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            "description": {
                "en": "The modelled map shows the reproduction probability of roach in the southwestern and southern coastal areas of Finland. The distribution of the reproduction habitats was modelled with a logistic regression model. The model was based on larval fish field survey data collected in years 2004-2010 from 265 survey sites in the VELMU project. Vegetation (Phragmites reed belt locations from satellite images) and interpolated surface spring-time salinity (model based on N=788, validation: RMSE<0.46 m, N=276) were used as predictors in the model. The spatial resolution of the map is 25 meters and it is in raster format (GeoTIFF). The map is suitable for general description of the extent of the reproduction habitats of roach and for spatial planning of marine and coastal areasor spatial planning of marine and coastal areas. The modelled map gives an overview of the extent and spatial distribution of the reproduction areas of roach in the Finnish southwest and southern coastal areas. It can be used for marine spatial planning of the coastal zone. The map is not suitable for local reproduction estimates.",
                "fi": "Kartassa on kuvattu särjen pienpoikasten mallinnetut esiintymisalueet Suomen lounais- ja etelärannikon rannan läheisillä alueilla. Lisääntymisalueet on mallinnettu logistisella regressiomallilla vuosina 2004–2010 kerättyjen lisääntymisaluehavaintojen ja paikkatietomuodossa olevien ennustemuuttujien, satelliittikuvatulkintana tehdyn kasvillisuuskartan (ruovikoiden sijainnit) ja interpoloidun ja validoidun keväisen pintaveden suolapitoisuuskartan perusteella. Aineiston spatiaalinen resoluutio on 25 m ja se on rasterimuotoinen (GeoTIFF). \n\nKartta antaa yleiskuvan särjen lisääntymisalueiden laajuudesta ja sijainnista Suomen lounaisella ja eteläisellä rannikkoalueella.",
                "sv": "Kartan beskriver förökningssannolikheten för mört i strandnära områden på Finlands sydvästra och södra kust. Förökningsområdena har modellerats med en logistisk regressionsmodell utifrån förökningsområdesobservationer som samlats in åren 2004–2010, prognosvariabler i geodataformat, en vegetationskarta (förekomsten av vassbestånd) som gjorts utifrån en tolkning av satellitbilder samt en interpolerad och validerad karta över ytvattnets salthalt på våren. Materialets spatiella upplösning är 25 m och det är i rasterformat (GeoTIFF). Kartan lämpar sig för allmän beskrivning av fiskarnas förökningsområden samt för planering av användningen och vården av kustområden. Kartan ger en översiktlig bild av omfattningen och läget av mörtens förökningsområden i Finlands sydvästra och södra kustområde. Den kan användas som kompletterande uppgift bl.a. vid planering och planläggning av kustzonen eftersom kunskaper om förökningsområdena underlättar planeringen av användningen och skyddet av kustområdet. Kartan lämpar sig inte för exakta utredningar av förökningsområdena på lokal nivå."
