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        <title>Polyfluoroalkyl Chemicals in the U.S. Population: Data from the National Health and Nutrition Examination Survey (NHANES) 2003–2004 and Comparisons with NHANES 1999–2000</title>
        <author>Antonia M. Calafat</author>
        <author>Lee-Yang Wong</author>
        <author>Zsuzsanna Kuklenyik</author>
        <author>John A. Reidy</author>
        <author>Larry L. Needham</author>
      </titleStmt>
      <publicationStmt>
        <p>Tag layer of the DHSS Meta-Tagging Project. The article text is reproduced from the
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        <bibl>
          <title>Polyfluoroalkyl Chemicals in the U.S. Population: Data from the National Health and Nutrition Examination Survey (NHANES) 2003–2004 and Comparisons with NHANES 1999–2000</title>
          <date>2007</date>
          <publisher>Environmental Health Perspectives</publisher>
          <idno type="DOI">10.1289/ehp.10598</idno>
          
          <idno type="record">calafat2007-polyfluoroalkyl-chemicals-in-the-u</idno>
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          <note type="rights">cc-by</note>
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        <person xml:id="paper"><p>the paper's own words</p></person>
        <person xml:id="tagger"><p>the tag layer; a sentence written by the tagger about the
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      <change when="2026-10-06"
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    <spanGrp type="tags">
      <span xml:id="t0" type="object_of_study" ana="#object_of_study" resp="#paper">
        <label>serum concentrations of twelve polyfluoroalkyl chemicals in a representative sample of the U.S. population aged 12 and over</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>whether U.S. population exposure to PFCs changed after the 2002 discontinuation of PFOS production</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>the first nationally representative PFC serum estimates after the manufacturing change, with a method-equivalence check spanning the two survey waves</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>population-wide, measurable exposure to persistent fluorinated chemicals, declining for three compounds and rising for one</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>observational-study</label>
        <term>observational-study</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>electrochemical fluorination of PFOS and related compounds stopped in 2002, and three of the four common PFCs show lower geometric means four years later</label>
        <term>production phase-out reaching human serum</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>PFHxS declines least because it clears slowest - 7.3 years against 4.8 for PFOS and 3.5 for PFOA - so the same phase-out shows up later in it</label>
        <term>differential elimination half-life</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="0.85">
        <label>PFOS and PFOA correlate more strongly with each other than either does with PFHxS, which the authors read as a shared source that PFHxS does not have</label>
        <term>separate formation pathways</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t9" type="mechanisms" ana="#mechanisms[3]" resp="#tagger" cert="0.85">
        <label>PFHxS is higher in adolescents than adults, and the proposed reason is contact with carpets treated with it - a route specific to one compound</label>
        <term>childhood carpet contact</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t10" type="limitations" ana="#limitations[0]" resp="#tagger" cert="0.95">
        <label>PFNA doubled, and the authors say human exposure data for it are too limited to interpret the rise confidently</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[1]" resp="#tagger" cert="0.95">
        <label>for the two rarest analytes no 95th percentile could be calculated at all</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[2]" resp="#tagger" cert="0.95">
        <label>no definite association between PFOS or PFOA exposure and adverse health effects has been established in humans</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[3]" resp="#tagger" cert="0.95">
        <label>the animal effects that motivate concern occur at serum concentrations orders of magnitude above those measured here</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t14" type="transfers" ana="#transfers[0]" resp="#tagger" cert="0.95">
        <label>the persistent-organic-pollutant framework, carried from chlorinated chemicals to fluorinated ones, including the expectation that concentrations rise with age - which fails here</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t15" type="controls" ana="#controls[0]" resp="#tagger" cert="0.95">
        <label>124 split samples run through BOTH analytical methods, to test whether the method change between survey waves produced the trend</label>
        <note>eliminates: a fall in serum concentrations that is a change of analytical method between survey waves - the split samples make the two methods comparable on the same serum · outcome: held</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t16" type="controls" ana="#controls[1]" resp="#tagger" cert="0.95">
