<?xml version='1.0' encoding='UTF-8'?>
<metadata xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
  <idinfo>
    <citation>
      <citeinfo>
        <origin>Liam N. Schenk</origin>
        <pubdate>20250930</pubdate>
        <title>Model Archive Summary for Suspended Sediment Concentration at station 11510700, Klamath River below John C. Boyle Powerplant, near Keno, OR, October 2023 to February 2025</title>
        <geoform>spreadsheet</geoform>
        <onlink>https://doi.org/10.5066/P147NJAV</onlink>
      </citeinfo>
    </citation>
    <descript>
      <abstract>This model archive summary (MAS) and associated model calibration data contains two model evaluations: 1) a model validation of the prior-published sediment surrogate model at this site for WY 2019-2023, and 2) a new log-transformed turbidity-suspended sediment (SSC) regression model computing SSC from 01/17/2024 to 2/27/2025 following the drawdown of the John C. Boyle reservoir and release of large amounts of sediment from behind the dam prior to the physical removal of the dam in August 2024. The methods used follow USGS guidance as referenced in Office of Surface Water (OSW)/Office of Water Quality (OWQ) technical memoranda 2016.07 and USGS techniques and methods, book 3-chapter C4 (Rasmussen and others, 2009).</abstract>
      <purpose>The purpose of this data release is to document techniques and methods used to develop a turbidity-derived suspended sediment computation model for the Klamath River below John C. Boyle power plant near Keno, Oregon, following the drawdown and removal of the John C. Boyle dam in water year 2024.  The model represents cross section composite suspended sediment concentrations.</purpose>
    </descript>
    <timeperd>
      <timeinfo>
        <rngdates>
          <begdate>20230913</begdate>
          <enddate>20250227</enddate>
        </rngdates>
      </timeinfo>
      <current>ground condition</current>
    </timeperd>
    <status>
      <progress>Complete</progress>
      <update>None planned</update>
    </status>
    <spdom>
      <bounding>
        <westbc>-122.1954</westbc>
        <eastbc>-121.9812</eastbc>
        <northbc>42.1614</northbc>
        <southbc>42.0105</southbc>
      </bounding>
    </spdom>
    <keywords>
      <theme>
        <themekt>ISO 19115 Topic Category</themekt>
        <themekey>inlandWaters</themekey>
      </theme>
      <theme>
        <themekt>USGS Thesaurus</themekt>
        <themekey>suspended material (water)</themekey>
      </theme>
      <theme>
        <themekt>USGS Metadata Identifier</themekt>
        <themekey>USGS:686d9ff2d4be026f4a0164a8</themekey>
      </theme>
      <place>
        <placekt>Common geographic areas</placekt>
        <placekey>Oregon</placekey>
      </place>
      <place>
        <placekt>GNIS</placekt>
        <placekey>Klamath River</placekey>
      </place>
    </keywords>
    <accconst>None.  Users are advised to read the dataset's metadata thoroughly to understand appropriate use and data limitations.</accconst>
    <useconst>These data are in the public domain in accordance with Creative Commons Zero v1.0 Universal Public Domain Dedication (CC0-1.0) and have no use constraints.</useconst>
    <ptcontac>
      <cntinfo>
        <cntperp>
          <cntper>Liam Schenk</cntper>
        </cntperp>
        <cntaddr>
          <addrtype>mailing and physical</addrtype>
          <address>63095 Deschutes Market Road</address>
          <city>Bend</city>
          <state>OR</state>
          <postal>97701</postal>
        </cntaddr>
        <cntvoice>541-408-8731</cntvoice>
        <cntemail>gs-w-or_sciencebase@usgs.gov</cntemail>
      </cntinfo>
    </ptcontac>
    <crossref>
      <citeinfo>
        <origin>Pat P. Rasmussen</origin>
        <origin>John R. Gray</origin>
        <origin>G. Douglas Glysson</origin>
        <origin>Andrew C. Ziegler</origin>
        <pubdate>2009</pubdate>
        <title>Guidelines and Procedures for Computing  Time-Series Suspended-Sediment  Concentrations and Loads from In-Stream  Turbidity-Sensor and Streamflow Data</title>
        <geoform>publication</geoform>
        <pubinfo>
          <pubplace>n/a</pubplace>
          <publish>U.S. Geological Survey</publish>
        </pubinfo>
        <othercit>USGS open file report describing techniques and methods for creating sediment surrogate models.</othercit>
        <onlink>https://pubs.usgs.gov/tm/tm3c4/</onlink>
      </citeinfo>
    </crossref>
    <crossref>
