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        <title>River plastic emissions to the world’s oceans</title>
        <author>Laurent Lebreton</author>
        <author>Joost van der Zwet</author>
        <author>Jan-Willem Damsteeg</author>
        <author>Boyan Slat</author>
        <author>Anthony L. Andrady</author>
        <author>Júlia Reisser</author>
      </titleStmt>
      <publicationStmt>
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      <sourceDesc>
        <bibl>
          <title>River plastic emissions to the world’s oceans</title>
          <date>2017</date>
          <publisher>Nature Communications</publisher>
          <idno type="DOI">10.1038/ncomms15611</idno>
          
          <idno type="record">lebreton2017-river-plastic-emissions-to-the-wor</idno>
          <note type="staged-file">lebreton2017-river-plastic-emissions-to-the-wor.txt, the project's staged copy</note>
          <note type="text-sha1">83d0fa0be6cf608f66f39e9943577a42fede78bd</note>
          <note type="rights">cc-by</note>
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        <person xml:id="paper"><p>the paper's own words</p></person>
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      <change when="2026-10-06"
              who="build_paper_edition.py">0 spans located by searching the stored text for the quote's exact words, allowing any whitespace between them</change>
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  <standOff>
    <spanGrp type="tags">
      <span xml:id="t0" type="object_of_study" ana="#object_of_study" resp="#paper">
        <label>the mass of plastic entering the ocean from rivers each year, and how it is distributed in space and across the seasons</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t1" type="research_question" ana="#research_question" resp="#paper">
        <label>how much plastic inland populations contribute to the ocean through rivers - a global figure that did not exist, where the coastal contribution already did</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t2" type="contribution" ana="#contribution" resp="#paper">
        <label>a global model of riverine plastic input calibrated against 30 field observations from 13 rivers, giving 1.15-2.41 million tonnes per year with its seasonality and its top contributors named</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t3" type="claim_type" ana="#claim_type" resp="#paper">
        <label>existence</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t4" type="phenomenon" ana="#phenomenon" resp="#paper">
        <label>a global flux nobody had measured, whose magnitude turns out to be set by waste management and monsoon rainfall in a handful of Asian catchments</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t5" type="method" ana="#method" resp="#paper">
        <label>computational-model</label>
        <term>computational-model</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t6" type="mechanisms" ana="#mechanisms[0]" resp="#tagger" cert="0.95">
        <label>mismanaged waste sits on land until rainfall mobilises it; surface runoff both introduces new plastic to the river during heavy rain and remobilises deposited particles during floods, so input tracks the monsoon rather than the population</label>
        <term>runoff as the transport term</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t7" type="mechanisms" ana="#mechanisms[1]" resp="#tagger" cert="0.95">
        <label>an artificial barrier intercepts surface plastic, so the load reaching the river mouth reflects only the catchment area downstream of the last dam - which is why moving that boundary changes the global total</label>
        <term>dams as accumulation sinks</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t8" type="mechanisms" ana="#mechanisms[2]" resp="#tagger" cert="0.95">
        <label>one catchment with plastic concentrations orders of magnitude above every other sampled river dominates a regression across 30 points, so including it raises the correlation from 0.41 to 0.99 without the model having improved</label>
        <term>outlier leverage on a fitted correlation</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t9" type="limitations" ana="#limitations[0]" resp="#tagger" cert="0.95">
        <label>the model rests on the assumption that dams intercept ALL plastic, which the authors name as a major assumption; 2.13-4.46 million tonnes per year is generated upstream of dams and simply not counted</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t10" type="limitations" ana="#limitations[1]" resp="#tagger" cert="0.95">
        <label>there is very little data to document the assumptions about Asian contributions or to thoroughly verify the validity of the model - stated by the authors about the region that supplies 86% of their total</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t11" type="limitations" ana="#limitations[2]" resp="#tagger" cert="0.95">
