<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.3 20210610//EN" "JATS-journalpublishing1-3-mathml3.dtd">
<article article-type="research-article" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:ali="http://www.niso.org/schemas/ali/1.0/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" dtd-version="1.3" xml:lang="EN">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Sports Act. Living</journal-id><journal-title-group>
<journal-title>Frontiers in Sports and Active Living</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Sports Act. Living</abbrev-journal-title></journal-title-group>
<issn pub-type="epub">2624-9367</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fspor.2025.1653833</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>The self-selected intensity of physical activity during real-life e-bike commuting</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes"><name><surname>Riiser</surname><given-names>Amund</given-names></name>
<xref ref-type="corresp" rid="cor1">&#x002A;</xref><uri xlink:href="https://loop.frontiersin.org/people/1172752/overview"/><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="conceptualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Data curation" vocab-term-identifier="https://credit.niso.org/contributor-roles/data-curation/">Data curation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Formal analysis" vocab-term-identifier="https://credit.niso.org/contributor-roles/formal-analysis/">Formal analysis</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="investigation" vocab-term-identifier="https://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Project administration" vocab-term-identifier="https://credit.niso.org/contributor-roles/project-administration/">Project administration</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role></contrib>
<contrib contrib-type="author"><name><surname>Aadland</surname><given-names>Eivind</given-names></name><uri xlink:href="https://loop.frontiersin.org/people/785830/overview" /><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Formal analysis" vocab-term-identifier="https://credit.niso.org/contributor-roles/formal-analysis/">Formal analysis</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role></contrib>
<contrib contrib-type="author"><name><surname>Nordengen</surname><given-names>Solveig</given-names></name><uri xlink:href="https://loop.frontiersin.org/people/1696123/overview" /><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="conceptualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Data curation" vocab-term-identifier="https://credit.niso.org/contributor-roles/data-curation/">Data curation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="investigation" vocab-term-identifier="https://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role></contrib>
</contrib-group>
<aff id="aff1"><institution>Department of Sport, Food and Natural Sciences, Faculty of Education, Arts and Sports, Western Norway University of Applied Sciences</institution>, <city>Sogndal</city>, <country country="no">Norway</country></aff>
<author-notes>
<corresp id="cor1"><label>&#x002A;</label><bold>Correspondence:</bold> Amund Riiser <email xlink:href="mailto:amund.riiser@hvl.no">amund.riiser@hvl.no</email></corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-01-13"><day>13</day><month>01</month><year>2026</year></pub-date>
<pub-date publication-format="electronic" date-type="collection"><year>2025</year></pub-date>
<volume>7</volume><elocation-id>1653833</elocation-id>
<history>
<date date-type="received"><day>25</day><month>06</month><year>2025</year></date>
<date date-type="rev-recd"><day>25</day><month>11</month><year>2025</year></date>
<date date-type="accepted"><day>25</day><month>12</month><year>2025</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2026 Riiser, Aadland and Nordengen.</copyright-statement>
<copyright-year>2026</copyright-year><copyright-holder>Riiser, Aadland and Nordengen</copyright-holder><license><ali:license_ref start_date="2026-01-13">https://creativecommons.org/licenses/by/4.0/</ali:license_ref><license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</license-p></license>
</permissions>
<abstract><sec><title>Background</title>
<p>Decreasing physical activity levels present a major public health challenge. The use of e-bikes has risen substantially over the past decade, presenting a potential solution to common barriers associated with physical activity and conventional cycling. However, the intensity of e-bike commuting in real-life settings remains unknown. This study aimed to investigate the self-selected intensity and the impact of topography on intensity during regular e-bike commuting.</p>
</sec><sec><title>Methods</title>
<p>In this cross-sectional study, oxygen consumption, power output, heart rate, perceived exertion, and positional data were recorded from 19 commuters [mean (standard deviation) age 41 (8) years] during their regular commutes on their own e-bikes. Data were summarized and analyzed in 10, 30, and 60&#x2005;s epochs, and adjusted for the duration of the commutes. Intensity of the commutes was compared between downhill, flat, or uphill segments using linear mixed models. The intensity of physical activity was defined as light &#x003C;3 metabolic equivalents (METs), moderate 3&#x2013;5.9 METs, or vigorous &#x2265;6 METs.</p>
</sec><sec><title>Results</title>
<p>Oxygen consumption during e-bike commuting was mean (standard deviation) 20.8 (5.0) mL/kg/min [5.9 (1.4) METs]. Depending on epoch lengths, 44&#x0025;&#x2013;48&#x0025; of the commutes were classified as vigorous physical activity. Across epoch lengths, the mean intensity of the commutes was classified as moderate (4.6&#x2013;4.8 METs) during downhill, moderate (5.5&#x2013;5.9 METs) during flat, and vigorous (7.0&#x2013;7.5 METs) during uphill riding (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.001).</p>
</sec><sec><title>Conclusions</title>
<p>Our findings suggest that e-bike commuters self-selected moderate to vigorous intensities during real-life commutes, aligning with international physical activity guidelines for improving public health. Therefore, policies promoting a shift from car use to e-biking could have significant public health benefits.</p>
</sec>
</abstract>
<kwd-group>
<kwd>electric bikes</kwd>
<kwd>pedelec</kwd>
<kwd>active travel</kwd>
<kwd>health</kwd>
<kwd>physical activity</kwd>
</kwd-group><funding-group><funding-statement>The author(s) declared that financial support was not received for this work and/or its publication.</funding-statement></funding-group><counts>
<fig-count count="0"/>
<table-count count="3"/><equation-count count="0"/><ref-count count="43"/><page-count count="7"/><word-count count="5485"/></counts><custom-meta-group><custom-meta><meta-name>section-at-acceptance</meta-name><meta-value>Physical Activity in the Prevention and Management of Disease</meta-value></custom-meta></custom-meta-group>
</article-meta>
</front>
<body><sec id="s1" sec-type="intro"><label>1</label><title>Introduction</title>
<p>There is a dose-response relationship between the intensity, duration, and frequency of physical activity and physical and mental health (<xref ref-type="bibr" rid="B1">1</xref>). However, 31&#x0025; of adults globally do not meet the WHO physical activity recommendations, and despite goals to reduce global physical inactivity levels by 15&#x0025; from 2010 to 2030 (<xref ref-type="bibr" rid="B2">2</xref>), inactivity levels continue to rise (<xref ref-type="bibr" rid="B3">3</xref>). A common barrier to regular physical activity is a lack of time (<xref ref-type="bibr" rid="B4">4</xref>); thus, integrating physical activity into daily routines through active transportation, such as cycling, presents a practical solution. Cycling for transport is generally associated with moderate-to-vigorous intensity and is well-documented to reduce all-cause mortality (<xref ref-type="bibr" rid="B5">5</xref>), cardiovascular disease (<xref ref-type="bibr" rid="B6">6</xref>), diabetes (<xref ref-type="bibr" rid="B7">7</xref>), and other health issues (<xref ref-type="bibr" rid="B8">8</xref>). However, barriers such as long distances and hilly terrain limit its adoption (<xref ref-type="bibr" rid="B9">9</xref>).</p>
<p>Pedal-assisted bicycles (e-bikes), which integrate an electric motor and battery to support pedalling, have become very popular in the USA and Europe over the past decade (<xref ref-type="bibr" rid="B10">10</xref>). E-bike users tend to commute longer distances and more frequently than traditional bicycle users (<xref ref-type="bibr" rid="B11">11</xref>), highlighting e-bikes&#x0027; potential to increase daily physical activity levels if commuters switch from car or public transportation to e-bike commuting. The use of e-bikes is often motivated by overcoming common barriers to conventional commuter cycling, including hilly terrain (<xref ref-type="bibr" rid="B12">12</xref>). However, the effect of topography on exercise intensity while commuting with e-bike has not been investigated.</p>
<p>Several studies have explored the exercise intensity of e-biking. However, these studies often lack measures of power output and oxygen consumption (VO<sub>2</sub>) (<xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B14">14</xref>) and use experimental designs with unfamiliar bikes and fixed assistance levels on predefined routes (<xref ref-type="bibr" rid="B15">15</xref>&#x2013;<xref ref-type="bibr" rid="B23">23</xref>). This raises questions about the generalizability of these findings to real-life commuting, where riders use familiar bikes on regular routes and perform tasks such as braking, shifting gears, and adjusting assistance levels with varying topography (<xref ref-type="bibr" rid="B24">24</xref>&#x2013;<xref ref-type="bibr" rid="B26">26</xref>). Familiarity with both the bike and the route likely influences the riding behaviour and the resulting physical activity intensity (<xref ref-type="bibr" rid="B26">26</xref>).</p>