      <citeinfo>
        <origin>U.S. Geological Survey</origin>
        <pubdate>20160930</pubdate>
        <title>Policy and guidance for approval of surrogate regression models for computation of  time series suspended-sediment concentrations and loads</title>
        <edition>Technical Memorandum</edition>
        <geoform>publication</geoform>
        <othercit>Office of Surface Water Technical Memorandum 2016.07
Office of Water Quality Technical Memorandum 2016.10</othercit>
        <onlink>https://water.usgs.gov/admin/memo/SW/sw.2016.07+wq.2016.10.pdf</onlink>
      </citeinfo>
    </crossref>
  </idinfo>
  <dataqual>
    <attracc>
      <attraccr>Data accuracy was evaluated by plotting the suspended sediment concentration (SSC) observations on the time series of regression-computed SSC and the 90 percent prediction intervals.  The 90 percent prediction intervals represent the range in uncertainty associated with each regression-computed SSC value.  Accuracy is also evaluated by examining the residual plots of regression-computed and observed values of SSC.</attraccr>
    </attracc>
    <logic>The observed suspended sediment concentration (SSC) values fall within the 90 percent prediction intervals of the regression-computed SSC.</logic>
    <complete>The data represent occurrences of suspended sediment concentrations (SSC) at a specific location, USGS site ID 11510700, Klamath River below John C. Boyle power plant, near Keno, OR</complete>
    <lineage>
      <srcinfo>
        <srccite>
          <citeinfo>
            <origin>United States Geological Survey</origin>
            <pubdate>1994</pubdate>
            <title>USGS Water Data for the Nation</title>
            <geoform>dataset</geoform>
            <pubinfo>
              <pubplace>https://www.sciencebase.gov</pubplace>
              <publish>U.S. Geological Survey</publish>
            </pubinfo>
            <onlink>https://doi.org/10.5066/f7p55kjn</onlink>
          </citeinfo>
        </srccite>
        <typesrc>Digital and/or Hardcopy</typesrc>
        <srctime>
          <timeinfo>
            <rngdates>
              <begdate>20231001</begdate>
              <enddate>20250227</enddate>
            </rngdates>
          </timeinfo>
          <srccurr>observed</srccurr>
        </srctime>
        <srccitea>Turbidity, streamflow, and suspended-sediment concentration data</srccitea>
        <srccontr>This source input is used to obtain data used in this data release.</srccontr>
      </srcinfo>
      <procstep>
        <procdesc>Time series of turbidity and streamflow, and discrete suspended-sediment concentration and percent fines data are obtained from the USGS National Water Information System (NWIS) and R software version 4.4.0.</procdesc>
        <procdate>20250703</procdate>
      </procstep>
      <procstep>
        <procdesc>The calibration dataset was generated by pairing suspended-sediment concentration (SSC) results with concurrent readings of turbidity in formazin nephelometric units (FNU) using data obtained from the USGS Water Data for the Nation and R software version 4.4.0.  Model selection followed methods described in USGS Techniques and Methods 3-C4 (DOI 10.3133/tm3C4).  The resulting dataset was loaded into the "wren" package version 0.0.1 (https://code.usgs.gov/water/stats/wren) to generate model statistics and plots for the final model.</procdesc>
        <procdate>20250703</procdate>
      </procstep>
    </lineage>
  </dataqual>
  <spref>
    <horizsys>
      <geograph>
        <latres>1</latres>
        <longres>1</longres>
        <geogunit>Degrees, minutes, and decimal seconds</geogunit>
      </geograph>
      <geodetic>
        <horizdn>North American Datum of 1927 (NAD 27)</horizdn>
        <ellips>Clarke 1866</ellips>
        <semiaxis>6378206.400000</semiaxis>
        <denflat>294.978698</denflat>
      </geodetic>
    </horizsys>
  </spref>
  <eainfo>
    <detailed>
      <enttyp>
        <enttypl>Boyle_caldata_2024_final.csv</enttypl>
        <enttypd>Comma Separated Value (CSV) file containing suspended-sediment,percent fines, turbidity, and streamflow data used to calibrate the surrogate model described in the model archive summary word document.</enttypd>
        <enttypds>Producer Defined</enttypds>
      </enttyp>
      <attr>
        <attrlabl>datetime</attrlabl>
        <attrdef>The date and time when the sample was collected, in pacific standard time</attrdef>
        <attrdefs>Producer Defined</attrdefs>