        <label>the explicit question of whether the decline is an artefact of changed methodology</label>
        <note>eliminates: the same artefact, asked as a question of the result rather than of the instrument · outcome: held</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t17" type="controls" ana="#controls[2]" resp="#tagger" cert="0.95">
        <label>calibration standards spiked into calf serum to account for matrix effects and the absence of labelled internal standards for most analytes</label>
        <note>eliminates: a systematic bias from the serum matrix, or from the absence of an isotope-labelled internal standard for most analytes, being read as a concentration difference · outcome: held</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t18" type="controls" ana="#controls[3]" resp="#tagger" cert="0.95">
        <label>low- and high-concentration quality-control pools run alongside reagent blank, serum blank and the samples</label>
        <note>eliminates: analytical drift across a run being reported as variation between people · 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[4]" resp="#tagger" cert="0.95">
        <label>agreement of the declines with independent series - Red Cross blood donors and Arctic ringed seals</label>
        <note>eliminates: a decline confined to this survey&#x27;s sampling frame - the seals and the blood donors share no methodology and no population with NHANES · outcome: held</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[5]" resp="#tagger" cert="0.95">
        <label>confounding, tested by re-adding each excluded variable and watching the beta coefficients</label>
        <note>eliminates: a coefficient that survives only under the authors&#x27; final choice of covariates · 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[6]" resp="#tagger" cert="0.95">
        <label>the split-sample comparison for analytes other than PFOA</label>
        <note>eliminates: that the change in concentrations between survey rounds is a change in analytical method - answered for PFOA and left unshown for the other analytes · 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[7]" resp="#tagger" cert="0.95">
        <label>emission-reduction efforts for PFNA, the one compound that rose</label>
        <note>eliminates: an emissions explanation for the one compound that ROSE - the reduction efforts that would provide it were looked for and not found, which the paper says · outcome: absent-declared-unreported</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t23" type="concepts" ana="#concepts[0]" resp="#paper" cert="0.95">
        <label>limits of detection</label>
        <term>limits of detection</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t24" type="concepts" ana="#concepts[1]" resp="#paper" cert="0.95">
        <label>geometric mean</label>
        <term>geometric mean</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[2]" resp="#paper" cert="0.85">
        <label>Biomonitoring</label>
        <term>Biomonitoring</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[3]" resp="#paper" cert="0.95">
        <label>serum cotinine</label>
        <term>serum cotinine</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[4]" resp="#paper" cert="0.95">
        <label>split samples</label>
        <term>split samples</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[5]" resp="#paper" cert="0.95">
        <label>PFBuS</label>
        <term>PFBuS</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[6]" resp="#paper" cert="0.95">
        <label>lipophilic POPs</label>
        <term>lipophilic POPs</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[7]" resp="#paper" cert="0.85">
        <label>half-life</label>
        <term>half-life</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t31" type="senses" ana="#senses[0]" resp="#tagger" cert="0.95">
        <label>a NON-DETECT is entered as LOD divided by the square root of 2 - imputed, not measured</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t32" type="senses" ana="#senses[1]" resp="#tagger" cert="0.95">
        <label>a mean is REPORTABLE only where the analyte was detected in at least 60% of samples</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t33" type="senses" ana="#senses[2]" resp="#tagger" cert="0.95">
        <label>a SMOKER is anyone with serum cotinine above 10 ug/L - a biomarker threshold, not self-report</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t34" type="senses" ana="#senses[3]" resp="#tagger" cert="0.95">
        <label>RACE/ETHNICITY is three self-reported categories, and everyone else is counted in the total but excluded from every subgroup comparison</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[4]" resp="#tagger" cert="0.95">
        <label>a CONFOUNDER is a variable whose re-addition moves a beta coefficient by 10% or more</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[5]" resp="#tagger" cert="0.95">
        <label>a RETAINED model term is one surviving backward elimination at p &lt; 0.05</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t37" type="claim_relations" ana="#claim_relations[0]" resp="#tagger">
        <label>extends → the NHANES 1999-2000 PFC serum concentrations reported by the same group</label>
