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Record W4289667242 · doi:10.5194/acp-2022-400-rc3

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2022· peer-review· en· W4289667242 on OpenAlexaffabout

Bibliographic record

Venuenot available
Typepeer-review
Languageen
FieldEnvironmental Science
TopicAir Quality Monitoring and Forecasting
Canadian institutionsTrent UniversityPublic Health OntarioUniversity of TorontoEnvironment and Climate Change Canada
Fundersnot available
KeywordsScalable Vector GraphicsSpan (engineering)Class (philosophy)ScrollMathematicsStereochemistryChemistryStructural engineeringComputer scienceEngineeringWorld Wide WebMechanical engineeringArtificial intelligence

Abstract

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<strong class="journal-contentHeaderColor">Abstract.</strong> Daily air concentrations of inorganic nitrogen (<span class="inline-formula">N</span>) species, including gaseous <span class="inline-formula">HNO<sub>3</sub></span> and particulate-bound <span class="inline-formula"><math xmlns="http://www.w3.org/1998/Math/MathML" id="M3" display="inline" overflow="scroll" dspmath="mathml"><mrow class="chem"><mo>(</mo><mi mathvariant="normal">p</mi><mo>)</mo><msubsup><mi mathvariant="normal">NH</mi><mn mathvariant="normal">4</mn><mo>+</mo></msubsup></mrow></math><span><svg:svg xmlns:svg="http://www.w3.org/2000/svg" width="37pt" height="15pt" class="svg-formula" dspmath="mathimg" md5hash="3c2158ed7289ae32d0adc93ca722cee7"><svg:image xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="acp-22-14631-2022-ie00001.svg" width="37pt" height="15pt" src="acp-22-14631-2022-ie00001.png"/></svg:svg></span></span> and <span class="inline-formula"><math xmlns="http://www.w3.org/1998/Math/MathML" id="M4" display="inline" overflow="scroll" dspmath="mathml"><mrow class="chem"><msubsup><mi mathvariant="normal">pNO</mi><mn mathvariant="normal">3</mn><mo>-</mo></msubsup></mrow></math><span><svg:svg xmlns:svg="http://www.w3.org/2000/svg" width="31pt" height="16pt" class="svg-formula" dspmath="mathimg" md5hash="fd0105c3d3d0f3c3cdfb5e70ae97b01b"><svg:image xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="acp-22-14631-2022-ie00002.svg" width="31pt" height="16pt" src="acp-22-14631-2022-ie00002.png"/></svg:svg></span></span>, and sulfur (<span class="inline-formula">S</span>) species, including <span class="inline-formula">SO<sub>2</sub></span> and <span class="inline-formula"><math xmlns="http://www.w3.org/1998/Math/MathML" id="M7" display="inline" overflow="scroll" dspmath="mathml"><mrow class="chem"><msubsup><mi mathvariant="normal">pSO</mi><mn mathvariant="normal">4</mn><mrow><mn mathvariant="normal">2</mn><mo>-</mo></mrow></msubsup></mrow></math><span><svg:svg xmlns:svg="http://www.w3.org/2000/svg" width="35pt" height="17pt" class="svg-formula" dspmath="mathimg" md5hash="e519b2f49a0b298485293eca24eb1037"><svg:image xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="acp-22-14631-2022-ie00003.svg" width="35pt" height="17pt" src="acp-22-14631-2022-ie00003.png"/></svg:svg></span></span>, and precipitation concentrations of <span class="inline-formula"><math xmlns="http://www.w3.org/1998/Math/MathML" id="M8" display="inline" overflow="scroll" dspmath="mathml"><mrow class="chem"><msubsup><mi mathvariant="normal">NO</mi><mn mathvariant="normal">3</mn><mo>-</mo></msubsup></mrow></math><span><svg:svg xmlns:svg="http://www.w3.org/2000/svg" width="25pt" height="16pt" class="svg-formula" dspmath="mathimg" md5hash="8a872e45f44a0fc3c08e466e371cfb3a"><svg:image xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="acp-22-14631-2022-ie00004.svg" width="25pt" height="16pt" src="acp-22-14631-2022-ie00004.png"/></svg:svg></span></span>, <span class="inline-formula"><math xmlns="http://www.w3.org/1998/Math/MathML" id="M9" display="inline" overflow="scroll" dspmath="mathml"><mrow