<p>The intensity of physical activity can be expressed as absolute or relative. Absolute intensity is often quantified using the metabolic equivalent (MET), which measures energy expenditure relative to VO<sub>2</sub> at rest (3.5&#x2005;mL/kg/min) (<xref ref-type="bibr" rid="B27">27</xref>).</p>
<p>Global physical activity guidelines categorize physical activity into light physical activity (LPA, 1.5&#x2013;2.9&#x2005;METs), moderate physical activity (MPA, 3.0&#x2013;5.96&#x2005;METs), or vigorous physical activity (VPA, &#x2265;6.0&#x2005;METs), and recommend that adults engage in at least 150&#x2013;300&#x2005;min of moderate-to-vigorous physical activity (MVPA) or 75&#x2013;150&#x2005;min of VPA weekly for substantial health benefits (<xref ref-type="bibr" rid="B1">1</xref>). Alternatively, relative intensity refers to the workload measured as a proportion of an individual&#x0027;s maximal aerobic capacity (<xref ref-type="bibr" rid="B28">28</xref>), which is often used in exercise studies. While absolute intensity is independent of maximal aerobic capacity, relative intensity will vary largely depending on the aerobic capacity of an individual. Thus, these definitions might classify intensity of physical activity differently.</p>
<p>In a recent review, Jenkins and colleagues (<xref ref-type="bibr" rid="B29">29</xref>) emphasized the need for research on self-selected intensity during real-life e-bike commuting. This knowledge is critical to estimate potential public health effects and guide recommendations on e-bike use. Therefore, the present study aimed to investigate the self-selected intensity and the effect of topography on intensity levels among regular e-bike commuters during their daily commutes.</p>
</sec>
<sec id="s2" sec-type="methods"><label>2</label><title>Methods</title>
<p>This cross-sectional study was conducted in Norway during May and June 2024. We recruited a convenience sample of 19 e-bike commuters (9 males, 10 females) with a mean (standard deviation, SD) age of 41 (8) years. Participants were recruited through personal networks, flyers distributed at bicycle parking areas, and by directly approaching e-bike commuters. Inclusion criteria required participants to regularly commute by e-bike to a university campus area hosting schools, business companies and a university, and to use the e-bike they normally use for commuting. Eligible e-bikes complied with Norwegian technical specifications: 1) The motor assists only when pedalling at speeds &#x003C;25&#x2005;km/h, 2) The motor can assist without pedalling up to 6&#x2005;km/h, and 3) The motor&#x0027;s nominal power does not exceed 0.25&#x2005;kW.</p>
<p>Participants completed an online survey (SurveyXact by Ramboll). The survey (<xref ref-type="sec" rid="s12">Supplementary File</xref>) was developed for the present study and provided details about their age, gender, height, weight, year of e-bike acquisition, rating of perceived exertion (RPE) during commuting [CR-10 scale with verbal anchors (<xref ref-type="bibr" rid="B30">30</xref>)] in addition to perceived advantages of e-bike commuting, commuting habits, and commuting habits before starting e-bike commuting (in preselected statements).</p>
<p>The commute was conducted on separate days for each participant and in dry conditions with temperatures above 15&#x2005;&#x00B0;C due to specifications of the VO<sub>2</sub> analyser. Participants were instructed to follow their usual route home at their typical commuting intensity. They were instructed to avoid stopping for grocery shopping, picking up children at the kindergarten etc. during the commute. Intensity of physical activity was assessed with different measures during one commute from the campus to the participants&#x0027; residence. These measures were fitted to person/bike by the study staff, except the HR strap that was fitted by the participant under instruction from the study staff.</p>
<p>Oxygen consumption (VO<sub>2</sub>) (mL/kg/min) was measured using a portable oxygen analyser (VO<sub>2</sub> Master, Health Sensors Inc., Vernon, British Columbia, Canada), calibrated before each commute with a 3-liter syringe according to the manufacturer guidelines. Participants wore an over-nose mask (Hans Rudolph, Inc., Shawnee, KS, USA) fitted with a &#x201C;user piece&#x201D; designed for ventilation ranging from 30 to 150&#x2005;L/min. Heart rate (beats per minute), distance (meters), speed (km per hour), duration (seconds), and elevation (meters above sea level) was recorded using a Garmin Edge 1030 Plus GPS device (Garmin, Olathe, KS, USA), connected to a chest strap (Garmin, Olathe, KS, USA) for heart rate monitoring. Maximal heart rate (HR<sub>max</sub>) was predicted by the equation 211&#x2009;&#x2212;&#x2009;0.64&#x00B7;age (<xref ref-type="bibr" rid="B31">31</xref>). Change in elevation was computed from the sampled data file as the difference in elevation between each measurement and the previous measurement. The topography was classified as downhill, flat or uphill defined as the first, second, and third tertile of change in elevation.</p>
<p>Pedal power was measured using dual-sided power pedals (Garmin Rally XC200, Olathe, KS). As all participants normally used platform pedals, we used commercially available plastic platform pedal adapters fitted in the slots for cleats (normally attached to cycling shoes). The pedals were manually calibrated according to the manufacturer&#x0027;s instructions each time they were fitted to an e-bike.</p>
<p>Data from the oxygen analyser, chest strap and power pedals were synchronized with the GPS device. In addition to measured VO<sub>2,</sub> we predicted VO<sub>2</sub> using the American College of Sports Medicine formula for cycling power conversion: &#x201C;VO<sub>2</sub>&#x2009;&#x003D;&#x2009;[1.8 (kilogram-force meter/minute) &#x00F7; body mass in kg]&#x2009;&#x002B;&#x2009;7&#x201D; (<xref ref-type="bibr" rid="B32">32</xref>). Kilogram-force meter/minute was converted from watts by multiplying by 6.</p>
<p>In primary analyses, we expressed physical activity intensity as multiples of resting energy expenditure (LPA: 1.5&#x2013;2.9, MPA: 3.0&#x2013;5.9&#x2005;METs and, and VPA: &#x2265;6.0&#x2005;METs) based on commonly applied definitions (<xref ref-type="bibr" rid="B28">28</xref>, <xref ref-type="bibr" rid="B33">33</xref>). In secondary analyses, we assessed the intensity of physical activity relative to each individual&#x0027;s estimated HR<sub>max</sub> (LPA: 40&#x2009;&#x003C;&#x2009;55&#x0025; of HR<sub>max</sub>, MPA: 55&#x2009;&#x003C;&#x2009;70&#x0025; of HR<sub>max</sub> and VPA: 70&#x2009;&#x003C;&#x2009;90&#x0025; of HR<sub>max</sub> (<xref ref-type="bibr" rid="B28">28</xref>).</p>
<sec id="s2a"><label>2.1</label><title>Statistical analysis</title>
<p>Data from the commute was averaged into epochs of 10, 30, or 60&#x2005;s or the whole commute to investigate whether data resolution influenced the results.</p>
<p>Data are presented as means (SD) unless stated otherwise.</p>
<p>To adjust for differences in numbers of epochs between participants due to different durations of the commutes, the proportion of LPA, MPA, and VPA was calculated for each participant and presented as mean values for the total sample. The difference in intensity of commuting between types of topography was assessed with a linear mixed model including random intercepts for participants given inclusion of multiple observations for each participant. Topography was included as the independent variable, whereas measures of intensity (VO<sub>2</sub>, power and heart rate) were included as dependent variables in separate models. Linear mixed models with random intercepts for participants were also used to assess the association between VO<sub>2</sub> (dependent variable) and change in elevation (independent variable). All associations were reported as standardized coefficients (<italic>&#x03B2;</italic>) from these models. Pairwise comparisons between downhill, flat and uphill segments were performed using Bonferroni correction for multiple testing.</p>
<p>A <italic>p</italic>-value&#x2009;&#x003C;&#x2009;0.05 was considered statistically significant. All analyses were performed using IBM SPSS v. 29.0.2.0 (IBM SPSS Statistics for Windows, Armonk, NY; IBM Corp., USA).</p>
</sec>
</sec>
<sec id="s3" sec-type="results"><label>3</label><title>Results</title>
<sec id="s3a"><label>3.1</label><title>Descriptive data of commuters and commutes</title>
<p>We recruited 19 participants (10 women and 9 men) aged 32&#x2013;62 years. Characteristics of the participants and their commutes are provided in <xref ref-type="table" rid="T1">Table&#x00A0;1</xref>.</p>
<table-wrap id="T1" position="float"><label>Table&#x00A0;1</label>
<caption><p>Descriptive data from 19 regular e-bike commuters performing one commute from work to residence.</p></caption>
<table>
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left">Descriptive variable</th>
<th valign="top" align="center">All (<italic>n</italic>&#x2009;&#x003D;&#x2009;19)</th>
<th valign="top" align="center">Women (<italic>n</italic>&#x2009;&#x003D;&#x2009;10)</th>
<th valign="top" align="center">Men (<italic>n</italic>&#x2009;&#x003D;&#x2009;9)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Age (years)</td>
<td valign="top" align="center">41 (8)</td>
<td valign="top" align="center">39 (4)</td>
<td valign="top" align="center">43 (10)</td>
</tr>
<tr>
<td valign="top" align="left">Height (cm)</td>
<td valign="top" align="center">173 (6)</td>
<td valign="top" align="center">169 (3)</td>
<td valign="top" align="center">178 (5)<xref ref-type="table-fn" rid="TF3"><sup>b</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">Weight (kg)</td>
<td valign="top" align="center">71 (11)</td>
<td valign="top" align="center">64 (9)</td>
<td valign="top" align="center">79 (9)<xref ref-type="table-fn" rid="TF3"><sup>b</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">Body mass index (kg/m<sup>2</sup>)</td>
<td valign="top" align="center">23.7 (2.7)</td>
<td valign="top" align="center">22.6 (2.7)</td>
<td valign="top" align="center">24.9 (2.3)</td>
</tr>
<tr>
<td valign="top" align="left">E-bike ownership (years)</td>
<td valign="top" align="center">4.6 (2.0)</td>