        <attrdomv>
          <rdom>
            <rdommin>1/17/2024 10:50</rdommin>
            <rdommax>9/4/2024 7:23</rdommax>
            <attrunit>day</attrunit>
            <attrmres>1</attrmres>
          </rdom>
        </attrdomv>
      </attr>
      <attr>
        <attrlabl>WY</attrlabl>
        <attrdef>The water year in which the sample was collected</attrdef>
        <attrdefs>Producer Defined</attrdefs>
        <attrdomv>
          <rdom>
            <rdommin>2023</rdommin>
            <rdommax>2025</rdommax>
            <attrunit>water year</attrunit>
            <attrmres>1</attrmres>
          </rdom>
        </attrdomv>
      </attr>
      <attr>
        <attrlabl>SSC</attrlabl>
        <attrdef>Suspended Sediment Concentration of the sample</attrdef>
        <attrdefs>Producer Defined</attrdefs>
        <attrdomv>
          <rdom>
            <rdommin>5</rdommin>
            <rdommax>5720</rdommax>
            <attrunit>milligrams per liter</attrunit>
            <attrmres>1</attrmres>
          </rdom>
        </attrdomv>
      </attr>
      <attr>
        <attrlabl>CSC</attrlabl>
        <attrdef>Cross section coefficient.  A unitless value used to change the concentration of an ISCO or GRAB sample to represent cross section suspended sediment concentration</attrdef>
        <attrdefs>Producer Defined</attrdefs>
        <attrdomv>
          <edom>
            <edomv>.</edomv>
            <edomvd>Not applicable, cross section coefficient not needed because the sample is a cross section composite.</edomvd>
            <edomvds>Producer defined</edomvds>
          </edom>
        </attrdomv>
        <attrdomv>
          <rdom>
            <rdommin>0.81</rdommin>
            <rdommax>1.01</rdommax>
            <attrunit>unitless</attrunit>
            <attrmres>0.01</attrmres>
          </rdom>
        </attrdomv>
      </attr>
      <attr>
        <attrlabl>final_SSC</attrlabl>
        <attrdef>The final suspended sediment concentration used to calibrate the model, after the cross section coefficient is applied (if applicable)</attrdef>
        <attrdefs>Producer Defined</attrdefs>
        <attrdomv>
          <rdom>
            <rdommin>4</rdommin>
            <rdommax>5720</rdommax>
            <attrunit>milligrams per liter</attrunit>
            <attrmres>1</attrmres>
          </rdom>
        </attrdomv>
      </attr>
      <attr>
        <attrlabl>Fines</attrlabl>
        <attrdef>The percent of the sample with grain size &lt; 0.0625 mm in diameter</attrdef>
        <attrdefs>Producer Defined</attrdefs>
        <attrdomv>
          <rdom>
            <rdommin>68</rdommin>
            <rdommax>100</rdommax>
            <attrunit>percent</attrunit>
            <attrmres>1</attrmres>
          </rdom>
        </attrdomv>
      </attr>
      <attr>
        <attrlabl>SampleType</attrlabl>
        <attrdef>The type of sample collected in the field for suspended sediment concentration laboratory analysis</attrdef>
        <attrdefs>Producer Defined</attrdefs>
        <attrdomv>
          <edom>
            <edomv>GRAB</edomv>
            <edomvd>A sample collected by hand with an open mouth bottle near the intake tube for the pumping sampler.</edomvd>
            <edomvds>Producer defined</edomvds>
          </edom>
        </attrdomv>
        <attrdomv>
          <edom>
            <edomv>ISCO</edomv>
            <edomvd>A sample collected from the stream using a suction lift pumping mechanism</edomvd>
            <edomvds>Producer defined</edomvds>
          </edom>
        </attrdomv>
        <attrdomv>
          <edom>
            <edomv>EDI</edomv>
            <edomvd>equal discharge increment, a sample that represents cross section composite concentration of suspended sediment</edomvd>
            <edomvds>Producer defined</edomvds>
          </edom>
        </attrdomv>
      </attr>
      <attr>
        <attrlabl>Flow_Inst</attrlabl>
        <attrdef>Instantaneous streamflow</attrdef>
        <attrdefs>Producer Defined</attrdefs>
        <attrdomv>
          <rdom>
            <rdommin>345</rdommin>
            <rdommax>9210</rdommax>
            <attrunit>cubic feet per second</attrunit>
            <attrmres>1</attrmres>
          </rdom>
        </attrdomv>
      </attr>
      <attr>
        <attrlabl>Turb_Inst</attrlabl>
        <attrdef>Instantaneous turbidity</attrdef>
        <attrdefs>Producer Defined</attrdefs>
        <attrdomv>
          <rdom>
            <rdommin>1.5</rdommin>