class="chem"><msubsup><mi mathvariant="normal">NH</mi><mn mathvariant="normal">4</mn><mo>+</mo></msubsup></mrow></math><span><svg:svg xmlns:svg="http://www.w3.org/2000/svg" width="24pt" height="15pt" class="svg-formula" dspmath="mathimg" md5hash="9641cdd414b305565815b5b604dabf23"><svg:image xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="acp-22-14631-2022-ie00005.svg" width="24pt" height="15pt" src="acp-22-14631-2022-ie00005.png"/></svg:svg></span></span>, and <span class="inline-formula"><math xmlns="http://www.w3.org/1998/Math/MathML" id="M10" display="inline" overflow="scroll" dspmath="mathml"><mrow class="chem"><msubsup><mi mathvariant="normal">SO</mi><mn mathvariant="normal">4</mn><mrow><mn mathvariant="normal">2</mn><mo>-</mo></mrow></msubsup></mrow></math><span><svg:svg xmlns:svg="http://www.w3.org/2000/svg" width="29pt" height="17pt" class="svg-formula" dspmath="mathimg" md5hash="8c898138530c760447165fe6cdc920bb"><svg:image xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="acp-22-14631-2022-ie00006.svg" width="29pt" height="17pt" src="acp-22-14631-2022-ie00006.png"/></svg:svg></span></span>, have been routinely monitored by the Canadian Air and Precipitation Monitoring Network (CAPMoN) since 1983. Data at 15 rural sites from 2000–2018 were used to estimate dry and wet <span class="inline-formula">N</span> and <span class="inline-formula">S</span> deposition fluxes, which were then used to explore their spatiotemporal trends and assess ecosystem damage through a retrospective analysis of critical loads (CLs) exceedances. Total (dry <span class="inline-formula">+</span> wet) <span class="inline-formula">N</span> deposition ranged from 1.7–9.5 <span class="inline-formula"><math xmlns="http://www.w3.org/1998/Math/MathML" id="M15" display="inline" overflow="scroll" dspmath="mathml"><mrow class="unit"><mi mathvariant="normal">kg</mi><mspace linebreak="nobreak" width="0.125em"/><mi mathvariant="normal">N</mi><mspace linebreak="nobreak" width="0.125em"/><msup><mi mathvariant="normal">ha</mi><mrow><mo>-</mo><mn mathvariant="normal">1</mn></mrow></msup><mspace width="0.125em" linebreak="nobreak"/><msup><mi mathvariant="normal">yr</mi><mrow><mo>-</mo><mn mathvariant="normal">1</mn></mrow></msup></mrow></math><span><svg:svg xmlns:svg="http://www.w3.org/2000/svg" width="68pt" height="15pt" class="svg-formula" dspmath="mathimg" md5hash="8159252732f421b4573c42dd7f30dc89"><svg:image xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="acp-22-14631-2022-ie00007.svg" width="68pt" height="15pt" src="acp-22-14631-2022-ie00007.png"/></svg:svg></span></span> among the 15 sites, though dry deposition of <span class="inline-formula">NH<sub>3</sub></span> and some oxidized <span class="inline-formula">N</span> species were not included due to lack of monitoring data. Based on additional <span class="inline-formula">N</span> measurements in 2010 at one of the sites, annual total <span class="inline-formula">N</span> deposition may be underestimated by up to 32 %. Total <span class="inline-formula">N</span> deposition was dominated by wet <span class="inline-formula"><math xmlns="http://www.w3.org/1998/Math/MathML" id="M21" display="inline" overflow="scroll" dspmath="mathml"><mrow class="chem"><msubsup><mi mathvariant="normal">NO</mi><mn mathvariant="normal">3</mn><mo>-</mo></msubsup></mrow></math><span><svg:svg xmlns:svg="http://www.w3.org/2000/svg" width="25pt" height="16pt" class="svg-formula" dspmath="mathimg" md5hash="8a28d0a06c83cc478fcb3953dfc5e6ea"><svg:image xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="acp-22-14631-2022-ie00008.svg" width="25pt" height="16pt" src="acp-22-14631-2022-ie00008.png"/></svg:svg></span></span> and wet <span class="inline-formula"><math