<td valign="top" align="center">5.1 (1.9)</td>
<td valign="top" align="center">4.0 (2.1)</td>
</tr>
<tr>
<td valign="top" align="left">VO<sub>2</sub> (mL/kg/min)</td>
<td valign="top" align="center">20.8 (5.0)</td>
<td valign="top" align="center">20.3 (5.9)</td>
<td valign="top" align="center">21.4 (3.9)</td>
</tr>
<tr>
<td valign="top" align="left">Power (watt/kg)</td>
<td valign="top" align="center">1.36 (0.34)</td>
<td valign="top" align="center">1.36 (0.37)</td>
<td valign="top" align="center">1.35 (0.33)</td>
</tr>
<tr>
<td valign="top" align="left">Heart Rate (&#x0025;max)</td>
<td valign="top" align="center">60 (7)</td>
<td valign="top" align="center">62 (6)</td>
<td valign="top" align="center">58 (9)</td>
</tr>
<tr>
<td valign="top" align="left">Rating of perceived exhaustion (1&#x2013;10)</td>
<td valign="top" align="center">3.4 (1.2)</td>
<td valign="top" align="center">3.10 (1.1)</td>
<td valign="top" align="center">3.8 (1.3)</td>
</tr>
<tr>
<td valign="top" align="left">Distance (m)<xref ref-type="table-fn" rid="TF2"><sup>a</sup></xref></td>
<td valign="top" align="center">3,989 (1,712)</td>
<td valign="top" align="center">4,278 (1,500)</td>
<td valign="top" align="center">3,627 (1,988)</td>
</tr>
<tr>
<td valign="top" align="left">Speed (km/h)</td>
<td valign="top" align="center">21.5 (3.1)</td>
<td valign="top" align="center">22.5 (2.9)</td>
<td valign="top" align="center">20.4 (3.3)</td>
</tr>
<tr>
<td valign="top" align="left">Duration (min.sec)<xref ref-type="table-fn" rid="TF2"><sup>a</sup></xref></td>
<td valign="top" align="center">10.42 (4.03)</td>
<td valign="top" align="center">11.09 (0.29)</td>
<td valign="top" align="center">10.09 (4.51)</td>
</tr>
<tr>
<td valign="top" align="left">Total ascent (m)<xref ref-type="table-fn" rid="TF2"><sup>a</sup></xref></td>
<td valign="top" align="center">91.3 (31.8)</td>
<td valign="top" align="center">84.6 (17.9)</td>
<td valign="top" align="center">99.6 (43.5)</td>
</tr>
<tr>
<td valign="top" align="left">Total descent (m<xref ref-type="table-fn" rid="TF2"><sup>a</sup></xref>)</td>
<td valign="top" align="center">49.5 (25.0)</td>
<td valign="top" align="center">55.5 (26.8)</td>
<td valign="top" align="center">42.0 (21.8)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="TF1"><p>All values are means (standard deviations).</p></fn>
<fn id="TF2"><label>a</label>
<p>One participant rode 17,180&#x2005;m and was omitted from the analyses of distance, duration, assent and decent to avoid a skewed sample.</p></fn>
<fn id="TF3"><label>b</label>
<p>Statistically significantly different from women. Maximal oxygen consumption; VO<sub>2.</sub>.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3b"><label>3.2</label><title>The intensity of physical activity during commuting</title>
<p>The mean (SD) VO<sub>2</sub> of commuting was 20.8 (5.0) mL/kg/min, corresponding to 5.9 (1.4) METs. Based on the absolute definition of intensity (i.e., METs above resting values), irrespective of epoch length, &#x003C;10&#x0025; of the commute was classified as LPA, &#x003E;46&#x0025; of the commute as MPA and &#x003E;44&#x0025; of the commute as VPA (<xref ref-type="table" rid="T2">Table&#x00A0;2</xref>). In our secondary analysis using a relative intensity definition (i.e., &#x0025; of HR<sub>max</sub>), 31/30/29&#x0025; of the commute was classified as LPA, 51/50/51&#x0025; as MPA, and 15/16/16&#x0025; as VPA for epoch lengths of 10/30/60&#x2005;s, respectively. The remaining 3/4/4&#x0025; of the commute was performed with a heart rate &#x003C;40&#x0025; HR<sub>max</sub>.</p>
<table-wrap id="T2" position="float"><label>Table&#x00A0;2</label>
<caption><p>The proportion of time spent in different categories of absolute intensity of physical activity (PA) during commuting with e-bike.</p></caption>
<table>
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left">Epoch</th>
<th valign="top" align="center">Light PA (1.5&#x2013;2.9 METs)</th>
<th valign="top" align="center">Moderate PA (3.0&#x2013;5.9 METs)</th>
<th valign="top" align="center">Vigorous PA (&#x2265; 6.0 METs)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">10 s</td>
<td valign="top" align="center">9.4&#x0025;</td>
<td valign="top" align="center">46.4&#x0025;</td>
<td valign="top" align="center">44.8&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">30 s</td>
<td valign="top" align="center">5.9&#x0025;</td>
<td valign="top" align="center">45.9&#x0025;</td>
<td valign="top" align="center">48.2&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">60 s</td>
<td valign="top" align="center">5.7&#x0025;</td>
<td valign="top" align="center">48.3&#x0025;</td>
<td valign="top" align="center">47.3&#x0025;</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="TF4"><p>The data is based on measured oxygen consumption and converted to metabolic equivalents (METs).</p></fn>
</table-wrap-foot>
</table-wrap>
<p>The mean absolute exercise intensity of riding downhill and flat corresponded to MPA (3.0&#x2013;5.9&#x2005;METs) and uphill riding corresponded to VPA (&#x2265;6.0&#x2005;METs). The absolute and relative intensity of physical activity differed across the topography types, being higher (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.001) for uphill than for flat topography and higher (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.001) for flat than for downhill topography. Different epoch lengths did not affect the assessment of intensity (<xref ref-type="table" rid="T3">Table&#x00A0;3</xref>). Adjusted for multiple observations from the participants, VO<sub>2</sub> was associated with change in elevation assessed with 60 (standardized <italic>&#x03B2;</italic>&#x2009;&#x003D;&#x2009;0.529) 30 (standardized <italic>&#x03B2;</italic>&#x2009;&#x003D;&#x2009;0.507) and 10 (standardized <italic>&#x03B2;</italic>&#x2009;&#x003D;&#x2009;0.402) second epochs (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.001) (<xref ref-type="sec" rid="s12">Supplementary Figure S1</xref>).</p>
<table-wrap id="T3" position="float"><label>Table&#x00A0;3</label>
<caption><p>Oxygen consumption (VO<sub>2</sub>), power output and heart rate (HR) during e-bike commuting downhill, flat and uphill.</p></caption>
<table>
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left">Epoch</th>
<th valign="top" align="center">VO<sub>2</sub>, downhill</th>
<th valign="top" align="center">VO<sub>2</sub>, flat</th>
<th valign="top" align="center">VO<sub>2</sub>, uphill</th>
<th valign="top" align="center">Power, downhill</th>
<th valign="top" align="center">Power, flat</th>
<th valign="top" align="center">Power, uphill</th>
<th valign="top" align="center">HR, downhill</th>
<th valign="top" align="center">HR, flat</th>
<th valign="top" align="center">HR, uphill</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">10 s</td>
<td valign="top" align="center">16.67 (6.03)</td>
<td valign="top" align="center"><xref ref-type="table-fn" rid="TF5"><sup>a</sup></xref>19.87 (6.87)</td>
<td valign="top" align="center">24.56 (7.38)</td>
<td valign="top" align="center">0.86 (0.87)</td>
<td valign="top" align="center"><xref ref-type="table-fn" rid="TF5"><sup>a</sup></xref>1.34 (0.83)</td>
<td valign="top" align="center">1.92 (0.76)</td>
<td valign="top" align="center">53 (8)</td>
<td valign="top" align="center"><xref ref-type="table-fn" rid="TF5"><sup>a</sup></xref>60 (10)</td>
<td valign="top" align="center">67 (10)</td>
</tr>
<tr>
<td valign="top" align="left">30 s</td>
<td valign="top" align="center">16.17 (5.47)</td>
<td valign="top" align="center"><xref ref-type="table-fn" rid="TF5"><sup>a</sup></xref>20.57 (6.28)</td>
<td valign="top" align="center">25.01 (6.96)</td>
<td valign="top" align="center">0.74 (0.65)</td>
<td valign="top" align="center"><xref ref-type="table-fn" rid="TF5"><sup>a</sup></xref>1.35 (0.71)</td>
<td valign="top" align="center">1.89 (0.68)</td>
<td valign="top" align="center">53 (7)</td>
<td valign="top" align="center"><xref ref-type="table-fn" rid="TF5"><sup>a</sup></xref>60 (10)</td>
<td valign="top" align="center">67 (10)</td>
</tr>
<tr>
<td valign="top" align="left">60 s</td>
<td valign="top" align="center">16.66 (5.36)</td>
<td valign="top" align="center"><xref ref-type="table-fn" rid="TF5"><sup>a</sup></xref>19.15 (5.58)</td>
<td valign="top" align="center">26.16 (6.24)</td>
<td valign="top" align="center">0.72 (0.6)</td>
<td valign="top" align="center"><xref ref-type="table-fn" rid="TF5"><sup>a</sup></xref>1.34 (0.65)</td>
<td valign="top" align="center">1.85 (0.69)</td>
<td valign="top" align="center">54 (8)</td>
<td valign="top" align="center"><xref ref-type="table-fn" rid="TF5"><sup>a</sup></xref>59 (9)</td>
<td valign="top" align="center">67 (10)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="TF5"><label>a</label>
<p>&#x2009;&#x003D;&#x2009;statistically significantly different from uphill and downhill (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.001). Units: VO<sub>2</sub>; mL/kg/min, Power output; watt/kg, HR; &#x0025; of estimated maximal heart rate.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>Based on mean data from the whole commute, we investigated the associations between the different measures of intensity of physical activity shown in <xref ref-type="table" rid="T1">Table&#x00A0;1</xref>. We found positive associations between VO<sub>2</sub> and power (standardized <italic>&#x03B2;</italic>&#x2009;&#x003D;&#x2009;0.663, <italic>p</italic>&#x2009;&#x003D;&#x2009;0.002) and between RPE and HR (standardized <italic>&#x03B2;</italic>&#x2009;&#x003D;&#x2009;0.530, <italic>p</italic>&#x2009;&#x003D;&#x2009;0.024), whereas other associations were non-significant. There was no difference (<italic>p</italic>&#x2009;&#x003D;&#x2009;0.265) between measured VO<sub>2</sub> [20.8 (5.0) mL/kg/min] and predicted VO<sub>2</sub> [21.7 (3.7) mL/kg/min].</p>
</sec>
<sec id="s3c"><label>3.3</label><title>Commuting habits</title>
<p>In the online survey, 10, 16, and 74&#x0025; of the participants reported that they commuted with e-bike &#x003C;2 days, 2&#x2013;4 days, and &#x003E;4 days a week, respectively. Before the participants acquired an e-bike, the most common ways of commuting &#x003C;2 days, 2&#x2013;4 days, and &#x003E;4 days a week were by conventional bike (11, 16, 32&#x0025;, respectively) or by car (11, 32, 26&#x0025;, respectively).</p>