            },
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                        "en": "Ecology, evolutionary biology",
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            ],
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            "issued": "2010-09-01",
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            ],
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            "description": {
                "en": "The modelled map shows the reproduction probability of pike in the southwestern and southern coastal areas of Finland. The distribution of the reproduction habitats was modelled with a logistic regression model. The model was based on larval fish field survey data collected in years 2004-2010 from 200 survey sites in the VELMU project. Vegetation (Phragmites reed belt locations from satellite images) and interpolated spring-time Secchi depth (model based on N=788, validation: RMSE<1.08 m, N=203) were used as predictors in the model. The spatial resolution of the map is 25 meters and it is in raster format (GeoTIFF). The map is suitable for general description of the extent of the reproduction habitats of pike and for spatial planning of marine and coastal areas. The modelled map gives an overview of the extent and spatial distribution of the reproduction areas of pike in the Finnish southwest and southern coastal areas. It can be used for marine spatial planning of the coastal zone. The map is not suitable for local reproduction estimates.",
                "fi": "Kartassa on kuvattu hauen pienpoikasten mallinnetut esiintymisalueet Suomen lounais- ja etelärannikon rannan läheisillä alueilla. Lisääntymisalueet on mallinnettu logistisella regressiomallilla vuosina 2004–2010 kerättyjen lisääntymisaluehavaintojen ja paikkatietomuodossa olevien ennustemuuttujien, satelliittikuvatulkintana tehdyn kasvillisuuskartan (ruovikoiden sijainnit) ja interpoloidun ja validoidun keväisen veden näkösyvyyskartan perusteella. Aineiston spatiaalinen resoluutio on 25 m ja se on rasterimuotoinen (GeoTIFF). \n\nKartta antaa yleiskuvan hauen lisääntymisalueiden laajuudesta ja sijainnista Suomen lounaisella ja eteläisellä rannikkoalueella vuosina 2000-2010. Aineistot ovat jo vanhentuneita ja mallin tuottamat kartat on havaittu epäluotettaviksi. Siksi karttoja ei pidä sellaisenaan käyttää esimerkiksi kalavesien käytön alueellisessa suunnittelussa, vaan tarvittaessa lisääntymisalueet tulisi varmistaa uusilla kartoituksilla.",
                "sv": "Kartan beskriver förökningssannolikheten för gädda i strandnära områden på Finlands sydvästra och södra kust. Förökningsområdena har modellerats med en logistisk regressionsmodell utifrån förökningsområdesobservationer som samlats in åren 2004–2010, prognosvariabler i geodataformat, en vegetationskarta (förekomsten av vassbestånd) som gjorts utifrån en tolkning av satellitbilder samt en interpolerad och validerad karta över vattnets siktdjup på våren. Materialets spatiella upplösning är 25 m och det är i rasterformat (GeoTIFF). Kartan lämpar sig för allmän beskrivning av fiskarnas förökningsområden samt för planering av användningen och vården av kustområden. Kartan ger en översiktlig bild av omfattningen och läget av gäddans förökningsområden i Finlands sydvästra och södra kustområde. Den kan användas som kompletterande uppgift bl.a. vid planering och planläggning av kustzonen eftersom kunskaper om förökningsområdena underlättar planeringen av användningen och skyddet av kustområdet. Kartan lämpar sig inte för exakta utredningar av förökningsområdena på lokal nivå."
            },
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            "issued": "2010-09-01",
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            "title": {
                "en": "The modelled reproduction habitats of pike in the southwestern and southern coastal areas of Finland / VELMU",
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            "description": {