        <note>note: the same survey, the same laboratory, four years later, and the comparison is the paper&#x27;s point</note>
        <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[1]" resp="#tagger">
        <label>confirms → reported reductions in PFOS and PFOA in Red Cross blood donors and in Arctic ringed seals</label>
        <note>note: independent populations and an independent species moving the same way over the same interval</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t39" type="content_tags" ana="#content_tags.findings[0]" resp="#tagger" cert="0.95">
        <label>Apparent reductions in PFOS, PFOA and PFHxS most likely relate to the 2002 end of electrochemical-fluorination production.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t40" type="content_tags" ana="#content_tags.findings[1]" resp="#tagger" cert="0.95">
        <label>unlike lipophilic persistent organic pollutants, these PFCs do not accumulate with age</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t41" type="content_tags" ana="#content_tags.findings[2]" resp="#tagger" cert="0.95">
        <label>PFBuS was detected less often than PFOS, PFOA and PFHxS.</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[3]" resp="#tagger" cert="0.95">
        <label>the two analytical methods agreed on 124 split samples, so the trend is not a method artefact</label>
        <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.definitions[0]" resp="#tagger" cert="0.95">
        <label>limits of detection</label>
        <term>limits of detection</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.definitions[1]" resp="#tagger" cert="0.95">
        <label>smokers</label>
        <term>smokers</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.definitions[2]" resp="#tagger" cert="0.95">
        <label>Race/ethnicity</label>
        <term>Race/ethnicity</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.quantities[0]" resp="#tagger" cert="0.95">
        <label>PFOS, PFOA, PFHxS and PFNA detected in over 98% of 2,094 samples — None</label>
        <note>value source note: THE VALUE DRAWS ON THE PAPER BEYOND THIS QUOTE: part of it is printed elsewhere in the paper, not in this quote (&#x27;of 12 PFCs, including PFOS and PFOA, in 2,094 participants…&#x27;).</note>
        <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.quantities[1]" resp="#tagger" cert="0.95">
        <label>limits of detection 0.1 to 1.0 ug/L; accuracy 84 to 135%; precision about 10 to 26% — None</label>
        <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.quantities[2]" resp="#tagger" cert="0.95">
        <label>EVIDENCE CORRECTED (RE-GROUNDED - THE POINTER WAS WRONG, NOT THE CLAIM) · geometric means down about 32% for PFOS, 25% for PFOA, 10% for PFHxS; PFNA up 100% — None</label>
        <note>EVIDENCE CORRECTED: RE-GROUNDED - THE POINTER WAS WRONG, NOT THE CLAIM. The old evidence was verbatim, anchored and correctly cut, and it contained NONE of this claim&#x27;s numbers (10, 100, 25, 32). The paper states the claim in one sentence elsewhere and the tagger did not use it. the project, 2026-08-23: &#x27;WE HAVE SPENT THE DAY VERIFYING THAT QUOTES ARE REAL AND NONE OF IT ASKS WHETHER THEY ARE RELEVANT.&#x27; Confirmed by reading the claim, the old span and the candidate together; the candidate carries every number AND the claim&#x27;s own content words.</note>
        <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.quantities[3]" resp="#tagger" cert="0.95">
        <label>serum elimination half-lives: PFHxS 7.3 years, PFOA 3.5, PFOS 4.8 — None</label>
        <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[4]" resp="#tagger" cert="0.95">
        <label>PFNA ammonium salt production 15-75 tonnes in 2004; PFOA emissions about 15 tonnes, down from 45 in 1999 — None</label>
        <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[5]" resp="#tagger" cert="0.95">
        <label>smoking threshold: serum cotinine above 10 ug/L — None</label>
        <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.statistics[0]" resp="#tagger" cert="0.95">
        <label>geometric mean of a log-transformed, survey-weighted distribution</label>
        <term>geometric mean of a log-transformed, survey-weighted distribution</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.statistics[1]" resp="#tagger" cert="0.95">
        <label>backward elimination at p &lt; 0.05 with Satterwaite adjusted F statistics</label>
        <term>backward elimination at p &lt; 0.05 with Satterwaite adjusted F statistics</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.statistics[2]" resp="#tagger" cert="0.95">
        <label>detection frequency threshold of 60% for parametric statistics</label>
        <term>detection frequency threshold of 60% for parametric statistics</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.variables[0]" resp="#tagger" cert="0.95">
        <label>serum cotinine</label>
        <term>serum cotinine</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.variables[1]" resp="#tagger" cert="0.95">
        <label>geometric mean</label>
        <term>geometric mean</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
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    <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/10.1289/ehp.10598.</note></p>
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