<p>The perceived advantages of e-bike commuting &#x201C;Cheaper than the previous means of transportation&#x201D;, &#x201C;Environmentally friendly&#x201D; and &#x201C;Faster than walking&#x201D; were reported by 74&#x0025; of the participants, while &#x201C;Don&#x0027;t spend time looking for parking space&#x201D;, &#x201C;It&#x0027;s fun&#x201D;, and &#x201C;Good exercise&#x201D; was reported by 68&#x0025;, 47&#x0025;, and 37&#x0025; of the participants, respectively.</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion"><label>4</label><title>Discussion</title>
<p>The present study investigated the intensity of physical activity during real-life e-bike commuting. Our findings indicate that e-bike commuting was performed with a mean VO<sub>2</sub> of 20.8&#x2005;mL/kg/min, corresponding to 5.9&#x2005;METs, which classifies as moderate to vigorous intensity (<xref ref-type="bibr" rid="B33">33</xref>). As the mean duration of the one-way commute was 10&#x2005;min, 5 days of commuting by e-bike would contribute to 2/3 of the minimum 150&#x2005;min of MVPA per week recommended by the WHO for this group. Additionally, when factoring in that 45&#x0025; (or more) of the commute consisted of VPA, for which guidelines recommend a minimum of 75&#x2005;min per week as an alternative to 150&#x2005;min per week of MVPA, and 10&#x0025; (or less) is LPA, a dedicated e-bike commuter in this sample could accumulate 90&#x0025; of the minimum recommended physical activity while commuting.</p>
<p>In our study, e-bike commuting was performed at an average absolute intensity of 5.9&#x2005;METs, categorized as MVPA. This intensity aligns with results presented in the systematic review by McVicar et al. (<xref ref-type="bibr" rid="B34">34</xref>), reporting self-selected intensities ranging from 5.1&#x2005;METs to 8.5&#x2005;METs on preselected routes with moderate electrical assistance. Compared to our study, higher intensities, approaching VPA, have been reported in different populations: Berntsen et al. (<xref ref-type="bibr" rid="B16">16</xref>) reported a median of 8.5&#x2005;METs in active adults, Gojanovic et al. (<xref ref-type="bibr" rid="B17">17</xref>) reported a mean of 7.3&#x2005;METs in sedentary adults, and La Salle et al. (<xref ref-type="bibr" rid="B21">21</xref>) reported a mean of 8.3&#x2005;METs in young adults. However, lower values (5.1&#x2005;METs) (<xref ref-type="bibr" rid="B35">35</xref>) and similar values (6.1&#x2005;METs) (<xref ref-type="bibr" rid="B23">23</xref>), have also been reported. The mean power output recorded in our study was 1.36&#x2005;W/kg (96&#x2005;W), comparable to Simons et al.&#x0027;s (<xref ref-type="bibr" rid="B23">23</xref>) report of 94&#x2005;W in a sample of adults aged 53 years. This finding indicates reliable measurements as both power output and VO<sub>2</sub> measurements are comparable in the two studies. However, direct comparisons to other studies are challenging due to variations in study designs. We evaluated real-life commutes, while others simulated commutes with fixed routes and supplied bikes. Thus, we argue that our study adds ecological validity to previous studies.</p>
<p>Our study further demonstrates that route topography significantly affected exercise intensity during commutes. Uphill segments were ridden with vigorous intensity compared to flat topography performed with moderate intensity. This is interesting since the motivation for using e-bikes often is the e-bikes&#x0027; ability to overcome terrain barriers (<xref ref-type="bibr" rid="B12">12</xref>). Our finding is consistent with findings from simulated commutes on hilly routes (Langford et al. (<xref ref-type="bibr" rid="B35">35</xref>)), and indicates that the increased intensity when commuting in hilly topography may provide even more health benefits compared to commuting in flat topography.</p>
<p>The mean commuting distance in our study was 4&#x2005;km (one way), aligning with the mean daily distances reported in the review by Bourne et al. (<xref ref-type="bibr" rid="B12">12</xref>) (3&#x2013;12&#x2005;km). In addition, we found that e-bike commuting mostly replaced traditional bike commuting and car commuting, also consistent with previous research (<xref ref-type="bibr" rid="B12">12</xref>). The similarities in commuting behaviour between our sample and other samples may suggest that our findings are representative of typical e-bike commutes and thus may generalize to a wider population.</p>
<p>Depending on epoch length, we found that 91&#x0025;&#x2013;96&#x0025; of the commutes were classified as MVPA when using an absolute definition of intensity (i.e., METs), while 66&#x0025;&#x2013;67&#x0025; of the commutes was classified as MVPA when using a relative definition of intensity (i.e., &#x0025; HRmax). A systematic review of the agreement between absolute and relative intensity of physical activity during walking reported that there was agreement in 43&#x0025; of all trials (categorized mean intensity) (<xref ref-type="bibr" rid="B36">36</xref>). However, the comparison between trials is challenging as multiple measures of relative intensity (as &#x0025;HR<sub>max</sub>, &#x0025;VO<sub>2max</sub>, &#x0025;HR<sub>reserve</sub> and &#x0025;VO<sub>2reserve</sub>,) were used, in addition to application of different cut-off points for HR<sub>max</sub> (<xref ref-type="bibr" rid="B28">28</xref>). The use of METs and heart rate to categorize physical activity intensity in epidemiological studies has both advantages and limitations. Whereas METs provide an objective measure of energy expenditure, &#x0025; HR<sub>max</sub> takes each individual&#x0027;s fitness level into account (<xref ref-type="bibr" rid="B36">36</xref>). We did not assess aerobic fitness level in the present study. However, our participants had normal bodyweight (BMI&#x2009;&#x003C;&#x2009;25) while the BMI in a representative sample of Norwegian population is &#x003E;25 and categorized as overweight (<xref ref-type="bibr" rid="B31">31</xref>). Our participants also commuted to a university campus where most employees have higher education. Both factors indicate a higher fitness level in our sample than in the general population. As aerobic fitness is associated with heart rate (during rest and work) (<xref ref-type="bibr" rid="B37">37</xref>), we expect that the difference between the two classification methods may have been smaller in a less fit population.</p>
<p>As VO<sub>2</sub> is a response to increased power output when cycling, the increase in VO<sub>2</sub> will follow from the increase in power (<xref ref-type="bibr" rid="B38">38</xref>). However, while power output may change second-by-second, VO<sub>2</sub> will lag and average over longer time periods. Thus, we investigated the proportion of time spent in different intensity categories during commuting and the association between topography and intensity of physical activity using epoch lengths of 10, 30, and 60&#x2005;s. We found that the use of different epoch lengths provided no meaningful difference to our results. These findings suggest that future studies investigating the distribution of physical activity intensity during e-bike commuting may use epoch lengths up to one minute without losing valuable information, though this may depend on research questions and context.</p>
<p>The growing popularity of e-bikes over the past two decades (<xref ref-type="bibr" rid="B10">10</xref>) and the level of MVPA during e-bike commuting suggest that e-biking can be valuable for increasing physical activity levels and improving public health (<xref ref-type="bibr" rid="B1">1</xref>). While e-biking is performed at lower intensity than conventional bicycling (<xref ref-type="bibr" rid="B34">34</xref>), its potential benefits are only achieved when it replaces more passive forms of commuting such as car travel or public transportation. A scoping review reports that e-bike ownership can replace 20&#x0025;&#x2013;86&#x0025; of car trips and 23&#x0025;&#x2013;72&#x0025; of conventional bike trips (<xref ref-type="bibr" rid="B12">12</xref>). Even if e-biking can lead to significant health benefits, the increased popularity of e-biking has also led to an increase in e-bike related injuries (<xref ref-type="bibr" rid="B39">39</xref>), which should also be taken into account to better inform the public and policymakers about its potential pros and cons.</p>
<sec id="s4a"><label>4.1</label><title>Strengths and limitations</title>
<p>The ecological validity of our study is a key strength, as it measured absolute physical activity intensity during actual e-bike commutes, rather than simulated conditions as previous studies have done. Our study is strengthened by measurement of VO<sub>2</sub> and power. In contrast, most studies within the epidemiology of physical activity use algorithms and accelerometer data to assess the intensity of physical activity. Thus, the direct measurement of VO<sub>2</sub> provided a reliable basis for calculating METs compared to most other studies in the field. Although our portable oxygen analyser has shown considerable day-to-day variation in VO<sub>2</sub> measurements (<xref ref-type="bibr" rid="B40">40</xref>), it exhibited no difference between indoor and outdoor measurements (<xref ref-type="bibr" rid="B41">41</xref>). While our oxygen analyser has not been extensively validated, our measured VO<sub>2</sub> values were not statistically different to the VO<sub>2</sub> values predicted using the power values, increasing our confidence in the results.</p>
