the role of nutrients in ecological classification of ...€¦ · general, and nutrients in...

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1 The role of nutrients in ecological classification of freshwaters: report of ECOSTAT workshop, Tallinn, 29-30 May 2018 Introduction In theory, the role of nutrients in the classification of freshwaters involves a straightforward application of the text in Annex V of the WFD which describes how supporting elements in general, and nutrients in particular, should determine final status classifications. The normative definitions of ecological status classification (WFD Annex V, Tables 1.2.1 – 1.2.5) uses identical words to describe nutrient concentrations that are consistent with high, good and moderate status irrespective of water body type. These are: High status: “Nutrient concentrations remain within the range normally associated with undisturbed conditions” Good status: “Nutrient concentrations do not exceed the levels established so as to ensure the functioning of the ecosystem and the achievement of the values specified [in the normative definitions] for the biological quality elements.” Moderate status: “Conditions consistent with the achievement of the values specified [in the normative definitions] for the biological quality elements.” The “one out, all out” rule applies to supporting elements as well as to biological quality elements, so a nutrient concentration that corresponded with the normative definition for moderate status should lead to the overall designation for the water body in question being moderate status, even if the BQEs were all at high or good status. In practice, however, it is clear that approaches to the use of supporting elements in general, and nutrients in particular, varies considerably around the European Union. For this reason, a key activity of ECOSTAT in recent years has been to understand how Member States use all supporting elements for the assessment of ecological status, but with a particular focus on the role of nutrients. This started out by understanding how Member States established the nutrient concentrations required to support ecological status and then, having noted considerable variation in approaches, working towards an understanding of “best practice”. This, in turn, required recognition of a number of challenges (not least of which are weak relationships between biological quality elements and inorganic nutrients for a variety of reasons, and the role of other stressors) and has resulted in a CIS guidance document due to be published later in 2018.

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Theroleofnutrientsinecologicalclassificationoffreshwaters:reportofECOSTATworkshop,Tallinn,29-30May2018

Introduction

Intheory,theroleofnutrientsintheclassificationoffreshwatersinvolvesastraightforwardapplicationofthetextinAnnexVoftheWFDwhichdescribeshowsupportingelementsingeneral,andnutrientsinparticular,shoulddeterminefinalstatusclassifications.Thenormativedefinitionsofecologicalstatusclassification(WFDAnnexV,Tables1.2.1–1.2.5)usesidenticalwordstodescribenutrientconcentrationsthatareconsistentwithhigh,goodandmoderatestatusirrespectiveofwaterbodytype.Theseare:

Highstatus:“Nutrientconcentrationsremainwithintherangenormallyassociatedwithundisturbedconditions”

Goodstatus:“Nutrientconcentrationsdonotexceedthelevelsestablishedsoastoensurethefunctioningoftheecosystemandtheachievementofthevaluesspecified[inthenormativedefinitions]forthebiologicalqualityelements.”

Moderatestatus:“Conditionsconsistentwiththeachievementofthevaluesspecified[inthenormativedefinitions]forthebiologicalqualityelements.”

The“oneout,allout”ruleappliestosupportingelementsaswellastobiologicalqualityelements,soanutrientconcentrationthatcorrespondedwiththenormativedefinitionformoderatestatusshouldleadtotheoveralldesignationforthewaterbodyinquestionbeingmoderatestatus,eveniftheBQEswereallathighorgoodstatus.

Inpractice,however,itisclearthatapproachestotheuseofsupportingelementsingeneral,andnutrientsinparticular,variesconsiderablyaroundtheEuropeanUnion.Forthisreason,akeyactivityofECOSTATinrecentyearshasbeentounderstandhowMemberStatesuseallsupportingelementsfortheassessmentofecologicalstatus,butwithaparticularfocusontheroleofnutrients.ThisstartedoutbyunderstandinghowMemberStatesestablishedthenutrientconcentrationsrequiredtosupportecologicalstatusandthen,havingnotedconsiderablevariationinapproaches,workingtowardsanunderstandingof“bestpractice”.This,inturn,requiredrecognitionofanumberofchallenges(notleastofwhichareweakrelationshipsbetweenbiologicalqualityelementsandinorganicnutrientsforavarietyofreasons,andtheroleofotherstressors)andhasresultedinaCISguidancedocumentduetobepublishedlaterin2018.

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Therewas,however,recognitionearlyinthisprocessthattheprocessofsettingstandardsfornutrientconcentrationswastightlylinkedtoacountry’sregulatorymechanisms.Thisisparticularlytrueforinorganicnutrients,whereweakrelationshipsbetweenthepressurevariableandthebiologicalresponsecreateuncertaintybothfordecidingwhetherthereisagenuineimpactasaresultofelevatednutrients,andthatthereisahighlikelihoodofanimprovementifstepsaretakentoreducenutrientconcentrations.

Inbrief,ifaMemberState’spolicyistotakeactionassoonasaregulatorystandardisbreached,thenitmakessensetosetarelativelystrictnutrientboundaryinordertominimizethelikelihoodofa“falsepositive”.Ontheotherhand,ifaMemberStaterequiresbothbiologyandchemistrytofallbelowgoodstatusbeforetakingaction,thenastrictnutrientstandardwillincreasetheriskofa“falsenegative”and,instead,amorerelaxednutrientstandardmaybeappropriate(Theseissuesarediscussedinmoredetailinsection2.2oftheCISguidance).