                "en": "The reproduction areas of pike and roach (fish larvae) were surveyed in the VELMU-project in the Finnish SW and S coasts. Altogether 336 vegetated sampling sites were studied in 2004-2011. The white plate and scoop was used as the main survey method to locate the fish larvae. As by-catch also information of the occurrence of e.g. cyprinids, burbot, and sticklebacks was gathered. The survey data has been used for spatial distribution modelling of the reproduction habitats and it is suitable for coastal spatial planning.\n\n## Method description\nThe occurrence of pike and roach larvae was surveyed in the VELMU project in the Finnish SW and S coasts. Altogether 336 vegetated sampling sites were studied in 2004-2011. The white plate and scoop was used as the main survey method to locate the fish larvae. As by-catch also information of the occurrence of e.g. cyprinids, burbot, and sticklebacks was gathered. One sampling site consisted of 100 meters of shoreline covered with dense vegetation, such as Phragmites reed. The sampling site was surveyed systematically with the white plate and fish larvae were caught with a scoop to ensure the species identification. If the fish larvae were not found, sampling was repeated after 1-2 week a total of 4 times per spring. Sampling was carried out in May and June each year.",
                "fi": "Hauen ja särjen mädin ja pienpoikasten esiintymistä kartoitettiin VELMU-ohjelmassa Suomen lounais- ja etelärannikon kasvillisuusrannoilla yhteensä 336 näytealalla vuosina 2004-2011. Samalla saatiin tietoja myös mm. muiden särkikalojen, mateen sekä piikkikalojen mäti- ja poikasvaiheiden esiintymisestä.\n\nMenetelmäkuvaus:\nHauen- ja särjen mädin ja pienpoikasten esiintymistä kartoitettiin Suomen lounais- ja etelärannikon kasvillisuusrannoilla yhteensä 336 näytealalla vuosina 2004-2011 valkolevy ja kauha - menetelmällä.  Yksi näyteala muodostui 100 m:n pituisesta rannan osasta, joka yleisimmin oli ruovikkorantaa. Se kartoitettiin systemaattisesti valkolevyn avulla ja poikasia pyydystettiin kauhalla lajintunnistuksen varmistamiseksi. Jos poikasia ei löytynyt, toistettiin näytteenotto 1-2 viikon kuluttua, yhteensä enintään neljä kertaa vuosittain touko-kesäkuun aikana. Määrällisiä arvioita ei pyritty tekemään, vaan pyrittiin ainoastaan todentamaan lajin varhaisvaiheen esiintyminen alueella.",
                "sv": "Förökningsområden för gädda och mört (rom och småyngelfaser) kartlades i projektet VELMU på sammanlagt 336 ställen på vegetationsstränder på Finlands sydvästra och södra kust åren 2004–2011. Som kartläggningsmetod användes metoden med vit skiva och skopa. Som bifångst erhölls information bl.a. om förekomsten av rom- och yngelfaser av andra mörtfiskar, lake och spiggartade fiskar. Materialet från kartläggningen har använts för modellering av fiskars yngelområdeshabitat och det lämpar sig för planering av kustområden."
            },
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                "en": "The occurrence of sea-spawning whitefish and vendace larvae was surveyed in the Intersik project in the Gulf of Bothnia at 653 sampling sites in years 2009-2011 and in the VELMU project in the south and southwest coasts of Finland at altogether 64 sampling sites in years 2009-2013. A beach seine was used as the main survey method to locate the fish larvae. As by-catch also information of the occurrence of e.g. cyprinids, gobies, and sticklebacks was gathered.\n\n## Method description\nThe occurrence of sea-spawning whitefish and vendace larvae was surveyed in the Intersik project in the Gulf of Bothnia at 653 sampling sites in years 2009-2011 and in the VELMU project in the south and southwest coasts of Finland at altogether 64 sampling sites in years 2009-2013. Selected study areas were stratified according to their exposure and bottom quality, but avoiding the river mouths and anadromous whitefish stocking sites. Sampling was started in spring after the ice break and it was continued until May. A beach seine was used as the main survey method to locate the fish larvae. As by-catch also information of the occurrence of e.g. cyprinids, gobies, and sticklebacks was gathered.",