<p>Nonetheless, several limitations should be acknowledged. Although the ecological validity attained from real-life commuting and gold standard measurements are major strengths of the present study, ecological validity could be limited by several factors. Due to the operating specifications of the analyser, VO<sub>2</sub> measurements could only be performed in dry conditions and in ambient temperatures above 15&#x2005;&#x00B0; Celsius. Thus, all measurements were performed in May and June during dry conditions, pleasant temperatures and daylight. Commuting during cold and wet weather, or limited daylight was not observed. Neither did we investigate the level of assistance for the motor, or physiological and motivational factors. To our knowledge, no studies have investigated the effect of these factors on commuting intensity, and it is not clear how they affect self-selected intensity. While the intensity may be reduced during less comfortable conditions, due to increased caution in dark or in slippery conditions or when wearing heavy clothing, these factors may as well increase intensity due to increased rolling resistance (in snow) and increased workload. Importantly, in contrast to recreational bicycling, the commuting distance, and thus the workload, will be rather constant. The frequency of commuting is reduced in less favourable weather conditions (<xref ref-type="bibr" rid="B12">12</xref>), which will lead to fewer minutes of physical activity. As discussed earlier, our sample may also be fitter than the general population, and if commutes are performed at the same relative intensity irrespective of fitness levels, the MET values may be overestimated in our sample compared to a broader population sample. Our small convenience sample may not be representative of the broader Norwegian e-bike commuting population, and most commutes were conducted in the same area. Our university campuses are located in urban areas, but with relatively little traffic compared to many larger cities. E-biking in a more traffic dense environment may lead to more stops at intersections and a lower speed, and thus a lower mean intensity. Norway, and particularly the areas where the study was performed, are characterised by hilly terrain. Our findings indicate that uphill e-biking is associated with VPA, whereas riding on flat terrain primarily corresponds to MPA. This suggests that in environments characterized by less elevation, e-biking may contribute more to MPA than VPA. Furthermore, measuring only one commute per participant may introduce a reactive effect where participants alter their behaviour due to being observed. We sought to limit change in behaviour by instructing participants to commute normally and leveraging the familiarity of their usual routes and bikes, as opposed to using predefined routes and unfamiliar bikes as in other studies. Our primary analysis was based on measurements of absolute intensity, METs. Still, measurement of HR<sub>max</sub> and maximal VO<sub>2</sub> would have been helpful in our secondarily analysis determining relative intensity of physical activity. We estimated HR<sub>max</sub> using an equation based on a large sample of adults at approximately the same age and the same nationality. However, even if HR<sub>max</sub> is linearly reduced with age, the prediction of HR<sub>max</sub> has a standard error of 10.8 beats per minute making such estimations challenging (<xref ref-type="bibr" rid="B31">31</xref>). Still, such individual variations would minimally affect group level estimates and only our secondary findings used relative intensity.</p>
<p>Due to practical reasons related to the measurements, we instructed the participants to ride from work directly to their home without any stops for grocery shopping, picking up children, etc. Thus, we did not measure the intensity of physical activity during these behaviours. The ability to carry heavy loads is a commonly reported benefit of e-biking (<xref ref-type="bibr" rid="B12">12</xref>), indicating that our participants occasionally would ride with extra loads. However, several studies report no difference in intensity of physical activity when riding an e-bike with or without extra load (<xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B42">42</xref>). Further research is needed to investigate the intensity of physical activity during use of e-bike for transport in other populations, in particular in youths, in populations with low physical fitness levels and in commuters in complex traffic environments.</p>
</sec>
</sec>
<sec id="s5" sec-type="conclusions"><label>5</label><title>Conclusion</title>
<p>Our findings suggest that e-bike commuting can be classified as moderate to vigorous physical activity, the intensity of physical activity recommended by the WHO to improve public health. Thus, regular e-bike commuting can comprise a large part of the recommended weekly physical activity. These results suggest that the recent trend of increased popularity of e-bikes for commuting likely lead to significant health benefits. Therefore, measures to facilitate a switch in transport mode from cars to e-bikes may improve public health as well as reduce greenhouse gas emission and traffic density.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability"><title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s7" sec-type="ethics-statement"><title>Ethics statement</title>
<p>Ethical approval was not required for the present studies. The handling of personal data in the study was approved by Sikt-Norwegian Agency for Shared Services in Education and Research (Sikt-ref: 802498). According to Norwegian legislation only medical research must be approved by a ethical committee and the researcher has a duty to perform research according to rrecognized research ethical norms (<xref ref-type="bibr" rid="B43">43</xref>). The research was performed according to the Helsinki declaration and all participants signed an informed consent. The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study.</p>
</sec>
<sec id="s8" sec-type="author-contributions"><title>Author contributions</title>
<p>AR: Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. EA: Formal analysis, Methodology, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. SN: Conceptualization, Data curation, Investigation, Methodology, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec id="s10" sec-type="COI-statement"><title>Conflict of interest</title>
<p>The author(s) declared that this work was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s11" sec-type="ai-statement"><title>Generative AI statement</title>
<p>The author(s) declared that generative AI was used in the creation of this manuscript. During the first draft of this work the first author used the large language model GPT-4 in order improve language. After using this tool, the authors reviewed and edited the content as needed and takes full responsibility for the content of the publication.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec id="s13" sec-type="disclaimer"><title>Publisher&#x0027;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s12" sec-type="supplementary-material"><title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fspor.2025.1653833/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fspor.2025.1653833/full&#x0023;supplementary-material</ext-link></p>
<supplementary-material xlink:href="Supplementaryfile1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
<supplementary-material xlink:href="Image1.pdf" id="SM2" mimetype="application/pdf"/>
</sec>
<ref-list><title>References</title>
<ref id="B1"><label>1.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Bull</surname> <given-names>FC</given-names></name> <name><surname>Al-Ansari</surname> <given-names>SS</given-names></name> <name><surname>Biddle</surname> <given-names>S</given-names></name> <name><surname>Borodulin</surname> <given-names>K</given-names></name> <name><surname>Buman</surname> <given-names>MP</given-names></name> <name><surname>Cardon</surname> <given-names>G</given-names></name><etal/></person-group> <article-title>World health organization 2020 guidelines on physical activity and sedentary behaviour</article-title>. <source>Br J Sports Med</source>. (<year>2020</year>) <volume>54</volume>(<issue>24</issue>):<fpage>1451</fpage>&#x2013;<lpage>62</lpage>. <pub-id pub-id-type="doi">10.1136/bjsports-2020-102955</pub-id><pub-id pub-id-type="pmid">33239350</pub-id></mixed-citation></ref>
<ref id="B2"><label>2.</label><mixed-citation publication-type="other"><collab>WHO</collab>. <comment>Global action plan on physical activity 2018&#x2013;2030: more active people for a healthier world</comment> (<year>2018</year>). <comment>Available online at</comment>: <ext-link ext-link-type="uri" xlink:href="https://iris.who.int/bitstream/handle/10665/272722/9789241514187-eng.pdf?sequence=1">https://iris.who.int/bitstream/handle/10665/272722/9789241514187-eng.pdf?sequence&#x003D;1</ext-link> <comment>(Accessed January 05, 2026).</comment></mixed-citation></ref>
<ref id="B3"><label>3.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Strain</surname> <given-names>T</given-names></name> <name><surname>Flaxman</surname> <given-names>S</given-names></name> <name><surname>Guthold</surname> <given-names>R</given-names></name> <name><surname>Semenova</surname> <given-names>E</given-names></name> <name><surname>Cowan</surname> <given-names>M</given-names></name> <name><surname>Riley</surname> <given-names>LM</given-names></name><etal/></person-group> <article-title>National, regional, and global trends in insufficient physical activity among adults from 2000 to 2022: a pooled analysis of 507 population-based surveys with 5.7 million participants</article-title>. <source>Lancet Glob Health</source>. (<year>2024</year>) <volume>12</volume>(<issue>8</issue>):<fpage>e1232</fpage>&#x2013;<lpage>e43</lpage>. <pub-id pub-id-type="doi">10.1016/S2214-109X(24)00150-5</pub-id><pub-id pub-id-type="pmid">38942042</pub-id></mixed-citation></ref>
<ref id="B4"><label>4.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Garcia</surname> <given-names>L</given-names></name> <name><surname>Mendon&#x00E7;a</surname> <given-names>G</given-names></name> <name><surname>Benedetti</surname> <given-names>TRB</given-names></name> <name><surname>Borges</surname> <given-names>LJ</given-names></name> <name><surname>Streit</surname> <given-names>IA</given-names></name> <name><surname>Christofoletti</surname> <given-names>M</given-names></name><etal/></person-group> <article-title>Barriers and facilitators of domain-specific physical activity: a systematic review of reviews</article-title>. <source>BMC Public Health</source>. (<year>2022</year>) <volume>22</volume>(<issue>1</issue>):<fpage>1964</fpage>. <pub-id pub-id-type="doi">10.1186/s12889-022-14385-1</pub-id><pub-id pub-id-type="pmid">36289461</pub-id></mixed-citation></ref>