Thisreport(basedondiscussionsheldattheECOSTATworkshopinTallinn)explorestheinteractionsbetweenscienceandregulationthatleadtofinalstatusclassifications.Thisinvolvesrecognizingboththatnutrientsareamajorreasonforfreshwatersnotachievinggoodstatus(and,therefore,compromisethelong-termsustainablewaterresource)andthatnutrientandbiologicaldataarehighlyvariable,whichmeansthatarrivingattherightdecisionforanyindividualwaterbodymaynotbestraightforward.

Theroleof“expertjudgment”

Thephrase“expertjudgment”occurredseveraltimesduringdiscussionsattheworkshop,andaninitialconsiderationofwhatismeantbythisterm,andhowitappliestotheclassificationofwaterbodiesisnecessarybeforeproceeding.

Therearefourreferencestotheuseof“expertjudgment”inthetextoftheWFD(AnnexII,1.3,AnnexV,1.3.4(twice)andAnnexV,1.4.1)althoughthefirstandlastinstances(selectionofreferenceandintercalibrationsites)havebothbeensupersededbymorerecentCISguidelines.Theothertworeferencesto“expertjudgment”refertosamplingfrequenciesforsurveillanceandoperationalmonitoring,andgiveMemberStatesscopetovary(withinlimits)theintensityatwhichdifferentqualityelementsareevaluated.Thisbriefanalysisindicatesthat,whilstthereareprecedentsfortheuseof“expertjudgment”intheimplementationoftheWFD,therearealsosituationswhereexperiencegainedthroughimplementationmeansthat“expertjudgment”canbereplacedbymorerigorous,evidence-basedprocedures.Thecaseofreferenceconditionsisuseful,inthepresentcontext,because,here,expertjudgmentisallowedonlywhereotherapproaches(spatiallybasedorbasedonmodelingoracombination)arenotpossible(AnnexII,1.3paragraph3).Expertjudgementisnot,strictlyspeaking,analternative;ratheralastresortinsituationswherestrongevidenceisnotavailable.

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Thepresentdiscussionsdivideintotwobroadscenarios:

First,datafromalargenumberofspecificcases(i.e.individuallakesorrivers)wasusedtoinferageneralsituation(i.e.nutrientconcentrationsconsistentwithgoodstatus);

Second,thisgeneralsituationwasthenusedtopredictthenutrientstatusforindividuallakesandriverswhich,inturn,contributedtotheirfinalstatusassessment.

Inbothcases,thereshouldbeadirectpathwayfromtheevidencetotheoutcome.Inpractice,unaccountedvariation(partstochastic,partunmeasured)meansthatthereisrarelyanunambiguousoutcome,butratherarangeofprobabilities,recognizingthatthesamebiologicalstatecanoccuratseveralnutrientconcentrations.Theboundaryconcentrationissetfromamongstthesepossiblevaluesbased,partly,onanunderstandingofhowtheinformationwillbeusedintheregulatoryprocess(seech.7inCISGuidance).

Newcasesarethenevaluatedagainstthisboundarybut,again,variabilityinbothbiologicalandnutrientdatameansthataface-valueinterpretationmaybemisleading,especiallywheneitherthebiologicalorchemicalmeasurementsareclosetotheboundary.Inthissituation,adecisionmaynecessitatelookingbeyondthenarrowevidencebaseusedforformalassessments.

Bothsituationsrepresentthelegitimateuseof“expertjudgment”,recognizingthatitisnotpossibletocaptureallaspectsoftheinteractionsbetweennutrientsandbiologywithinthelimitedmeasurementsthatarepossiblewithinnationwidemonitoringnetworks.

Themeetingrecognizedthatexpertjudgmentcanplayanimportantrole,particularlywhenmakingdecisionsaboutindividualwaterbodieswheretherewaslowconfidenceinoutcomesfromformalqualityelements(i.e.ifanEQRwasclosetoastatusclassboundary)orifqualityelementsgaveconflictingresults.ThisexpertjudgmentmaytaketheformofadeeperunderstandingoftheecologyofparticularorganismsorcommunitiesthaniscapturedbytheBQEsorlocalknowledge.However,itisimportantthatthecriteriaonwhichsuchjudgmentsarebasedareclearandtheevidencerelevanttoeachcaseisdocumented.

Keyrecommendations:expertjudgment

• Genuinelyinformedexpertopinionisavaluableadjuncttoformalclassificationdata(BQEs,supportingelements)insomesituations.

• Useofexpertjudgmentneedstobeacknowledgedanddocumented.

• Thecriteriaonwhichjudgmentsarebasedneedtobeclear

• Mostappropriatewhenappliedatthelevelofindividualwaterbodies.

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Settingnutrientcriteria

ThenewCISGuidancedocumentandtoolkitaddresseshowtodevelopnutrientboundariesinlinewiththenormativedefinitions.TheunderlyingassumptionisthataMemberStatehasatleastoneBQEwithastatisticallysignificant(presumedtobecausal)relationshipwithinorganicnutrients.ThisshouldallowMemberStatestocheckexistingboundariesanddevelopnewboundarieswhereappropriate;however,problemswillremainwhenthereisno(oronlyaweak)relationshipbetweentheBQEandnutrients,andwherenutrientsareinteractingwithotherpressures.