        <label>the estimate covers only the sampled size spectrum - nothing below the net mesh, nothing above the trawl aperture, nothing below the sampled depth - so it is conservative by construction</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t12" type="limitations" ana="#limitations[3]" resp="#tagger" cert="0.95">
        <label>the global prediction doubles from the lower to the upper estimate once the extrapolation uncertainties in the calibration dataset are propagated</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t13" type="limitations" ana="#limitations[4]" resp="#tagger" cert="0.95">
        <label>studies reporting only particle counts were converted to mass using a mean micro/macro ratio and mean particle masses measured AT SEA, not in rivers - an extrapolation the authors name as a limitation of the calibration</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t14" type="limitations" ana="#limitations[5]" resp="#tagger" cert="0.95">
        <label>the hydrological model&#x27;s discharge predictions are known to run dryer than observations across 66 basins, attributed to precipitation uncertainty</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t15" type="limitations" ana="#limitations[6]" resp="#tagger" cert="0.95">
        <label>observed plastic concentrations differ by several orders of magnitude between sampled rivers, and sampling designs, devices and reported units vary substantially - so the calibration set is heterogeneous before any model is fitted</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t16" type="transfers" ana="#transfers[0]" resp="#tagger" cert="0.95">
        <label>land-surface hydrology - the GLDAS/NOAH runoff model built for terrestrial water and energy budgets - carried into a plastic-transport estimate as the seasonality term</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t17" type="transfers" ana="#transfers[1]" resp="#tagger" cert="0.95">
        <label>mean particle masses and the micro-to-macro ratio measured in the open ocean, carried into rivers to convert particle counts into mass where studies reported only counts</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t18" type="controls" ana="#controls[0]" resp="#tagger" cert="0.95">
        <label>removing the Yangtze measurement as an outlier before testing the model-observation correlation, rather than reporting the flattering fit</label>
        <note>eliminates: a model-observation correlation carried by one extreme measurement · outcome: held</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t19" type="controls" ana="#controls[1]" resp="#tagger" cert="0.95">
        <label>re-deriving the regression with mismanaged waste counted upstream of dams as well, to test whether the global answer depends on where a dam is treated as a sink</label>
        <note>eliminates: a global input figure that depends on whether a dam is treated as a sink · outcome: partial</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t20" type="controls" ana="#controls[2]" resp="#tagger" cert="0.95">
        <label>choosing monthly rather than yearly averaged runoff, tested against the observed flux inputs instead of assumed</label>
        <note>eliminates: a runoff averaging window chosen because it fits, rather than because it predicts the observed flux · outcome: held</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t21" type="controls" ana="#controls[3]" resp="#tagger" cert="0.95">
        <label>a sensitivity analysis over the micro/macro ratio and mean particle masses, using the ranges observed at sea</label>
        <note>eliminates: a mass estimate that holds only at one assumed micro-to-macro ratio and one assumed particle mass · outcome: partial</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t22" type="controls" ana="#controls[4]" resp="#tagger" cert="0.95">
        <label>applying the same model to coastal populations, so the new estimate could be placed against the existing coastal one on its own terms</label>
        <note>eliminates: a river estimate and a coastal estimate that cannot be compared because they were produced by different models · outcome: held</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t23" type="controls" ana="#controls[5]" resp="#tagger" cert="0.95">
        <label>the hydrological model&#x27;s discharge predictions checked against observations in 66 basins worldwide</label>
        <note>eliminates: a plastic flux resting on modelled discharge that was never checked against a gauge · outcome: partial</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t24" type="concepts" ana="#concepts[0]" resp="#paper" cert="0.95">
        <label>mass balance</label>
        <term>mass balance</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t25" type="concepts" ana="#concepts[1]" resp="#paper" cert="0.95">
        <label>MPW</label>
        <term>MPW</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t26" type="concepts" ana="#concepts[2]" resp="#paper" cert="0.95">
        <label>artificial barriers</label>