xmlns="http://www.w3.org/1998/Math/MathML" id="M22" display="inline" overflow="scroll" dspmath="mathml"><mrow class="chem"><msubsup><mi mathvariant="normal">NH</mi><mn mathvariant="normal">4</mn><mo>+</mo></msubsup></mrow></math><span><svg:svg xmlns:svg="http://www.w3.org/2000/svg" width="24pt" height="15pt" class="svg-formula" dspmath="mathimg" md5hash="44642da34e3da1fffc83c720c465c894"><svg:image xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="acp-22-14631-2022-ie00009.svg" width="24pt" height="15pt" src="acp-22-14631-2022-ie00009.png"/></svg:svg></span></span> deposition, which together comprised 71 %–95 %. Contributions to dry <span class="inline-formula">N</span> deposition were 40 %–74 % by <span class="inline-formula">HNO<sub>3</sub></span>, 11 %–40 % by <span class="inline-formula"><math xmlns="http://www.w3.org/1998/Math/MathML" id="M25" display="inline" overflow="scroll" dspmath="mathml"><mrow class="chem"><msubsup><mi mathvariant="normal">pNH</mi><mn mathvariant="normal">4</mn><mo>+</mo></msubsup></mrow></math><span><svg:svg xmlns:svg="http://www.w3.org/2000/svg" width="30pt" height="15pt" class="svg-formula" dspmath="mathimg" md5hash="42c8a81b640e5c5207ec2d76de191192"><svg:image xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="acp-22-14631-2022-ie00010.svg" width="30pt" height="15pt" src="acp-22-14631-2022-ie00010.png"/></svg:svg></span></span>, and 5 %–25 % by <span class="inline-formula"><math xmlns="http://www.w3.org/1998/Math/MathML" id="M26" display="inline" overflow="scroll" dspmath="mathml"><mrow class="chem"><msubsup><mi mathvariant="normal">pNO</mi><mn mathvariant="normal">3</mn><mo>-</mo></msubsup></mrow></math><span><svg:svg xmlns:svg="http://www.w3.org/2000/svg" width="31pt" height="16pt" class="svg-formula" dspmath="mathimg" md5hash="c44bc829b1d2dd5dfebd4ff0afb4c92a"><svg:image xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="acp-22-14631-2022-ie00011.svg" width="31pt" height="16pt" src="acp-22-14631-2022-ie00011.png"/></svg:svg></span></span>. Total <span class="inline-formula">S</span> deposition ranged from 1.3–8.5 <span class="inline-formula"><math xmlns="http://www.w3.org/1998/Math/MathML" id="M28" display="inline" overflow="scroll" dspmath="mathml"><mrow class="unit"><mi mathvariant="normal">kg</mi><mspace linebreak="nobreak" width="0.125em"/><mi mathvariant="normal">S</mi><mspace linebreak="nobreak" width="0.125em"/><msup><mi mathvariant="normal">ha</mi><mrow><mo>-</mo><mn mathvariant="normal">1</mn></mrow></msup><mspace linebreak="nobreak" width="0.125em"/><msup><mi mathvariant="normal">yr</mi><mrow><mo>-</mo><mn mathvariant="normal">1</mn></mrow></msup></mrow></math><span><svg:svg xmlns:svg="http://www.w3.org/2000/svg" width="67pt" height="15pt" class="svg-formula" dspmath="mathimg" md5hash="db3a753ee79214b162c2d1348d11fbef"><svg:image xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="acp-22-14631-2022-ie00012.svg" width="67pt" height="15pt" src="acp-22-14631-2022-ie00012.png"/></svg:svg></span></span> and was dominated by wet deposition of <span class="inline-formula"><math xmlns="http://www.w3.org/1998/Math/MathML" id="M29" display="inline" overflow="scroll" dspmath="mathml"><mrow class="chem"><msubsup><mi mathvariant="normal">SO</mi><mn mathvariant="normal">4</mn><mrow><mn mathvariant="normal">2</mn><mo>-</mo></mrow></msubsup></mrow></math><span><svg:svg xmlns:svg="http://www.w3.org/2000/svg" width="29pt" height="17pt" class="svg-formula" dspmath="mathimg" md5hash="b70d5f4b00154e4d755a80f8e49b3806"><svg:image xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="acp-22-14631-2022-ie00013.svg" width="29pt" height="17pt" src="acp-22-14631-2022-ie00013.png"/></svg:svg></span></span> and dry deposition of <span class="inline-formula">SO<sub>2</sub></span>. Relative percentages of wet and dry <span class="inline-formula">S</span> deposition