ChallengesarisewhenaMemberStatehasonlyasmallnumberofsiteswithinaparticulartype,orwherethenutrientgradientisshort.SomesolutionsaresuggestedintheCISGuidance,allattemptingtoproducelargerdatasetswith,hopefully,strongerrelationshipswithpressure.Thismayentailmergingtypeswithinacountryorlookingbeyondnationalborderstoobtaindatafromsimilarwaterbodieselsewhere.DatasetsdevelopedfortheintercalibrationexerciseofferasignificantopportunityforMemberStatestoshareinformation.Thesehavesummarydata(intercalibrationcommonmetrics,chemistry)aggregatedtointercalibrationtypesthatcouldbeutilizedbyMemberStateswhosenationaldatasetsmaynotyieldsufficientlystrongrelationshipsintheirownright.Theguidelinesforfittingnewormodifiedmethodstoexistingintercalibrationexercises(CISGuidance#30)willalsoenablebetween-countrydifferencestobeminimized(e.g.throughuseoflinearfixed-effectmodels).

AnalternativetoaMemberState“borrowing”datafromneighbourswithsimilarwaterbodytypesistodevelopgenericnutrientboundariesthatareapplicableacrossthesamebroadtypeinseveralMemberStates.ThishasbeenattemptedaspartofECOSTAT’snutrientactivities(seePhillipsetal.,2016)but,atpresent,boundariesareonlyavailableforafewbroadtypes.Oncethesecondroundofreportingiscomplete,thereshouldbemoredataavailablefromwhichsuchrelationshipscanbederived,allowingthenumberofbroadtypesforwhichboundariesareavailabletobeexpanded.

Broadtypeboundariesneedtobetreatedwithcaution,asEQRshavetobe“translated”fromnationalmetrictointercalibrationcommonmetric(ICM)scalesandtheremayalsobedifferencesinthesampling,analysisandstatisticalaggregationofchemicalvariablesbetweenMemberStates.Nonetheless,theseofferamajoropportunitytosupportMemberStatesintheireffortstodevelopeffectivenutrientclassificationcriteria.Expertjudgmentshouldbealastresortwhensettingnutrientboundaries

Keyrecommendations:nutrientcriteria

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• EncourageuseofBPGforMemberStatestocheckanddeveloptheirownnutrientcriteria

• ProvidealibraryofICdatasetsthatMemberStatescanusetosupplementnationaldatawhendevelopingnutrientcriteria

• EncouragesharingdatabetweenneighbouringMemberStatestoenablestrongerrelationshipstobeestablished.

• Extendthecurrentrangeofnutrientboundariestocoverallbroadtype

Usingnutrientcriteriainclassification

Classificationincontext

Classificationisanadministrativesteponalongerjourneytowardsattaininggoodecologicalstatusand,thereby,securingasustainablewaterresourceforEurope.TheWFDandCISGuidancesetoutgeneralrulesforclassificationyetthereisalsoscopeforMemberStatestointerprettheserulesinamannerappropriatetotheirterritory.WhilstMemberStatesneedtoprovideasoundframeworkaroundwhichprogrammesofmeasurescanbeprioritizedanddesigned,theEUasawholeneedsconsistencyininterpretationoftheWFDtoenabletheEUtobettertrackprogressinWFDdeliveryandidentification.ThereisapotentialtensionbetweentheserightsandresponsibilitiesofMemberStatesandtheneedsoftheEuropeanCommission.

TherealsoappearstobeanissuewithimplementationofnutrientcriteriawithinMemberStates.Whilstallhaveproceduresforusingnutrientsintheirclassificationprocedures,thereisashortfallinthedatasubmittedtotheEEA,withdatamissingfor16%oflakes(byarea)and36%ofrivers(bylength).Whetherthisrepresentsanabsenceofdataorjustafailureincommunicationisnotclear.Theproportionofwaterbodieswith“unknown”statusfornutrientsvariesbetweenMemberStatesbutacomparisonofthenumberofwaterbodiesforwhichdataavailable,andthetotalareathattheserepresents,suggeststhat,ingeneral,smallerwaterbodiesarelesslikelytobemonitoredandreportedthanlargerones.

Afurtherissuewhencomparingclassificationresultsisthat,whilstBQEshave(largely)beenharmonizedasaresultoftheintercalibrationexercise,thereisnosuchconsistencyinsupportingelements.Differencesencompasschoiceofdeterminand(i.e.solubleversustotalnutrients),analyticalmethodsandsamplingfrequencyaswellasboundary-settingprocedures.Whilstthelatterisaddressedviathe“bestpracticeguide”andtoolkit,MemberStatesarenotboundtocomplytoanystandardapproach.Thereare,moreover,both

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differencesandambiguityintherulesusedwhencombiningdatafromBQEsandsupportingelementstodetermineafinalclassification,aswellasalackofclarityinhowresultsareextrapolatedtocoverwaterbodiesthathavenotbeenmonitored.Atthesametime,itisclearthatclassificationmethodsareevolvingwithinMemberStatesinthelightofexperience,whichraisesfurtherchallengesofensuringcomparabilitybetweenresultsovertime(and,particularly,betweenRBMP)inordertobeabletotrackprogresstowardsWFDobjectives.