        <term>artificial barriers</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t27" type="concepts" ana="#concepts[3]" resp="#paper" cert="0.85">
        <label>catchment runoff</label>
        <term>catchment runoff</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t28" type="concepts" ana="#concepts[4]" resp="#paper" cert="0.95">
        <label>buoyant plastics</label>
        <term>buoyant plastics</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t29" type="concepts" ana="#concepts[5]" resp="#paper" cert="0.95">
        <label>macro-plastic</label>
        <term>macro-plastic</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t30" type="concepts" ana="#concepts[6]" resp="#paper" cert="0.95">
        <label>Yangtze River</label>
        <term>Yangtze River</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t31" type="concepts" ana="#concepts[7]" resp="#paper" cert="0.95">
        <label>coastal populations</label>
        <term>coastal populations</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t32" type="concepts" ana="#concepts[8]" resp="#paper" cert="0.95">
        <label>sensitivity analysis</label>
        <term>sensitivity analysis</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t33" type="concepts" ana="#concepts[9]" resp="#paper" cert="0.95">
        <label>monthly averaged runoff</label>
        <term>monthly averaged runoff</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t34" type="senses" ana="#senses[0]" resp="#tagger" cert="0.95">
        <label>model-observation correlation - WITH THE YANGTZE EXCLUDED as an outlier: r=0.4132, P&lt;0.05, n=29. The value the paper uses</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t35" type="senses" ana="#senses[1]" resp="#tagger" cert="0.95">
        <label>model-observation correlation - WITH THE YANGTZE INCLUDED: r=0.99, P&lt;0.05, n=30, which the authors call much higher and biased. One data point separates the two</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t36" type="senses" ana="#senses[2]" resp="#tagger" cert="0.95">
        <label>global river plastic input - COUNTING MISMANAGED WASTE DOWNSTREAM OF DAMS: 1.15-2.41 million tonnes per year. The published headline</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t37" type="senses" ana="#senses[3]" resp="#tagger" cert="0.95">
        <label>global river plastic input - COUNTING WASTE UPSTREAM OF DAMS TOO: 0.76-1.55 million tonnes per year, midpoint 0.91. Same model, same data, a different decision about where a dam stops being a sink</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t38" type="claim_relations" ana="#claim_relations[0]" resp="#tagger" cert="0.95">
        <label>extends → the global estimate of plastic entering the ocean from coastal populations (4.8-12.7 million tonnes per year), by adding the inland contribution transported by rivers</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t39" type="claim_relations" ana="#claim_relations[1]" resp="#tagger" cert="0.95">
        <label>qualifies → direct comparison between riverine and coastal plastic input estimates, which measure different materials by different methods</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t40" type="claim_relations" ana="#claim_relations[2]" resp="#tagger" cert="0.95">
        <label>critiques → the state of freshwater plastic monitoring - unstandardised methodologies, incompatible reported units, and particle counts published without masses</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t41" type="claim_relations" ana="#claim_relations[3]" resp="#tagger" cert="0.95">
        <label>builds-on → the local river sampling studies from Europe, Asia and the Americas that supply the 30 calibration observations across 13 rivers</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t42" type="content_tags" ana="#content_tags.findings[0]" resp="#tagger" cert="0.95">
        <label>between 1.15 and 2.41 million tonnes of plastic enters the ocean from rivers each year, with the top 20 rivers accounting for 67%</label>
        <term>between 1.15 and 2.41 million tonnes of plastic enters the ocean from rivers each year, with the top 20 rivers accounting for 67%</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t43" type="content_tags" ana="#content_tags.findings[1]" resp="#tagger" cert="0.95">
        <label>the model-observation correlation is 0.41 without the Yangtze and 0.99 with it - the authors call the second biased and use the first</label>
        <term>the model-observation correlation is 0.41 without the Yangtze and 0.99 with it - the authors call the second biased and use the first</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t44" type="content_tags" ana="#content_tags.findings[2]" resp="#tagger" cert="0.95">
        <label>counting mismanaged waste upstream of dams as well gives 0.76-1.55 million tonnes per year from the same model and data</label>
        <term>counting mismanaged waste upstream of dams as well gives 0.76-1.55 million tonnes per year from the same model and data</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t45" type="content_tags" ana="#content_tags.findings[3]" resp="#tagger" cert="0.95">