            <rdommax>711.0</rdommax>
            <attrunit>formazin nephelometric units</attrunit>
            <attrmres>0.1</attrmres>
          </rdom>
        </attrdomv>
      </attr>
      <attr>
        <attrlabl>logQ</attrlabl>
        <attrdef>log-10 transformed instantaneous streamflow</attrdef>
        <attrdefs>Producer Defined</attrdefs>
        <attrdomv>
          <rdom>
            <rdommin>2.537819095</rdommin>
            <rdommax>3.96425963</rdommax>
            <attrunit>log10 of cubic feet per second</attrunit>
            <attrmres>0.000000001</attrmres>
          </rdom>
        </attrdomv>
      </attr>
      <attr>
        <attrlabl>logTurb</attrlabl>
        <attrdef>log-10 transformed turbidity</attrdef>
        <attrdefs>Producer Defined</attrdefs>
        <attrdomv>
          <rdom>
            <rdommin>0.176091259</rdommin>
            <rdommax>2.851869601</rdommax>
            <attrunit>log10 of formazin nephelometric units</attrunit>
            <attrmres>0.000000001</attrmres>
          </rdom>
        </attrdomv>
      </attr>
      <attr>
        <attrlabl>logSSC</attrlabl>
        <attrdef>log-10 transformed suspended sediment concentration</attrdef>
        <attrdefs>Producer Defined</attrdefs>
        <attrdomv>
          <rdom>
            <rdommin>0.602059991</rdommin>
            <rdommax>3.757396029</rdommax>
            <attrunit>log10 of milligrams per liter</attrunit>
            <attrmres>0.000000001</attrmres>
          </rdom>
        </attrdomv>
      </attr>
      <attr>
        <attrlabl>Model Type</attrlabl>
        <attrdef>The type of model the data were used for</attrdef>
        <attrdefs>Producer Defined</attrdefs>
        <attrdomv>
          <edom>
            <edomv>VAL_2019-2023</edomv>
            <edomvd>Validation model for the prior-published 2019-2023 dataset</edomvd>
            <edomvds>Producer defined</edomvds>
          </edom>
        </attrdomv>
        <attrdomv>
          <edom>
            <edomv>NEW_2024-2025</edomv>
            <edomvd>The new model for the January 2024 to February 2025 model</edomvd>
            <edomvds>Producer defined</edomvds>
          </edom>
        </attrdomv>
      </attr>
    </detailed>
  </eainfo>
  <distinfo>
    <distrib>
      <cntinfo>
        <cntperp>
          <cntper>GS ScienceBase</cntper>
          <cntorg>U.S. Geological Survey</cntorg>
        </cntperp>
        <cntaddr>
          <addrtype>mailing address</addrtype>
          <address>Denver Federal Center, Building 810, Mail Stop 302</address>
          <city>Denver</city>
          <state>CO</state>
          <postal>80225</postal>
          <country>United States</country>
        </cntaddr>
        <cntvoice>1-888-275-8747</cntvoice>
        <cntemail>sciencebase@usgs.gov</cntemail>
      </cntinfo>
    </distrib>
    <distliab>Unless otherwise stated, all data, metadata and related materials are considered to satisfy the quality standards relative to the purpose for which the data were collected. Although these data and associated metadata have been reviewed for accuracy and completeness and approved for release by the U.S. Geological Survey (USGS), no warranty expressed or implied is made regarding the display or utility of the data for other purposes, nor on all computer systems, nor shall the act of distribution constitute any such warranty.</distliab>
    <stdorder>
      <digform>
        <digtinfo>
          <formname>Digital Data</formname>
        </digtinfo>
        <digtopt>
          <onlinopt>
            <computer>
              <networka>
                <networkr>https://doi.org/10.5066/P147NJAV</networkr>
              </networka>
            </computer>
          </onlinopt>
        </digtopt>
      </digform>
      <fees>None</fees>
    </stdorder>
  </distinfo>
  <metainfo>
    <metd>20250929</metd>
    <metc>
      <cntinfo>
        <cntperp>
          <cntper>Liam N Schenk</cntper>
        </cntperp>
        <cntpos>Science Advisor</cntpos>
        <cntaddr>
          <addrtype>mailing and physical</addrtype>
          <address>63095 Deschutes Market Rd.</address>
          <city>Bend</city>
          <state>OR</state>
          <postal>97701</postal>
        </cntaddr>
        <cntvoice>541-408-8731</cntvoice>
        <cntemail>gs-w-or_sciencebase@usgs.gov</cntemail>
      </cntinfo>
    </metc>
    <metstdn>FGDC Content Standard for Digital Geospatial Metadata</metstdn>
    <metstdv>FGDC-STD-001-1998</metstdv>
  </metainfo>
</metadata>