Classificationoutcomesmustbothprovideasoundframeworkaroundwhichprogrammesofmeasurescanbeprioritizedanddesigned

ConsistencyininterpretationofWFDwillenableEUtobettertrackprogressinWFDdeliveryandidentificationofbestpracticewillhelpMSachieveWFDgoals

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Fig.1.Useofsupportingelementsinwaterbodyclassificationforlakes(top)andrivers

(bottom)in2ndRBMP.DatafromtheWISEFreshwatervisualizationtoolsummarizedby

area(lakes)orlength(rivers)forallMS(exceptGR,IE,LV)[finalversionswillberedrawn

andfocussolelyonnutrients]

Classificationinpractice

ECOSTATrepresentativeswerepresentedwiththreescenariosandaskedhowtheircountrywouldclassifyawaterbodyineachcase.Thescenariosandresponseswere:

• Biologyis“good”butnutrientsare“lessthangood”o Presentedwiththisscenario,mostMemberStatesclassifiedthewaterbody

as“lessthangood”status,withjustthree(AT,DE(freshwater),SK)allowingthehigh/goodbiologytooverrideevidenceofnutrientenrichment(Fig.2).

• biologyis“lessthangood”butnutrientsare“good”o TherewasgreaterunanimityamongstMemberStatesandbetweenwater

bodytypesforthisquestion,withallagreeingthatthissituationshouldresultina“lessthangood”finalclassification.

• bothbiologyandnutrientsare“lessthangood”o Asforthepreviousquestion,allMemberStateswouldclassifyawaterbody

withthesecharacteristicsaslessthangoodstatus.

ThefullresultsofthissurveyarepresentedinAppendix1.

Fig.2.MemberStateapproachestoclassificationofawaterbodywhenbiologyisathigh

orgoodstatuswhilstnutrientsarelessthangood.

SeveralMemberStatesaddedcaveatstotheiranswerswhichsuggestedareluctancetoactunlesstheywereconfidentintheface-valueclassificationgivenbyeithertheBQEor

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supportingelement.Theirimmediateresponse,insuchcircumstances,wastotrytoraisetheconfidenceintheclassificationandthenextsectionswilldescribethewaysthatthisisattempted.However,therealsoappearstobedifferencesinthewayconfidenceinteractswithclassificationresults.Insomecountries,lowconfidenceinaBQEorsupportingelementmeansthat“oneoutallout”isoverriddensothatawaterbodymaybereportedtobeat“goodstatus”despitetheface-valueclassificationofoneormoreelementsbeingatmoderatestatus.Inothercountries,thefacevalueclassificationwillbereportedirrespectiveoftheconfidenceinthatclassification,butmeasuresappliedtothatwaterbodymaybelimitedifconfidenceislow.IncreasingconfidenceintheclassificationwascitedbysomeMemberStatesasanappropriatefirst“measure”incaseswhereBQEsandsupportingelementsgaveconflictingresults.

Increasingconfidenceinclassifications

Statisticalaspects

Theissueofconfidencearisesbecausetermssuchas“goodstatus”and“moderatestatus”arecategoricalexpressionsofprobabilitydistributionsderivedfromcontinuousdata(EQRs,nutrientconcentrations).AmeanEQRornutrientconcentrationrepresentsthepointofmaximumprobabilitybutthetailsoftheprobabilitydistributionmayextendintoneighbouringstatusclasses.Asprogrammesofmeasuresinevitablyplacefinancialburdensonbothregulatorsandstakeholders,itisreasonabletorequireahighlevelofconfidenceinaclassification,andparticularlyinthelinkbetweenecologicalstatusandpressures,beforeactionistaken.

Confidenceinaclassificationdevolvesintotwocomponents:proximitytoaboundaryandthereliabilityofthesamplemeanasanestimateofthe“true”(i.e.population)mean.Fig.3representshypotheticaldistributionswithidenticalmeans(0.56,assumedtoindicate“moderatestatus”)butdifferentstandarderrors.Theproximityofthemeanleadstopartofbothdistributionsextendingintotheadjacentstatusclass.Forthewiderofthese,thereisa33%chancethatthe“true”meanisingoodstatus(aswellas0.7%chancethatitis“poorstatus”).Bycontrast,thechanceofthe“true”meanoccurringingoodstatusdropsto19%inthecaseofthenarrowerdistribution.Asstandarderrorisafunctionofsamplesize,astraightforwardoption,whenpresentedwithasituationsuchasthisis,therefore,toincreasethequantityofdatauponwhichthestatuspredictionisbased.

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Fig.3.ConfidencedensityofEQRvaluesforahypotheticalBQEassumingmean=0.56.

Curvesshowshapeofdistributionwhenthestandarderrorislarge(blue)andsmall

(green).Theverticalredlineindicatesthepositionofthegood/moderateboundary.

However,thoughtheriskofmisclassificationdropswithincreasingsamplesize,theproximityofthe“true”meantothegood/moderateboundaryinthiscasemeansthatitisunlikelytobeeliminatedentirely.Therefore,asecondoptionistolookatfurthereutrophicationindicatorstoseeifthese,too,indicateaproblem(Fig.4).Inthisexample,thecombinedlikelihoodofthetrueconditionofthewaterbodybeingatlessthangoodstatusdropsto16%.