were 45 %–89 % and 11 %–55 %, respectively. Acidic ion fluxes were greatest in southeastern Canada and were comparable among the west coast, prairie, remote, and eastern Canadian sites. Oxidized <span class="inline-formula">N</span> (dry <span class="inline-formula">HNO<sub>3</sub></span>, dry <span class="inline-formula"><math xmlns="http://www.w3.org/1998/Math/MathML" id="M34" display="inline" overflow="scroll" dspmath="mathml"><mrow class="chem"><msubsup><mi mathvariant="normal">pNO</mi><mn mathvariant="normal">3</mn><mo>-</mo></msubsup></mrow></math><span><svg:svg xmlns:svg="http://www.w3.org/2000/svg" width="31pt" height="16pt" class="svg-formula" dspmath="mathimg" md5hash="38cc5302f6d406a812f60ef70422f3c3"><svg:image xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="acp-22-14631-2022-ie00014.svg" width="31pt" height="16pt" src="acp-22-14631-2022-ie00014.png"/></svg:svg></span></span>, wet <span class="inline-formula"><math xmlns="http://www.w3.org/1998/Math/MathML" id="M35" display="inline" overflow="scroll" dspmath="mathml"><mrow class="chem"><msubsup><mi mathvariant="normal">NO</mi><mn mathvariant="normal">3</mn><mo>-</mo></msubsup></mrow></math><span><svg:svg xmlns:svg="http://www.w3.org/2000/svg" width="25pt" height="16pt" class="svg-formula" dspmath="mathimg" md5hash="3408ea7bd52ee01c6f48215a5b5364fb"><svg:image xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="acp-22-14631-2022-ie00015.svg" width="25pt" height="16pt" src="acp-22-14631-2022-ie00015.png"/></svg:svg></span></span>) deposition was greater than that of reduced <span class="inline-formula">N</span> (dry <span class="inline-formula"><math xmlns="http://www.w3.org/1998/Math/MathML" id="M37" display="inline" overflow="scroll" dspmath="mathml"><mrow class="chem"><msubsup><mi mathvariant="normal">pNH</mi><mn mathvariant="normal">4</mn><mo>+</mo></msubsup></mrow></math><span><svg:svg xmlns:svg="http://www.w3.org/2000/svg" width="30pt" height="15pt" class="svg-formula" dspmath="mathimg" md5hash="f78a16639738545719f76f703267bab2"><svg:image xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="acp-22-14631-2022-ie00016.svg" width="30pt" height="15pt" src="acp-22-14631-2022-ie00016.png"/></svg:svg></span></span>, wet <span class="inline-formula"><math xmlns="http://www.w3.org/1998/Math/MathML" id="M38" display="inline" overflow="scroll" dspmath="mathml"><mrow class="chem"><msubsup><mi mathvariant="normal">NH</mi><mn mathvariant="normal">4</mn><mo>+</mo></msubsup></mrow></math><span><svg:svg xmlns:svg="http://www.w3.org/2000/svg" width="24pt" height="15pt" class="svg-formula" dspmath="mathimg" md5hash="dcfda7f7e9e6d10ee21653c7e18f979d"><svg:image xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="acp-22-14631-2022-ie00017.svg" width="24pt" height="15pt" src="acp-22-14631-2022-ie00017.png"/></svg:svg></span></span>) in the early 2000s. In 2014–2018, reduced <span class="inline-formula">N</span> deposition surpassed that of oxidized <span class="inline-formula">N</span> in southeastern Canada. Total <span class="inline-formula">N</span> and <span class="inline-formula">S</span> deposition decreased significantly at a rate of <span class="inline-formula">−</span>0.03 to <span class="inline-formula">−</span>0.25 <span class="inline-formula"><math xmlns="http://www.w3.org/1998/Math/MathML" id="M45" display="inline" overflow="scroll" dspmath="mathml"><mrow class="unit"><mi mathvariant="normal">kg</mi><mspace width="0.125em" linebreak="nobreak"/><mi mathvariant="normal">N</mi><mspace linebreak="nobreak" width="0.125em"/><msup><mi mathvariant="normal">ha</mi><mrow><mo>-</mo><mn mathvariant="normal">1</mn></mrow></msup><mspace width="0.125em" linebreak="nobreak"/><msup><mi mathvariant="normal">yr</mi><mrow><mo>-</mo><mn mathvariant="normal">1</mn></mrow></msup></mrow></math><span><svg:svg