<ref id="B5"><label>5.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Kelly</surname> <given-names>P</given-names></name> <name><surname>Kahlmeier</surname> <given-names>S</given-names></name> <name><surname>Gotschi</surname> <given-names>T</given-names></name> <name><surname>Orsini</surname> <given-names>N</given-names></name> <name><surname>Richards</surname> <given-names>J</given-names></name> <name><surname>Roberts</surname> <given-names>N</given-names></name><etal/></person-group> <article-title>Systematic review and meta-analysis of reduction in all-cause mortality from walking and cycling and shape of dose response relationship</article-title>. <source>Int J Behav Nutr Phys Act</source>. (<year>2014</year>) <volume>11</volume>:<fpage>132</fpage>. <pub-id pub-id-type="doi">10.1186/s12966-014-0132-x</pub-id><pub-id pub-id-type="pmid">25344355</pub-id></mixed-citation></ref>
<ref id="B6"><label>6.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Nordengen</surname> <given-names>S</given-names></name> <name><surname>Andersen</surname> <given-names>LB</given-names></name> <name><surname>Solbraa</surname> <given-names>AK</given-names></name> <name><surname>Riiser</surname> <given-names>A</given-names></name></person-group>. <article-title>Cycling is associated with a lower incidence of cardiovascular diseases and death: part 1&#x2014;systematic review of cohort studies with meta-analysis</article-title>. <source>Br J Sports Med</source>. (<year>2019</year>) <volume>53</volume>(<issue>14</issue>):<fpage>870</fpage>&#x2013;<lpage>8</lpage>. <pub-id pub-id-type="doi">10.1136/bjsports-2018-099099</pub-id><pub-id pub-id-type="pmid">31151937</pub-id></mixed-citation></ref>
<ref id="B7"><label>7.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Kuwahara</surname> <given-names>K</given-names></name> <name><surname>Sawada</surname> <given-names>SS</given-names></name> <name><surname>Noma</surname> <given-names>H</given-names></name> <name><surname>Honda</surname> <given-names>T</given-names></name> <name><surname>Yamamoto</surname> <given-names>S</given-names></name> <name><surname>Nakagawa</surname> <given-names>T</given-names></name><etal/></person-group> <article-title>Commuter cycling and risk of type 2 diabetes: a cohort study in Japan</article-title>. <source>Diabetes Care</source>. (<year>2022</year>) <volume>45</volume>(<issue>12</issue>):<fpage>e179</fpage>&#x2013;<lpage>e80</lpage>. <pub-id pub-id-type="doi">10.2337/dc22-1267</pub-id><pub-id pub-id-type="pmid">36251985</pub-id></mixed-citation></ref>
<ref id="B8"><label>8.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>G&#x00F6;tschi</surname> <given-names>T</given-names></name> <name><surname>Garrard</surname> <given-names>J</given-names></name> <name><surname>Giles-Corti</surname> <given-names>B</given-names></name></person-group>. <article-title>Cycling as a part of daily life: a review of health perspectives</article-title>. <source>Transport Rev</source>. (<year>2016</year>) <volume>36</volume>(<issue>1</issue>):<fpage>45</fpage>&#x2013;<lpage>71</lpage>. <pub-id pub-id-type="doi">10.1080/01441647.2015.1057877</pub-id></mixed-citation></ref>
<ref id="B9"><label>9.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Logan</surname> <given-names>G</given-names></name> <name><surname>Somers</surname> <given-names>C</given-names></name> <name><surname>Baker</surname> <given-names>G</given-names></name> <name><surname>Connell</surname> <given-names>H</given-names></name> <name><surname>Gray</surname> <given-names>S</given-names></name> <name><surname>Kelly</surname> <given-names>P</given-names></name><etal/></person-group> <article-title>Benefits, risks, barriers, and facilitators to cycling: a narrative review</article-title>. <source>Front Sports Act Living</source>. (<year>2023</year>) <volume>5</volume>:<fpage>1168357</fpage>. <pub-id pub-id-type="doi">10.3389/fspor.2023.1168357</pub-id><pub-id pub-id-type="pmid">37795314</pub-id></mixed-citation></ref>
<ref id="B10"><label>10.</label><mixed-citation publication-type="book"><person-group person-group-type="author"><name><surname>Bourne</surname> <given-names>JE</given-names></name> <name><surname>Kelly</surname> <given-names>P</given-names></name> <name><surname>Mutrie</surname> <given-names>N</given-names></name></person-group>. <article-title>Chapter three&#x2014;the rise of the electrically assisted bicycle and the individual, social and environmental impacts of use</article-title>. In: <person-group person-group-type="editor"><name><surname>Heinen</surname> <given-names>E</given-names></name> <name><surname>G&#x00F6;tschi</surname> <given-names>T</given-names></name></person-group>, editors. <source>Advances in Transport Policy and Planning</source>. <publisher-name>Academic Press (Elsevier)</publisher-name> (<year>2022</year>). Vol. <volume>10</volume>. p. <fpage>27</fpage>&#x2013;<lpage>64</lpage>.</mixed-citation></ref>
<ref id="B11"><label>11.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Jahre</surname> <given-names>AB</given-names></name> <name><surname>Bere</surname> <given-names>E</given-names></name> <name><surname>Nordengen</surname> <given-names>S</given-names></name> <name><surname>Solbraa</surname> <given-names>A</given-names></name> <name><surname>Andersen</surname> <given-names>LB</given-names></name> <name><surname>Riiser</surname> <given-names>A</given-names></name><etal/></person-group> <article-title>Public employees in South-Western Norway using an e-bike or a regular bike for commuting&#x2014;a cross-sectional comparison on sociodemographic factors, commuting frequency and commuting distance</article-title>. <source>Prev Med Rep</source>. (<year>2019</year>) <volume>14</volume>:<fpage>100881</fpage>. <pub-id pub-id-type="doi">10.1016/j.pmedr.2019.100881</pub-id><pub-id pub-id-type="pmid">31080708</pub-id></mixed-citation></ref>
<ref id="B12"><label>12.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Bourne</surname> <given-names>JE</given-names></name> <name><surname>Cooper</surname> <given-names>AR</given-names></name> <name><surname>Kelly</surname> <given-names>P</given-names></name> <name><surname>Kinnear</surname> <given-names>FJ</given-names></name> <name><surname>England</surname> <given-names>C</given-names></name> <name><surname>Leary</surname> <given-names>S</given-names></name><etal/></person-group> <article-title>The impact of e-cycling on travel behaviour: a scoping review</article-title>. <source>J Transp Health</source>. (<year>2020</year>) <volume>19</volume>:<fpage>100910</fpage>. <pub-id pub-id-type="doi">10.1016/j.jth.2020.100910</pub-id><pub-id pub-id-type="pmid">32904492</pub-id></mixed-citation></ref>
<ref id="B13"><label>13.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Peterman</surname> <given-names>JE</given-names></name> <name><surname>Morris</surname> <given-names>KL</given-names></name> <name><surname>Kram</surname> <given-names>R</given-names></name> <name><surname>Byrnes</surname> <given-names>WC</given-names></name></person-group>. <article-title>Pedelecs as a physically active transportation mode</article-title>. <source>Eur J Appl Physiol</source>. (<year>2016</year>) <volume>116</volume>:<fpage>1565</fpage>&#x2013;<lpage>73</lpage>. <pub-id pub-id-type="doi">10.1007/s00421-016-3408-9</pub-id><pub-id pub-id-type="pmid">27299435</pub-id></mixed-citation></ref>
<ref id="B14"><label>14.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Stenner</surname> <given-names>HT</given-names></name> <name><surname>Boyen</surname> <given-names>J</given-names></name> <name><surname>Hein</surname> <given-names>M</given-names></name> <name><surname>Protte</surname> <given-names>G</given-names></name> <name><surname>K&#x00FC;ck</surname> <given-names>M</given-names></name> <name><surname>Finkel</surname> <given-names>A</given-names></name><etal/></person-group> <article-title>Everyday Pedelec use and its effect on meeting physical activity guidelines</article-title>. <source>Int J Environ Res Public Health</source>. (<year>2020</year>) <volume>17</volume>(<issue>13</issue>):<fpage>4807</fpage>. <pub-id pub-id-type="doi">10.3390/ijerph17134807</pub-id><pub-id pub-id-type="pmid">32635352</pub-id></mixed-citation></ref>
<ref id="B15"><label>15.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Alessio</surname> <given-names>HM</given-names></name> <name><surname>Reiman</surname> <given-names>T</given-names></name> <name><surname>Kemper</surname> <given-names>B</given-names></name> <name><surname>von Carlowitz</surname> <given-names>W</given-names></name> <name><surname>Bailer</surname> <given-names>AJ</given-names></name> <name><surname>Timmerman</surname> <given-names>KL</given-names></name></person-group>. <article-title>Metabolic and cardiovascular responses to a simulated commute on an E-bike</article-title>. <source>Transl JAm Coll Sports Med</source>. (<year>2021</year>) <volume>6</volume>(<issue>2</issue>):<fpage>e000155</fpage>. <pub-id pub-id-type="doi">10.1249/TJX.0000000000000155</pub-id></mixed-citation></ref>
<ref id="B16"><label>16.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Berntsen</surname> <given-names>S</given-names></name> <name><surname>Malnes</surname> <given-names>L</given-names></name> <name><surname>Lang&#x00E5;ker</surname> <given-names>A</given-names></name> <name><surname>Bere</surname> <given-names>E</given-names></name></person-group>. <article-title>Physical activity when riding an electric assisted bicycle</article-title>. <source>Int J Behav Nutr Phys Act</source>. (<year>2017</year>) <volume>14</volume>(<issue>1</issue>):<fpage>55</fpage>. <pub-id pub-id-type="doi">10.1186/s12966-017-0513-z</pub-id><pub-id pub-id-type="pmid">28446180</pub-id></mixed-citation></ref>