RedrawFig.3has0.52not0.56–as1OAomeansthatFig.4isdifficulttointerpret.

BothstrategiesareusedbyMemberStatesinsituationswheretherearemismatchesbetweenstatusderivedfromBQEsandsupportingelementsandbothareclearlysensiblestrategiestoensuringconfidenceboththatawaterbodyislessthangoodstatusandthatnutrientsarethecause.However,whilstsomeMemberStatesseemtoapplytheserulestotheclassificationitself(i.e.requiring>1BQEto“fail”beforeawaterbodyisdowngraded),othersallow“oneoutallout”todeterminetheclassificationbutthenapplyrulessubsequentlytoensureconfidencebeforemeasuresareimplemented(effectively,raisingconfidenceistreatedasadefacto“measure”ininstanceswherethereareambiguousclassificationresults)

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Fig.4.ConfidencedensityofEQRvaluesfortwohypotheticalBQEswithmean=0.56

(solidline)and0.52(dashedline).Theverticalredlineindicatesthepositionofthe

good/moderateboundary.

Keyrecommendations:increasingconfidenceinclassifications

• Instanceswhere“oneout,allout”isoverriddenshouldbedocumented.

• HarmonisedapproachestoclassificationinsituationswhenthereislowconfidenceinBQEsand/ornutrientcriteriawouldbehelpful.

• Agreementisneededonwhetherstepstoraiseconfidenceshouldaffectclassificationresultsorrepresenta“measure”isneeded

• MemberStatesneedflexibilitywhenapplyingclassificationrulesbutsharedexperiencesshouldallow“bestpractice”tobedisseminated.

Overall,itwasclearthatitismorecommonforMemberStatestooverride1OAOtoupgradeawaterbody(e.g.moveittogoodstatuswhenoneBQEorsupportingelementindicatesmoderatestatus)thantheopposite.MemberStatesregardedsuchupgradesasalegitimateresponsetosituationswheretherewasalowconfidenceinaclassification(e.g.whenthefailingBQEwasnaturallyvariable).Theoppositecase(i.e.whenawaterbodyisclassifiedasmoderatestatusdespiteallBQEsandsupportingelementsbeingatgoodstatus)wasregardedasappropriateinsituationswheretherewereknowntobepressurestowhichintercalibratedBQEswerenotsensitive.

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Strengtheningtheevidence:BQEs

Theprevioussectionoutlinedtwobroadstrategiesadoptedincaseswhere1oAodictatedafailuretoachievegoodstatusbutwithlowconfidence:increasingthequantityofdatafortheBQEorsupportingelementconcernedortocollectabroaderrangeofBQEsandnon-biologicalevidence.

WhilstmonitoringthefullrangeofBQEsismandatoryforsurveillancemonitoring,MemberStateshavemoreflexibilitywhendesigningsamplingstrategiesforoperationalmonitoring.Inthecaseofasmall,homogeneouswaterbodywithasinglepressure,theuseofasingleBQEmightbedeemedtobearationaluseofalimitedbudget.However,eveniftheBQEmostsensitivetothepressureinquestionisadopted,therewillstillbealikelihoodofmismatchesbetweenBQEandsupportingelementclassifications,particularlyforsitesthatareclosetostatusclassboundaries.

Thismeansthat,exceptforafewcaseswhereimpactsareveryclear,monitoringmorethanoneBQEperwaterbodyprovidesaninsuranceagainstthescenariosoutlinedintheprevioussection.Ideally,theseBQEsshouldprovidecomplementaryecologicalinsightsintotheprincipalstressorgradient(presumedtobenutrients,inthiscase).WhilstKellyetal.(2016)suggestedadiminishingmarginalutilityfromemployingadditionalBQEsfortheassessmentoflakes(Fig.5),thisfocusedonbroad-scalesurveillancemonitoring,andthesituationwillbedifferentifthefocuswassolelyonlakesthatwereclosetokeyboundaries.Ontheotherhand,theincreaseinoverallstatisticalconfidenceasmoreBQEswereemployedmayberelativelymodest(##to##intheexampleinFig.#)andwilldependonboththerelativesensitivityofeachBQEandthestrengthofeachoftheirrelationshipstothepressuregradient.

Afinalcomplication,addressedlaterinthisreport,isthatBQEsmayberespondingtomorethanonepressure.Whilstthismaynotaffecttheoverallevaluationofstatus,itisaseriouscomplicationwhentryingtodemonstratethecausalrelationshipswithpressuresuponwhichprogrammesofmeasurescanbeplanned.

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Fig.5.DiminishingmarginalutilityofemployingextraBQEsinlakeassessment:

simulationsassuminga1:1relationshipbetweeneachslopeandeachmetrichaving

identicalresponsetostresses(fromKellyetal.,2016).

Strengtheningtheevidence:supportingelements

Similarargumentsapplytosupportingelements:intheory,asingleexceedanceofasupportingelementstandardshouldleadtothestatusofawaterbodybeingdowngraded.Inpractice,however,MemberStatesadoptavarietyofapproaches.