xmlns:svg="http://www.w3.org/2000/svg" width="68pt" height="15pt" class="svg-formula" dspmath="mathimg" md5hash="6082b3c1b0abf227bd451ea4b431411a"><svg:image xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="acp-22-14631-2022-ie00018.svg" width="68pt" height="15pt" src="acp-22-14631-2022-ie00018.png"/></svg:svg></span></span> (<span class="inline-formula">−</span>1.1 % yr<span class="inline-formula"><sup>−1</sup></span> to <span class="inline-formula">−</span>3.3 <span class="inline-formula">% yr<sup>−1</sup></span>) and <span class="inline-formula">−</span>0.08 to <span class="inline-formula">−</span>0.66 <span class="inline-formula"><math xmlns="http://www.w3.org/1998/Math/MathML" id="M52" display="inline" overflow="scroll" dspmath="mathml"><mrow class="unit"><mi mathvariant="normal">kg</mi><mspace linebreak="nobreak" width="0.125em"/><mi mathvariant="normal">S</mi><mspace width="0.125em" linebreak="nobreak"/><msup><mi mathvariant="normal">ha</mi><mrow><mo>-</mo><mn mathvariant="normal">1</mn></mrow></msup><mspace width="0.125em" linebreak="nobreak"/><msup><mi mathvariant="normal">yr</mi><mrow><mo>-</mo><mn mathvariant="normal">1</mn></mrow></msup></mrow></math><span><svg:svg xmlns:svg="http://www.w3.org/2000/svg" width="67pt" height="15pt" class="svg-formula" dspmath="mathimg" md5hash="41d8c5febce87ced38b47973f962892d"><svg:image xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="acp-22-14631-2022-ie00019.svg" width="67pt" height="15pt" src="acp-22-14631-2022-ie00019.png"/></svg:svg></span></span> (<span class="inline-formula">−</span>3.5 % yr<span class="inline-formula"><sup>−1</sup></span> to <span class="inline-formula">−</span>6.6 <span class="inline-formula">% yr<sup>−1</sup></span>), respectively, among the sites. The weak declining trend in total <span class="inline-formula">N</span> deposition at the west coast site was consistent with the slower decline in <span class="inline-formula">NO<sub><i>x</i></sub></span> emissions in western Canada. Reductions in total <span class="inline-formula">N</span> deposition were driven by its oxidized form as trends in reduced <span class="inline-formula">N</span> were non-significant. As a result, reduced <span class="inline-formula">N</span> contributions to total <span class="inline-formula">N</span> deposition increased on average from 42 % in 2000–2004 to 53 % in 2014–2018. Anthropogenic <span class="inline-formula">NO<sub><i>x</i></sub></span> and <span class="inline-formula">SO<sub>2</sub></span> emissions reductions in both eastern Canada and eastern US were highly effective in reducing total oxidized <span class="inline-formula">N</span> and total <span class="inline-formula">S</span> deposition, respectively, in eastern Canada. Acidic deposition exceeded terrestrial CL at 5 of the 14 sites and aquatic CL at 2 of the 5 sites in the early 2000s. However, exceedances have been trending downwards and acidic deposition fluxes were mostly near or below CL after 2012 for the subset of sites assessed, which support recovery from historical acidification. Further assessments of CL exceedances are required in other Canadian regions susceptible to acidification and affected by elevated or increasing <span class="inline-formula">N</span> and <span class="inline-formula">S</span> emissions.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.304
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.1410.003

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.066
GPT teacher head0.322
Teacher spread0.256 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreOther

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

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Citations0
Published2022
Admission routes2
Has abstractyes

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