<ref id="B17"><label>17.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Gojanovic</surname> <given-names>B</given-names></name> <name><surname>Welker</surname> <given-names>J</given-names></name> <name><surname>Iglesias</surname> <given-names>K</given-names></name> <name><surname>Daucourt</surname> <given-names>C</given-names></name> <name><surname>Gremion</surname> <given-names>G</given-names></name></person-group>. <article-title>Electric bicycles as a new active transportation modality to promote health</article-title>. <source>Med Sci Sports Exerc</source>. (<year>2011</year>) <volume>43</volume>(<issue>11</issue>):<fpage>2204</fpage>&#x2013;<lpage>10</lpage>. <pub-id pub-id-type="doi">10.1249/MSS.0b013e31821cbdc8</pub-id><pub-id pub-id-type="pmid">22005715</pub-id></mixed-citation></ref>
<ref id="B18"><label>18.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Hall</surname> <given-names>C</given-names></name> <name><surname>Hoj</surname> <given-names>TH</given-names></name> <name><surname>Julian</surname> <given-names>C</given-names></name> <name><surname>Wright</surname> <given-names>G</given-names></name> <name><surname>Chaney</surname> <given-names>RA</given-names></name> <name><surname>Crookston</surname> <given-names>B</given-names></name><etal/></person-group> <article-title>Pedal-assist mountain bikes: a pilot study comparison of the exercise response, perceptions, and beliefs of experienced mountain bikers</article-title>. <source>JMIR Form Res</source>. (<year>2019</year>) <volume>3</volume>(<issue>3</issue>):<fpage>e13643</fpage>. <pub-id pub-id-type="doi">10.2196/13643</pub-id><pub-id pub-id-type="pmid">31411139</pub-id></mixed-citation></ref>
<ref id="B19"><label>19.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Hoj</surname> <given-names>TH</given-names></name> <name><surname>Bramwell</surname> <given-names>JJ</given-names></name> <name><surname>Lister</surname> <given-names>C</given-names></name> <name><surname>Grant</surname> <given-names>E</given-names></name> <name><surname>Crookston</surname> <given-names>BT</given-names></name> <name><surname>Hall</surname> <given-names>C</given-names></name><etal/></person-group> <article-title>Increasing active transportation through e-bike use: pilot study comparing the health benefits, attitudes, and beliefs surrounding e-bikes and conventional bikes</article-title>. <source>JMIR Public Health Surveill</source>. (<year>2018</year>) <volume>4</volume>(<issue>4</issue>):<fpage>e10461</fpage>. <pub-id pub-id-type="doi">10.2196/10461</pub-id><pub-id pub-id-type="pmid">30497998</pub-id></mixed-citation></ref>
<ref id="B20"><label>20.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Jenkins</surname> <given-names>M</given-names></name> <name><surname>O&#x0027;Rourke</surname> <given-names>N</given-names></name> <name><surname>Lustosa</surname> <given-names>LG</given-names></name> <name><surname>La Delfa</surname> <given-names>N</given-names></name> <name><surname>Dogra</surname> <given-names>S</given-names></name></person-group>. <article-title>Self-selected pedal-assist E-bike use in older adults is moderate-vigorous intensity</article-title>. <source>J Transp Health</source>. (<year>2023</year>) <volume>31</volume>:<fpage>101647</fpage>. <pub-id pub-id-type="doi">10.1016/j.jth.2023.101647</pub-id></mixed-citation></ref>
<ref id="B21"><label>21.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>La Salle</surname> <given-names>DT</given-names></name> <name><surname>Shute</surname> <given-names>R</given-names></name> <name><surname>Heesch</surname> <given-names>M</given-names></name> <name><surname>Slivka</surname> <given-names>D</given-names></name></person-group>. <article-title>Demands of simulated commuting using an electrically assisted bicycle</article-title>. <source>Int J Exerc Sci</source>. (<year>2017</year>) <volume>10</volume>(<issue>3</issue>):<fpage>454</fpage>. <pub-id pub-id-type="doi">10.70252/KKDM7561</pub-id><pub-id pub-id-type="pmid">28515841</pub-id></mixed-citation></ref>
<ref id="B22"><label>22.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Louis</surname> <given-names>J</given-names></name> <name><surname>Brisswalter</surname> <given-names>J</given-names></name> <name><surname>Morio</surname> <given-names>C</given-names></name> <name><surname>Barla</surname> <given-names>C</given-names></name> <name><surname>Temprado</surname> <given-names>J-J</given-names></name></person-group>. <article-title>The electrically assisted bicycle: an alternative way to promote physical activity</article-title>. <source>Am J Phys Med Rehabil</source>. (<year>2012</year>) <volume>91</volume>(<issue>11</issue>):<fpage>931</fpage>&#x2013;<lpage>40</lpage>. <pub-id pub-id-type="doi">10.1097/PHM.0b013e318269d9bb</pub-id><pub-id pub-id-type="pmid">23085705</pub-id></mixed-citation></ref>
<ref id="B23"><label>23.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Simons</surname> <given-names>M</given-names></name> <name><surname>Van Es</surname> <given-names>E</given-names></name> <name><surname>Hendriksen</surname> <given-names>I</given-names></name></person-group>. <article-title>Electrically assisted cycling: a new mode for meeting physical activity guidelines?</article-title> <source>Med Sci Sports Exerc</source>. (<year>2009</year>) <volume>41</volume>(<issue>11</issue>):<fpage>2097</fpage>&#x2013;<lpage>102</lpage>. <pub-id pub-id-type="doi">10.1249/MSS.0b013e3181a6aaa4</pub-id><pub-id pub-id-type="pmid">19812505</pub-id></mixed-citation></ref>
<ref id="B24"><label>24.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Ba Hung</surname> <given-names>N</given-names></name> <name><surname>Jaewon</surname> <given-names>S</given-names></name> <name><surname>Lim</surname> <given-names>O</given-names></name></person-group>. <article-title>A study of the effects of input parameters on the dynamics and required power of an electric bicycle</article-title>. <source>Appl Energy</source>. (<year>2017</year>) <volume>204</volume>:<fpage>1347</fpage>&#x2013;<lpage>62</lpage>. <pub-id pub-id-type="doi">10.1016/j.apenergy.2017.03.025</pub-id></mixed-citation></ref>
<ref id="B25"><label>25.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Huemer</surname> <given-names>AK</given-names></name> <name><surname>Banach</surname> <given-names>E</given-names></name> <name><surname>Bolten</surname> <given-names>N</given-names></name> <name><surname>Helweg</surname> <given-names>S</given-names></name> <name><surname>Koch</surname> <given-names>A</given-names></name> <name><surname>Martin</surname> <given-names>T</given-names></name></person-group>. <article-title>Secondary task engagement, risk-taking, and safety-related equipment use in German bicycle and e-scooter riders&#x2014;an observation</article-title>. <source>Accid Anal Prev</source>. (<year>2022</year>) <volume>172</volume>:<fpage>106685</fpage>. <pub-id pub-id-type="doi">10.1016/j.aap.2022.106685</pub-id><pub-id pub-id-type="pmid">35490473</pub-id></mixed-citation></ref>
<ref id="B26"><label>26.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Vlakveld</surname> <given-names>WP</given-names></name> <name><surname>Twisk</surname> <given-names>D</given-names></name> <name><surname>Christoph</surname> <given-names>M</given-names></name> <name><surname>Boele</surname> <given-names>M</given-names></name> <name><surname>Sikkema</surname> <given-names>R</given-names></name> <name><surname>Remy</surname> <given-names>R</given-names></name><etal/></person-group> <article-title>Speed choice and mental workload of elderly cyclists on e-bikes in simple and complex traffic situations: a field experiment</article-title>. <source>Accid Anal Prev</source>. (<year>2015</year>) <volume>74</volume>:<fpage>97</fpage>&#x2013;<lpage>106</lpage>. <pub-id pub-id-type="doi">10.1016/j.aap.2014.10.018</pub-id><pub-id pub-id-type="pmid">25463949</pub-id></mixed-citation></ref>
<ref id="B27"><label>27.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Jett&#x00E9;</surname> <given-names>M</given-names></name> <name><surname>Sidney</surname> <given-names>K</given-names></name> <name><surname>Bl&#x00FC;mchen</surname> <given-names>G</given-names></name></person-group>. <article-title>Metabolic equivalents (METS) in exercise testing, exercise prescription, and evaluation of functional capacity</article-title>. <source>Clin Cardiol</source>. (<year>1990</year>) <volume>13</volume>(<issue>8</issue>):<fpage>555</fpage>&#x2013;<lpage>65</lpage>. <pub-id pub-id-type="doi">10.1002/clc.4960130809</pub-id></mixed-citation></ref>
<ref id="B28"><label>28.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Norton</surname> <given-names>K</given-names></name> <name><surname>Norton</surname> <given-names>L</given-names></name> <name><surname>Sadgrove</surname> <given-names>D</given-names></name></person-group>. <article-title>Position statement on physical activity and exercise intensity terminology</article-title>. <source>J Sci Med Sport</source>. (<year>2010</year>) <volume>13</volume>(<issue>5</issue>):<fpage>496</fpage>&#x2013;<lpage>502</lpage>. <pub-id pub-id-type="doi">10.1016/j.jsams.2009.09.008</pub-id><pub-id pub-id-type="pmid">20005170</pub-id></mixed-citation></ref>
<ref id="B29"><label>29.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Jenkins</surname> <given-names>M</given-names></name> <name><surname>Lustosa</surname> <given-names>L</given-names></name> <name><surname>Chia</surname> <given-names>V</given-names></name> <name><surname>Wildish</surname> <given-names>S</given-names></name> <name><surname>Tan</surname> <given-names>M</given-names></name> <name><surname>Hoornweg</surname> <given-names>D</given-names></name><etal/></person-group> <article-title>What do we know about pedal assist E-bikes? A scoping review to inform future directions</article-title>. <source>Transp Policy (Oxf)</source>. (<year>2022</year>) <volume>128</volume>:<fpage>25</fpage>&#x2013;<lpage>37</lpage>. <pub-id pub-id-type="doi">10.1016/j.tranpol.2022.09.005</pub-id></mixed-citation></ref>
<ref id="B30"><label>30.</label><mixed-citation publication-type="other"><person-group person-group-type="author"><name><surname>Borg</surname> <given-names>G.</given-names></name></person-group> <comment>Borg&#x2019;s perceived exertion and pain scales: Human kinetics</comment>. (<year>1998</year>).</mixed-citation></ref>