Inthesimplestcases,classificationsarebasedonasinglenutrientparameterperwaterbodytype,basedonanaprioriassumptionaboutthelimitingnutrient.Thisiscombinedwithotherphysico-chemicalparametersfollowingthe“oneout,allout”rule.

Inmanycases,however,severalnutrientparametersareassessed,representingbothnitrogenandphosphorusfractions.Thesemaybeeachtreatedasindependentcomponentsofasuiteofphysico-chemicalelementswhicharethenevaluatedfollowingthe“oneout,allout”rule(e.g.Romanianfreshwaters),orareaggregatedintoasingle“nutrient”elementwhichisthencomparedwithotheraggregationstodeterminethefinalphysico-chemicalstatus.

InFrance,forexample,fiveseparatenutrientparametersaremeasuredinrivers(“PO4”,TP,“NH4”,“NO2”,“NO3”).Insuchcases,theprincipleofthedowngradingparameterisapplied(i.e.theworstofthesedeterminesstatus.However,inordertoreduceclassificationerrorswhenvaluesareneartheboundarybetween“high”and“good”statusorbetween“good”and“moderate”status,thefollowingrulesareadopted:

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Ageneralphysico-chemicalqualityelementforwhichseveralparametersareinvolved,canbeclassifiedasHighif:

• AllBQEandtheothergeneralphysico-chemicalelementsclassifythewaterbodyasHighstatus;

• Onlyoneparameterisdowngradedto“Good”forthequalityelementinquestion.

Similarly,forGoodstatus:

Ageneralphysico-chemicalqualityelementforwhichseveralparametersareinvolved,canbeclassifiedasGoodifthefollowingconditionsaremet:

• AllBQEandtheothergeneralphysico-chemicalelementsareclassifiedasGood.

• Onlyoneparameterisdowngradedto“moderate”forthisqualityelement

Thisisnotvalidfornitratesinrivers:ifthe“nitrates”parameterisclassifiedlessthan"good"(concentration>50mg/l)thenthenutrientqualityelementisclassifiedasmoderate.

DenmarkusesnutrientdataonlyinlakeswhenoneormoreoftheBQEs(phytoplankton,macrophytesorfish)aremissing.IfthisisthecaseandtheoneortwomeasuredbiologicalelementsareinGES,butbothphosphorousandnitrogenexceedstheboundaries,thelakeisclassifiedasmoderatestatus.Demarkhasnotyetdevelopednutrientstandardsforrivers,butanewprojectisunderdevelopmentthat,basedonnutrienttoolkit,willtrytodevelopnutrients(andtheotherphysical-chemicalQEsaswell)inwatercourses.

Dissolvedoxygenisaparameterthatshould,intheory,providevaluablesupportingevidencewheneutrophicationissuspected.Inlakes,especially,hypolimneticdeoxygenationisasignificantconsequenceofeutrophication,butitcanbedifficulttogetmeasurementsthatarerobustenoughtoinfluenceclassifications.TherewaslittleevidenceinthequestionnairereturnsofMemberStatesusingthisroutinely,althoughGreecehaveanoptionforusing“expertjudgement”toincorporatehypolimneticoxygenintoclassifications.

Dissolvedoxygeninriversisprincipallyusedasanindicatoroforganicloading,ratherthanofconsequencesofinorganicnutrientsandoxygentargetsarebasedprimarilyonthetoleranceoffish.Nonetheless,recordsoffishkillsassociatedwithnighttimeanoxiaisaclear“undesirabledisturbance”resultingfromelevatednutrientconcentrationsandUKincorporatestheseaspartoftheirwider“weightofevidence”approachtoevaluatingeutrophicationimpactsinrivers.

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Conclusions

CISGuidance##addressedtheissuesassociatedwithsettingobjectivenutrientboundariesthatwouldhelpMemberStatestoachievegoodstatusintheirwaterbodies.Thisdemonstratedthat,inmostsituations,therewasconsiderablevariationintherelationshipbetweenBQEsandnutrients.TheGuidanceaddressedthequestionofhowtoselectappropriateboundaryvaluesinlightofthisuncertainty.However,whilsttherateofclassificationmismatchescouldbereducedbyfollowingthesemethods,itcouldneverbeeliminatedentirely.ThesemismatchescontributetoareductionintheoverallconfidenceofawaterbodyclassificationunlessMemberStatestakestepsoverandabovethoseprescribedintheWFDitself.Thesestepscantakeoneofthreeforms:

• MoredatafortheBQEand/orsupportingelement(s)–intheory,reducingthestandarderrorandresultinginamoreaccuratepredictionofthetruestatus;

• DatafromadditionalBQEsand/orsupportingelements–inordertoobtainamoreholisticpictureofthestatusofthewaterbody;or,

• AdditionalsourcesofevidencetothatprovidedbyBQEsandsupportingelements(e.g.hypolimneticdeoxygenation,fishkills).

TheuncertaintiesinherentinestablishingsupportingelementstandardsmeanthatMemberStatesmusthavetheflexibilitytouseadditionalinformation(and,inparticular,localknowledge)toqualifyfacevalueclassificationresults.Therewasbroadagreementthatresponsibleuseofexpertjudgementisappropriateinsuchcircumstances,solongasthisiswell-documentedandtransparent.

