorithm was inadequate for
predicting PJI. This may be explained by the low threshold in the algorithm
for sending alerts secondary to pain and mild wound drainage. Many alerts
were sent for minimal wound drainage or relatively mild pain scores not
related to PJI. Unfortunately, a low number of alert-based treatment
adaptations could be retrieved from the patient files, making evaluation of
the alerts sent by the application speculative. Patients apparently made the
right decision not to call their physician as no PJI occurred in 98 % of
them. The predictive value of the algorithm may be improved by using a
machine learning algorithm, making iterative changes when the number of data
increases thus allowing an automated update of the algorithm. Adding
parameters like an increase in C-reactive protein may also increase the
yield of the algorithm. Further, based on the current study, no “at-risk”
points should be given for minimal wound drainage and low pain scores.</p>
</sec>
</sec>
<sec id="Ch1.S5" sec-type="conclusions">
  <label>5</label><title>Conclusions</title>
      <p id="d1e2794">Detailed knowledge of the extent and duration of wound drainage after
arthroplasty is vital for orthopaedic surgeons who consider to reoperate
patients with postoperative wound drainage for a suspected PJI. In this
study, in which a mobile health application was used to monitor patients
after arthroplasty, PJI was very unlikely in patients without any wound
drainage. From the second week onward, wound drainage was strongly
associated with the occurrence of PJI, but the sensitivity and positive
predictive value of wound drainage as a single predictor for PJI was low.
Due to the limited follow-up of 3 months, some patients with a late
chronic PJI may have been missed. The insights from this study may help
clinicians to evaluate postoperative patients who present with a leaking wound. Future research should focus on optimizing the algorithm, thereby improving the predictive value of the alert function.</p><?xmltex \hack{\clearpage}?>
</sec>

      
      </body>
    <back><app-group>

<?pagebreak page68?><app id="App1.Ch1.S1">
  <?xmltex \currentcnt{A}?><label>Appendix A</label><title/>

      <?xmltex \floatpos{h!}?><fig id="App1.Ch1.S1.F3"><?xmltex \currentcnt{A1}?><?xmltex \def\figurename{Figure}?><label>Figure A1</label><caption><p id="d1e2810">Calculated scores from the app and algorithm for sending alert
to patients.</p></caption>
        <?xmltex \hack{\hsize\textwidth}?>
        <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://jbji.copernicus.org/articles/8/59/2023/jbji-8-59-2023-f03.png"/>

      </fig>

</app>

<app id="App1.Ch1.S2">
  <?xmltex \currentcnt{B}?><label>Appendix B</label><title/>

      <?xmltex \floatpos{h!}?><fig id="App1.Ch1.S2.F4"><?xmltex \currentcnt{B1}?><?xmltex \def\figurename{Figure}?><label>Figure B1</label><caption><p id="d1e2830">Receiver operating characteristic (ROC) curve using duration of leakage days or number of sent alerts as cutoff value for detecting PJI.</p></caption>
        <?xmltex \hack{\hsize\textwidth}?>
        <?xmltex \igopts{width=341.433071pt}?><graphic xlink:href="https://jbji.copernicus.org/articles/8/59/2023/jbji-8-59-2023-f04.png"/>

      </fig>

<?xmltex \hack{\clearpage}?>
</app>

<?pagebreak page69?><app id="App1.Ch1.S3">
  <?xmltex \currentcnt{C}?><label>Appendix C</label><title/>