<ref id="B31"><label>31.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Nes</surname> <given-names>BM</given-names></name> <name><surname>Janszky</surname> <given-names>I</given-names></name> <name><surname>Wisl&#x00F8;ff</surname> <given-names>U</given-names></name> <name><surname>St&#x00F8;ylen</surname> <given-names>A</given-names></name> <name><surname>Karlsen</surname> <given-names>T</given-names></name></person-group>. <article-title>Age-predicted maximal heart rate in healthy subjects: the HUNT fitness study</article-title>. <source>Scand J Med Sci Sports</source>. (<year>2013</year>) <volume>23</volume>(<issue>6</issue>):<fpage>697</fpage>&#x2013;<lpage>704</lpage>. <pub-id pub-id-type="doi">10.1111/j.1600-0838.2012.01445.x</pub-id><pub-id pub-id-type="pmid">22376273</pub-id></mixed-citation></ref>
<ref id="B32"><label>32.</label><mixed-citation publication-type="other"><collab>ACSM</collab>. <comment>Unit conversions&#x2014;compendium of physical activities</comment> (<year>2024</year>). <comment>Available online at:</comment> <ext-link ext-link-type="uri" xlink:href="https://pacompendium.com/unite-conversions/">https://pacompendium.com/unite-conversions/</ext-link> <comment>(Accessed January 05, 2026).</comment></mixed-citation></ref>
<ref id="B33"><label>33.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Ainsworth</surname> <given-names>BE</given-names></name> <name><surname>Haskell</surname> <given-names>WL</given-names></name> <name><surname>Whitt</surname> <given-names>MC</given-names></name> <name><surname>Irwin</surname> <given-names>ML</given-names></name> <name><surname>Swartz</surname> <given-names>AM</given-names></name> <name><surname>Strath</surname> <given-names>SJ</given-names></name><etal/></person-group> <article-title>Compendium of physical activities: an update of activity codes and MET intensities</article-title>. <source>Med Sci Sports Exerc</source>. (<year>2000</year>) <volume>32</volume>(<issue>9</issue>):<fpage>S498</fpage>&#x2013;<lpage>516</lpage>. <pub-id pub-id-type="doi">10.1097/00005768-200009001-00009</pub-id><pub-id pub-id-type="pmid">10993420</pub-id></mixed-citation></ref>
<ref id="B34"><label>34.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>McVicar</surname> <given-names>J</given-names></name> <name><surname>Keske</surname> <given-names>MA</given-names></name> <name><surname>Daryabeygi-Khotbehsara</surname> <given-names>R</given-names></name> <name><surname>Betik</surname> <given-names>AC</given-names></name> <name><surname>Parker</surname> <given-names>L</given-names></name> <name><surname>Maddison</surname> <given-names>R</given-names></name></person-group>. <article-title>Systematic review and meta-analysis evaluating the effects electric bikes have on physiological parameters</article-title>. <source>Scand J Med Sci Sports</source>. (<year>2022</year>) <volume>32</volume>(<issue>7</issue>):<fpage>1076</fpage>&#x2013;<lpage>88</lpage>. <pub-id pub-id-type="doi">10.1111/sms.14155</pub-id><pub-id pub-id-type="pmid">35274374</pub-id></mixed-citation></ref>
<ref id="B35"><label>35.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Langford</surname> <given-names>BC</given-names></name> <name><surname>Cherry</surname> <given-names>CR</given-names></name> <name><surname>Bassett</surname> <given-names>DR</given-names></name> <name><surname>Fitzhugh</surname> <given-names>EC</given-names></name> <name><surname>Dhakal</surname> <given-names>N</given-names></name></person-group>. <article-title>Comparing physical activity of pedal-assist electric bikes with walking and conventional bicycles</article-title>. <source>J Transp Health</source>. (<year>2017</year>) <volume>6</volume>:<fpage>463</fpage>&#x2013;<lpage>73</lpage>. <pub-id pub-id-type="doi">10.1016/j.jth.2017.06.002</pub-id></mixed-citation></ref>
<ref id="B36"><label>36.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Warner</surname> <given-names>A</given-names></name> <name><surname>Vanicek</surname> <given-names>N</given-names></name> <name><surname>Benson</surname> <given-names>A</given-names></name> <name><surname>Myers</surname> <given-names>T</given-names></name> <name><surname>Abt</surname> <given-names>G</given-names></name></person-group>. <article-title>Agreement and relationship between measures of absolute and relative intensity during walking: a systematic review with meta-regression</article-title>. <source>PLoS One</source>. (<year>2022</year>) <volume>17</volume>(<issue>11</issue>):<fpage>e0277031</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0277031</pub-id><pub-id pub-id-type="pmid">36327341</pub-id></mixed-citation></ref>
<ref id="B37"><label>37.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Plaza-Florido</surname> <given-names>A</given-names></name> <name><surname>Amaro-Gahete</surname> <given-names>FJ</given-names></name> <name><surname>Acosta</surname> <given-names>FM</given-names></name> <name><surname>Sacha</surname> <given-names>J</given-names></name> <name><surname>Alcantara</surname> <given-names>JMA</given-names></name></person-group>. <article-title>Heart rate rather than heart rate variability is better associated with cardiorespiratory fitness in adults</article-title>. <source>Eur J Sport Sci</source>. (<year>2022</year>) <volume>22</volume>(<issue>6</issue>):<fpage>836</fpage>&#x2013;<lpage>45</lpage>. <pub-id pub-id-type="doi">10.1080/17461391.2021.1892198</pub-id><pub-id pub-id-type="pmid">33591861</pub-id></mixed-citation></ref>
<ref id="B38"><label>38.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Marwood</surname> <given-names>S</given-names></name> <name><surname>Roche</surname> <given-names>D</given-names></name> <name><surname>Rowland</surname> <given-names>T</given-names></name> <name><surname>Garrard</surname> <given-names>M</given-names></name> <name><surname>Unnithan</surname> <given-names>VB</given-names></name></person-group>. <article-title>Faster pulmonary oxygen uptake kinetics in trained versus untrained male adolescents</article-title>. <source>Med Sci Sports Exerc</source>. (<year>2010</year>) <volume>42</volume>(<issue>1</issue>):<fpage>127</fpage>&#x2013;<lpage>34</lpage>. <pub-id pub-id-type="doi">10.1249/MSS.0b013e3181af20d0</pub-id><pub-id pub-id-type="pmid">20010121</pub-id></mixed-citation></ref>
<ref id="B39"><label>39.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Locke</surname> <given-names>AR</given-names></name> <name><surname>Koehne</surname> <given-names>NH</given-names></name> <name><surname>Ramey</surname> <given-names>MD</given-names></name> <name><surname>Corvi</surname> <given-names>JJ</given-names></name> <name><surname>Alley</surname> <given-names>AA</given-names></name> <name><surname>Yendluri</surname> <given-names>A</given-names></name><etal/></person-group> <article-title>The rise in electric biking (E-bike) injuries: a 10-year age and sex-specific analysis of national injury data</article-title>. <source>Phys Sportsmed</source>. (<year>2025</year>) <volume>53</volume>(<issue>5</issue>):<fpage>345</fpage>&#x2013;<lpage>52</lpage>. <pub-id pub-id-type="doi">10.1080/00913847.2025.2470104</pub-id><pub-id pub-id-type="pmid">39981672</pub-id></mixed-citation></ref>
<ref id="B40"><label>40.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Montoye</surname> <given-names>AHK</given-names></name> <name><surname>Vondrasek</surname> <given-names>JD</given-names></name> <name><surname>Hancock</surname><given-names>JB</given-names><suffix>2nd</suffix></name></person-group>. <article-title>Validity and reliability of the VO2 master pro for oxygen consumption and ventilation assessment</article-title>. <source>Int J Exerc Sci</source>. (<year>2020</year>) <volume>13</volume>(<issue>4</issue>):<fpage>1382</fpage>&#x2013;<lpage>401</lpage>. <pub-id pub-id-type="doi">10.70252/THJT1177</pub-id><pub-id pub-id-type="pmid">33042375</pub-id></mixed-citation></ref>
<ref id="B41"><label>41.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Toulouse</surname> <given-names>A</given-names></name> <name><surname>Joubert</surname> <given-names>D</given-names></name> <name><surname>Oden</surname> <given-names>G</given-names></name> <name><surname>Davis</surname> <given-names>PR</given-names></name></person-group>. <article-title>Comparison of the VO2 master pro and cosmed K5 during walking, jogging, and running</article-title>. <source>J Sci Sport Exe</source>. (<year>2022</year>) <volume>4</volume>(<issue>2</issue>):<fpage>119</fpage>&#x2013;<lpage>27</lpage>. <pub-id pub-id-type="doi">10.1007/s42978-021-00146-w</pub-id></mixed-citation></ref>
<ref id="B42"><label>42.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Martnes</surname> <given-names>JJ</given-names></name> <name><surname>Bere</surname> <given-names>E</given-names></name></person-group>. <article-title>Physical activity when riding an electric-assisted bicycle with and without cargo</article-title>. <source>Front Sports Act Living</source>. (<year>2023</year>) <volume>5</volume>: <fpage>1179043</fpage>. <pub-id pub-id-type="doi">10.3389/fspor.2023.1179043</pub-id><pub-id pub-id-type="pmid">37457854</pub-id></mixed-citation></ref>
<ref id="B43"><label>43.</label><mixed-citation publication-type="other"><comment>Lov om organisering av forskningsetisk arbeid (forskningsetikkloven). Available online at</comment>: <ext-link ext-link-type="uri" xlink:href="https://lovdata.no/dokument/NL/lov/2017-04-28-23">https://lovdata.no/dokument/NL/lov/2017-04-28-23</ext-link> [</mixed-citation></ref></ref-list>
<fn-group>
<fn id="n1" fn-type="custom" custom-type="edited-by"><p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/510048/overview">Samo Rauter</ext-link>, University of Ljubljana, Slovenia</p></fn>
<fn id="n2" fn-type="custom" custom-type="reviewed-by"><p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/478604/overview">James A. Green</ext-link>, University of Limerick, Ireland</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/507618/overview">Heinz Klein&#x00F6;der</ext-link>, German Sport University Cologne, Germany</p></fn>
</fn-group>
</back>
</article>