Therewas,however,lessagreementonwhetherthisadditionalinformationshouldbeusedtooverridetheclassificationbasedonastraightforward“1oAo”orwhetheritshouldbeusedtoinformdiscussionsaboutappropriatemeasurestobeappliedinacatchment.IfseenasastepinalongerjourneytowardsachievementofWFDobjectivesthenwhetherornotclassificationitselfisaffectedmaybeoflittlerelevance.However,variationsinnationalapproachescouldhavesignificantimpactsonthecomparabilityofdatasubmittedtotheEuropeanCommissionaspartofRBMPreportingrequirements.

References

Borja,A.&Rodríguez,J.G.(2010).Problemsassociatedwiththe‘one-out,all-out’principle,whenusingmultipleecosystemcomponentsinassessingtheecologicalstatusofmarinewaters.MarinePollutionBulletin60:1143-1146.

Moe,S.J.,LycheSolheim,A.,Soszka,H.,Gołub,M.,Hutorowicz,A.,Kolada,A.,Picinska-Fałtynowicz,J.&Białokoz,W.(2015).Integratedassessmentofecologicalstatusand

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misclassificationoflakes:Theroleofuncertaintyandindexcombinationrules.EcologicalIndicators48:605-615.

Prato,S.,LaValle,P.,DeLuca,E.,Lattanzi,L.,Migliore,G.,Morgana,J.G.,Munari,C.,Nicoletti,L.,Izzo,G.&Mistri,M.(2014).The‘‘one-out,all-out’’principleentailstheriskofimposingunnecessaryrestorationcosts:AstudycaseintwoMediterraneancoastallakes.MarinePollutionBulletin80:30-40.

Appendix:useofsupportingelementsinclassification–questionnaireresults

ECOSTATrepresentativeswerepresentedwiththreescenariosandaskedhowtheircountrywouldclassifyawaterbodyineachcase.Thescenarioswere:

Biologyis“good”butnutrientsare“lessthangood”biologyis“lessthangood”butnutrientsare“good”bothbiologyandnutrientsare“lessthangood”

Q1:Whatisthefinalstatusifbiologyis“good”butnutrients“lessthangood”?

19MemberStateshaveaunifiedapproachacrossbothfreshwaterandtransitional/coastalwaters(orarelandlocked)andafurtherfourdidnotspecifywhethertheirapproachappliedtoallwaterbodytypes.GermanyandItalyhavedifferentapproachestoclassificationinfreshwaterandtransitionalandcoastalwatersandtheremainingcountriesdidnotprovideinformationforallwaterbodytypes.

Presentedwiththisscenario,mostMemberStatesclassifiedthewaterbodyas“lessthangood”status,withjustthree(AT,DE(freshwater),SK)allowingthehigh/goodbiologytooverrideevidenceofnutrientenrichment(Fig.3).

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Fig.3.Classificationofawaterbodywhenbiologyisathighorgoodstatuswhilstnutrientsarelessthangood.

Nineresponses,however,offeredmorenuancedinterpretationsofthesituation.Thesearesummarizedbelow:

DK(lakes):NoactiononlyifallBQEsaregood

FI:StatuswouldbegoodiftherearespatialandtemporalreplicatesoftheBQEsandthereislessreplicationofnutrients.However,statuswouldbemoderateiftherewerelessdataforBQEsbutmorefornutrients.

FR:Forrivers,statuswouldbemoderateifthiswasindicatedbytwophysico-chemicalparametersorifthenitratethreshold(50mgL-1)wasexceeded.Ifasinglephysico-chemicalparameter(otherthannitrate)wasinmoderatestatus,thenstatuswouldbegood.Forlakes,coastalandtransitionalwaters,statuswouldbemoderateifindicatedbytwophysico-chemicalparametersorifoneparameterindicatedthatthestatuswasbelowmoderate.Again,ifasinglephysic-chemicalparameterindicatedmoderatestatus,thenthefinalstatuswouldbegood.

IE:Forrivers,twonutrientstandardsmustfailwithconfidencebeforethewaterbodyisclassifiedasmoderatestatus;forlakes,ifanynutrientstandard/parameterfails,thelakeisclassifiedatmoderatestatus;forcoastalandtransitionalwaters,ifanutrientstandardfailstheTraCwaterbodyisclassifiedatmoderatestatus.

IT(coastalandtransitionalwaters):TRIXcombinesO2,nutrientsandchlorophyll.

LT:StatusislessthangoodifBQEsarehighandgoodbutoneormorephysico-chemicalparametersaremoderate.Inthiscase,theconfidenceofclassificationwouldbelow.

0

4

8

12

16

20

high/good lessthangood other

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NO:StatuswouldbelessthangoodifBQEsindicatedgoodstatusbutgoodifBQEsindicatedhighstatus.

PL:Statuswouldbemoderate;however,ifonlyonephysico-chemicalparameterwasslightlybelowthemoderatestatusthresholditwouldbeignoredandstatuswouldbereportedasgood.

SI:Statuswouldbemoderate;however,iftherewaslimitednutrientdata,thewaterbodywouldbeclassifiedasgoodstatusandmonitoringfrequencywouldbeincreased.