<?xmltex \floatpos{h!}?><table-wrap id="App1.Ch1.S3.T7"><?xmltex \hack{\hsize\textwidth}?><?xmltex \currentcnt{C1}?><label>Table C1</label><caption><p id="d1e2854">Actions taken on algorithm-based alerts generated by the app from 18 437 daily reports.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="4">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="right"/>
     <oasis:colspec colnum="3" colname="col3" align="right"/>
     <oasis:colspec colnum="4" colname="col4" align="right"/>
     <oasis:thead>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">All</oasis:entry>
         <oasis:entry colname="col3">No PJI  (<inline-formula><mml:math id="M45" display="inline"><mml:mrow><mml:mi>n</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1013</mml:mn></mml:mrow></mml:math></inline-formula>)</oasis:entry>
         <oasis:entry colname="col4">PJI  (<inline-formula><mml:math id="M46" display="inline"><mml:mrow><mml:mi>n</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">16</mml:mn></mml:mrow></mml:math></inline-formula>)</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Total alert count</oasis:entry>
         <oasis:entry colname="col2">2590 (14 %)</oasis:entry>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Alerts received (<inline-formula><mml:math id="M47" display="inline"><mml:mi>n</mml:mi></mml:math></inline-formula> patients)</oasis:entry>
         <oasis:entry colname="col2">498/1019 (48.9 %)</oasis:entry>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><?xmltex \hack{\hspace{2mm}}?> Alert first week postoperative (<inline-formula><mml:math id="M48" display="inline"><mml:mi>n</mml:mi></mml:math></inline-formula> patients)</oasis:entry>
         <oasis:entry colname="col2">423/498 (84.9 %)</oasis:entry>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><?xmltex \hack{\hspace{2mm}}?> Alert second week postoperative (<inline-formula><mml:math id="M49" display="inline"><mml:mi>n</mml:mi></mml:math></inline-formula> patients)</oasis:entry>
         <oasis:entry colname="col2">232/498 (46.6 %)</oasis:entry>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><?xmltex \hack{\hspace{2mm}}?> Alert third week postoperative (<inline-formula><mml:math id="M50" display="inline"><mml:mi>n</mml:mi></mml:math></inline-formula> patients)</oasis:entry>
         <oasis:entry colname="col2">97/498 (19.5 %)</oasis:entry>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><?xmltex \hack{\hspace{2mm}}?> Alert fourth week postoperative (<inline-formula><mml:math id="M51" display="inline"><mml:mi>n</mml:mi></mml:math></inline-formula> patients)</oasis:entry>
         <oasis:entry colname="col2">68/498 (7.0 %)</oasis:entry>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Alerts per individual patient (median)</oasis:entry>
         <oasis:entry colname="col2">3</oasis:entry>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Reported patient–physician contact based on alerts</oasis:entry>
         <oasis:entry colname="col2">141/2124 (6.6 %)<inline-formula><mml:math id="M52" display="inline"><mml:msup><mml:mi/><mml:mi mathvariant="normal">a</mml:mi></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3">135 (13 %)</oasis:entry>
         <oasis:entry colname="col4">6 (40 %)</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Outcome of patient–physician contact</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">No action needed</oasis:entry>
         <oasis:entry colname="col2">51 (36 %)</oasis:entry>
         <oasis:entry colname="col3">51</oasis:entry>
         <oasis:entry colname="col4">0</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Adjust pain medication</oasis:entry>
         <oasis:entry colname="col2">34 (24 %)</oasis:entry>
         <oasis:entry colname="col3">34</oasis:entry>
         <oasis:entry colname="col4">0</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Earlier outpatient evaluation</oasis:entry>
         <oasis:entry colname="col2">24 (17 %)</oasis:entry>
         <oasis:entry colname="col3">22</oasis:entry>
         <oasis:entry colname="col4">2</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Admission to hospital</oasis:entry>
         <oasis:entry colname="col2">3 (2 %)</oasis:entry>
         <oasis:entry colname="col3">2</oasis:entry>
         <oasis:entry colname="col4">1</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Other<inline-formula><mml:math id="M53" display="inline"><mml:msup><mml:mi/><mml:mi mathvariant="normal">b</mml:mi></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2">29 (21 %)</oasis:entry>
         <oasis:entry colname="col3">26</oasis:entry>
         <oasis:entry colname="col4">3</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table><table-wrap-foot><p id="d1e2857"><inline-formula><mml:math id="M43" display="inline"><mml:msup><mml:mi/><mml:mi mathvariant="normal">a</mml:mi></mml:msup></mml:math></inline-formula> From 466 alerts, patient files could not be checked for placed phone calls. <inline-formula><mml:math id="M44" display="inline"><mml:msup><mml:mi/><mml:mi mathvariant="normal">b</mml:mi></mml:msup></mml:math></inline-formula> Practical wound management advice, Deep Venous Thrombosis excluded, patient not yet discharged.</p></table-wrap-foot></table-wrap>