        <label>more than 74.5% of the annual river plastic input occurs between May and October, driven by the East Asian monsoon</label>
        <term>more than 74.5% of the annual river plastic input occurs between May and October, driven by the East Asian monsoon</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t46" type="content_tags" ana="#content_tags.findings[4]" resp="#tagger" cert="0.95">
        <label>There is very little data to verify the model&#x27;s assumption of a dominant contribution from Asian rivers.</label>
        <term>There is very little data to verify the model&#x27;s assumption of a dominant contribution from Asian rivers.</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t47" type="content_tags" ana="#content_tags.findings[5]" resp="#tagger" cert="0.95">
        <label>at least 2.8-18.6% of coastal plastic emissions occur via river transport, with a further 0.79-1.52 million tonnes per year arriving from inland</label>
        <term>at least 2.8-18.6% of coastal plastic emissions occur via river transport, with a further 0.79-1.52 million tonnes per year arriving from inland</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t48" type="content_tags" ana="#content_tags.definitions[0]" resp="#tagger" cert="0.85">
        <label>the ocean-plastic accounting exercise this estimate is offered as baseline data for - the reason the record joins to counts of plastic already at sea</label>
        <term>mass balance</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t49" type="content_tags" ana="#content_tags.definitions[1]" resp="#tagger" cert="0.95">
        <label>dams and weirs, assumed by the model to act as sinks for all plastic particles - named by the authors as a major and conservative assumption</label>
        <term>artificial barriers</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t50" type="content_tags" ana="#content_tags.quantities[0]" resp="#tagger" cert="0.95">
        <label>the headline annual river plastic input, counting mismanaged waste downstream of dams</label>
        <term>1.15 and 2.41 million tonnes</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t51" type="content_tags" ana="#content_tags.quantities[1]" resp="#tagger" cert="0.95">
        <label>the same model&#x27;s answer when waste upstream of dams is counted too</label>
        <term>0.76–1.55 million tonnes per year</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t52" type="content_tags" ana="#content_tags.quantities[2]" resp="#tagger" cert="0.95">
        <label>the prior estimate of plastic entering the ocean from coastal populations</label>
        <term>4.8 and 12.7 million tonnes</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t53" type="content_tags" ana="#content_tags.quantities[3]" resp="#tagger" cert="0.95">
        <label>share of the global total from the top 20 polluting rivers</label>
        <term>67%</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t54" type="content_tags" ana="#content_tags.quantities[4]" resp="#tagger" cert="0.95">
        <label>share of the global total from Asian rivers</label>
        <term>86%</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t55" type="content_tags" ana="#content_tags.quantities[5]" resp="#tagger" cert="0.95">
        <label>share of freshwater plastic input the model treats as retained behind dams</label>
        <term>65%</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t56" type="content_tags" ana="#content_tags.statistics[0]" resp="#tagger" cert="0.95">
        <label>Pearson product-moment test</label>
        <term>Pearson product-moment test</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t57" type="content_tags" ana="#content_tags.statistics[1]" resp="#tagger" cert="0.95">
        <label>r=0.4132</label>
        <term>r=0.4132</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t58" type="content_tags" ana="#content_tags.statistics[2]" resp="#tagger" cert="0.95">
        <label>r=0.99</label>
        <term>r=0.99</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t59" type="content_tags" ana="#content_tags.variables[0]" resp="#tagger" cert="0.95">
        <label>MPW</label>
        <term>MPW</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t60" type="content_tags" ana="#content_tags.variables[1]" resp="#tagger" cert="0.95">
        <label>monthly averaged runoff</label>
        <term>monthly averaged runoff</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
    </spanGrp>
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  <text>
    <body>
      <p><note type="rights">The full text of this article is not redistributable, so it is
      not included here. The evidence sentences are withheld with it; the tag layer and its
      grounding status remain. The article itself is at https://doi.org/10.1038/ncomms15611.</note></p>
    </body>
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