Theseresponsesallfollowtheprincipleofclassifyingthewaterbodyaccordingtothelowestofbiologicalandphysico-chemicalcriteriabutoffervariousclausesthatincreaseconfidenceinthefinaloutcome.

Q2:Whatisthefinalstatusifbiologyis“lessthangood”butnutrientsare“good”?

TherewasgreaterunanimityamongstMemberStatesandbetweenwaterbodytypesforthisquestion,withalmostallagreeingthatthissituationshouldresultina“lessthangood”finalclassification(Fig.4).

Fig.4.Classificationofawaterbodywhenbiologyislessthangoodwhilstnutrientsareathighorgoodstatus.

Severalcountriesmadecommentsthatqualifiedtheirinterpretationofthisapproachandthesearelistedbelow.

BG:Ifthedifferenceispermanentitinitiatesinvestigativemonitoringand/orvalidationoftheclassificationsystem.

DE(coastalandtransitionalwaters):Thissituationhasneveroccurredasnutrientstandardsarestrict.

0

5

10

15

20

25

30

high/good lessthangood other

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DK:InthepresentRBMPnutrientsareusedonlyfortheclassificationoflakes.

EE:Iftheaveragestatusbasedonnutrientsis“good”butTNorTPismoderate,thisistakenintoaccountatthepermittingstage.

NL:Inthissituation,measureswouldbeplannedtorestorebiology,andthesemayincludeadditionalmeasurestoreducenutrientsifnecessary

PL:IfoneBQEsdifferssignificantly(atleasttwoclasses)andtherearedoubts,itcanbediscarded

Q3.Whatisthefinalstatusifbothbiologyandnutrientsare“lessthangood”

AllMemberStateswouldclassifyawaterbodywiththesecharacteristicsaslessthangoodstatus.

Inwhichsituationsaremanagementactionstakenandhowdothesedifferinthefollowingsituations?

ThenextquestionattemptedtolinkclassificationstotheactionstakenbyMemberStateswhenfacedwithcombinationsofBQEandsupportingelementfailures.Therewasaconsensusontheneedtoinitiatemanagementactionswhenbothbiologyandnutrientsindicatedconditionswerelessthangoodstatus.However,theprocedurefordealingwithmoreambiguousoutcomesvaried.Manycountriesrecognizetheinherentuncertaintiesinbothbiologicalandchemicaldataasareasonforfurthermonitoringwhenjustonecomponentindicatedfailure.Thesituationoffailingbiologyassociatedwithnutrientsthatshouldsupporthighorgoodstatusledtosuggestionsofinvestigatingotherpotentialpressures.

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Table1.Managementactivitiesassociatedwithdifferentoutcomesfrombiologicalandnutrientclassifications.

managementaction notes

BQE <good high/good <good

nutrients high/good <good <good

AT yes note yes moremonitoringdataneeded

BE-F yes yes yes

BE-W yes yes yes sometimesforHMWBtoo

BG note note yes investigatemonitoringbeforemeasures

CY yes yes yesMeasurestakenbasedonsignificantpressures,irrespectiveoffailedBQE

DE(freshwater)

note yes yes measuresforotherpressuresconsidered

DE(marine) note note yes thefirstcasehasoccurredjustoncewhilstthesecondisveryrare

DK yes note yes(lakesonly)NoactionistakenifallBQEs(phytoplankton,macrophytes,fish)aregood;actionisalsotaken(unlessexceptionsareused)iffewerBQEsareused,inconjunctionwithoperationalmonitoring.

EE note yes yes closerinvestigationrequiredifreasonforBQEfailureisnotclear.

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managementaction notes

BQE <good high/good <good

nutrients high/good <good <good

ES note yes yes Researchisinitiatedifcausesoffailurearenotclear.

FI note yes yes casespecific:dependsonqualityofdata

FR note yes yes Finaldecisionconsidersbothecologicalstatusandnutrients

GR(freshwater)

yes yes yes

HR yes yes yes

HU note yes yes

Furthermonitoringandcloserinvestigationrequired.

Note,too,thatnutrientsarenotusedtoclassifysodiclakes;BQEsandconductivityareusedtoderivestatusforthese.

IE(freshwater) yes yes yesThereisalsoanoptionformanagementactionwhenbothareathigh/goodstatus,iftrendsinthedatapredictafailureinthefuture

IT(freshwater) yes yes yes

LT note yes yes investigativemonitoringtoidentifycauses

LU Yes yes yes

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managementaction notes

BQE <good high/good <good

nutrients high/good <good <good

LV Yes yes yes

NO Yes yes yes

PL Yes yes yes

PT Note yes yes measuresfocusonappropriatepressures(e.g.hymooralienspecies)

RO Yes yes yes

SE Note no yesAgeneralrecommendationof10%nutrientreductionappliesifBQEsare<good

SI note(1) note(2) yes1)AdetailedanalysisofpressuresandimpactsisinitiatedincasesofBQEfailure;2)monitoringfrequencyisincreasedincasesoflowconfidence.

SK Yes note yes tofulfilrequirementsofUWWTDandNitratesDirective

UK note(1) note(2) yes1)Overall“weightofevidence”takenintoaccount(assessmentofclassificationandconfidence);2)Actiontakenwillberisk-based;low-risklow-costactionsmostlikely

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