</app>
  </app-group><notes notes-type="dataavailability"><title>Data availability</title>

      <p id="d1e3189">Patient data were collected using an online database. The data are not publicly accessible but can be provided by the corresponding author, upon request.</p>
  </notes><notes notes-type="teamlist"><title>Team list</title>

      <p id="d1e3195">Wound care app study group: Enrike van der Linden (Leiden University Medical Centre, Leiden, the Netherlands), Demien Broekhuis (Leiden University Medical Centre, Leiden, the Netherlands), Menno Benard and
Astrid Mol (Alrijne Hospital, Leiden, the Netherlands), Marijn Rutgers, Jantsje Pasma, Roos Bazuin and Nina Mathijssen (Reinier Haga Orthopaedic Centre, Zoetermeer, the Netherlands), Nienke Willigenburg and Myke van der Hoorn (Onze Lieve Vrouwe Gasthuis, Amsterdam, the Netherlands), Baukje Dijkstra (Medical Centre Leeuwarden, Leeuwarden, the Netherlands), Lex de Jong (Rijnstate Hospital, Arnhem, the Netherlands), Liesbeth Paans and
Wouter Bekkers, Elisabeth TweeSteden Ziekenhuis, Henry Haan and Martin
Stevens (University Medical Centre Groningen, Groningen, the Netherlands), Max Reijman (Erasmus Medical Centre Rotterdam, Rotterdam, the Netherlands), Carolien Kooijman and Hendrike Hoogeboom (Nij Smellinghe Hospital, Drachten, the Netherlands) Chris Meijer and Hieron Maree (Park Medical Centre, Rotterdam, the Netherlands), and all co-authors mentioned at the start of the paper.</p>
  </notes><?xmltex \hack{\vspace*{120mm}}?><notes notes-type="authorcontribution"><title>Author contributions</title>

      <p id="d1e3202">Conceptualization: HS, RGHHN, LGV, MGJdB, and CL. Formal analysis: HS, MGJdB, and REZ. Software: REZ. Funding acquisition: HS, MGJdB, and RGHHN. Investigation: RM, BE, WZ, TG, JCTvdL, RJPvdW, RWP, MPS, PCJ, and PKB. Original draft preparation: HS. Review and editing: HS, BE, RM, WZ, TG, JCTvdL, RJPvdW, RWP, MPS, PCJ, PKB, RGHHN, LGV, and MGJdB.
Supervision: MGJdB, LGV, and RGHHN.</p>
  </notes><notes notes-type="competinginterests"><title>Competing interests</title>

      <p id="d1e3208">The contact author has declared that none of the authors has any competing interests.</p>
  </notes><notes notes-type="specialsection"><title>Ethical statement</title>
    

      <p id="d1e3216">The study was conducted according to the principles of the Declaration of Helsinki. The study was approved by the ethics review committee of Leiden University Medical Centre and a waiver was obtained to use electronic instead of written informed consent (P18.220). The use of the app for this study was approved by the Dutch Health Inspectorate (reference number VGR2O11434).</p>
  </notes><notes notes-type="disclaimer"><title>Disclaimer</title>

      <?pagebreak page70?><p id="d1e3222">Publisher's note: Copernicus Publications remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.</p>
  </notes><notes notes-type="financialsupport"><title>Financial support</title>

      <p id="d1e3228">This work was
supported by an unrestricted grant from the Innovation Fund of Dutch Health
Insurers (grant number 3687) and Foundation De Merel (grant number BS094
057).</p>
  </notes><ack><title>Acknowledgements</title><p id="d1e3235">This trial was made possible by the collaborative efforts of doctors and
nurses at all participating hospitals, mostly during the COVID-19 pandemic.
We thank everyone who contributed their time and expertise, in particular
the trial participants and local research coordinators. Their input and
understanding were important in ensuring the success of this study.</p></ack><notes notes-type="reviewstatement"><title>Review statement</title>

      <p id="d1e3240">This paper was edited by Ricardo Sousa and reviewed by three anonymous referees.</p>
  </notes><ref-list>
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