                "fi": "Merikutuisen siian ja muikun poikasalueita kartoitettiin Intersik-projektissa 2009-2011 Pohjanlahdella yhteensä 653 tutkimusalalla ja VELMU-projektissa 2009-2013 Suomen lounais- ja etelärannikolla yhteensä 64 tutkimusalalla. Sivusaaliina saatiin tietoja myös mm. särkikalojen, tokkojen ja piikkikalojen poikasvaiheiden esiintymisestä. \n\nKartoitusaineistoa on käytetty merikutuisen siian ja merikutuisen muikun poikasalueiden mallinnuksessa.\n\nMenetelmäkuvaus:\nMerikutuisen siian ja muikun poikasten esiintymistä kartoitettiin Intersik-projektissa 2009-2011 Pohjanlahdella yhteensä 653 tutkimusalalla ja VELMU-projektissa 2009-2013 Suomen lounais- ja etelärannikolla yhteensä 64 tutkimusalalla. Tutkimusalat valittiin osittamalla avoimuuden ja pohjanlaadun mukaan, pyrkien välttämään jokisuita (vaellussiika) ja istutuspaikkoja. Näytteenotto aloitettiin keväisin heti jäiden lähdön jälkeen. Kartoitusmenetelmänä käytettiin pääasiassa rantaan vedettävää poikasnuottaa. Sivusaaliina saatiin tietoja myös mm. särkikalojen, tokkojen ja piikkikalojen poikasvaiheiden esiintymisestä.",
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                "en": "The larval areas of pikeperch, perch, Baltic herring and smelt were surveyed in the VELMU project in years 2007-2014 in the Finnish coasts at altogether 673 sampling sites. Paired Gulf samplers were used as the main survey method. As by-catch also information of the occurrence of larval gobies was gathered. Survey data has been used for distribution modelling of the larval fish habitats and it is suitable for coastal spatial planning.\n\n## Method description\nThe larval areas of pikeperch, perch, Baltic herring and smelt were surveyed in the VELMU project in the Finnish coastal area in years 2007-2014. The larval fish survey comprised a total of 1788 sampling occasions at 655 distinct sampling sites in 5 sea areas Sampling sites covered the whole Finnish coast. Survey was usually conducted during one summer in one sea area, but during the sampling period every sampling site was visited 2 - 4 times at two weeks intervals. Paired Gulf samplers were used as the main survey method. The sampling was systematically conducted during the day (8 am to 8 pm) over transects of 400 m (in 2007–2008) or 500 m (in 2009–2014) at a speed of 2.2 kn and only in good weather conditions (wind speed < 8 m/s, wave height < 30 cm). The paired samplers had fixed depths of 0.5 m and 1.0 m, and the catch and effort were pooled to form one sample observation The samples were stored and species identification and measurement took place later in a laboratory. As by-catch also information of the occurrence of larval gobies was gathered.",
                "fi": "Kuhan, ahvenen, silakan ja kuoreen poikasten esiintymistä kartoitettiin VELMU-projektissa 2007-2014 Suomen rannikolla. Aineistot on kerätty Gulf Olympia -tyyppisellä poikaspyydyksellä toukokuun ja heinäkuun alun välisenä aikana. Näytteenotto on kohdentunut ensisijaisesti rannikon läheisiin alueisiin. Näytteenoton ajankohdan ja näytteenottopaikkojen sijainnin vuoksi mallinnettu silakan lisääntymisalue ei sovellu syyskutuisen silakan lisääntymisalueiden arviointiin. \n\nKartoitushavainnot sopivat tarkempien kenttäkartoitusten suunnitteluun.\n\nMenetelmäkuvaus:\nKuhan, ahvenen, silakan ja kuoreen poikasten esiintymistä kartoitettiin VELMU-projektissa 2007-2014 Suomen rannikolla yhteensä 673 tutkimusalalla. Tutkimusalat sijoitettiin ryppäisiin, jotka kattoivat koko Suomen rannikon. Yhdellä merialueella kartoituksia suoritettiin yleensä vain yhtenä vuonna, mutta silloin kullakin alalla käytiin 2-4 kertaa kahden viikon välein keväisin. Kartoitusmenetelmänä käytettiin parittaisia, veneen keulaan kiinnitettäviä Gulf Olympia - poikashaaveja. Ala koostui 500 m pitkästä ajosta vakionopeudella (2.1 m/s) ja analyysejä varten parittaiset Gulf-näytteet, jotka otettiin 0.5 m ja 1 m syvyydestä, yhdistettiin. Näytteet säilöttiin ja lajintunnistus ja poikasten lukumäärän laskenta ja koon mittaus tapahtuivat myöhemmin laboratoriossa. Sivusaaliina saatiin tietoja myös mm. tokkojen poikasten esiintymisestä.",
                "sv": "Yngelområden för gös, abborre, strömming och nors kartlades i projektet VELMU på sammanlagt 673 undersökningsområden längs Finlands kust åren 2007–2014. Som kartläggningsmetod användes Olympia Gulf-yngelnot som installerats i par i båtens stäv. Som bifångst erhölls information bl.a. om förekomsten av smörbultsyngel. Materialet från kartläggningen har använts för modellering av fiskars yngelområdeshabitat och det lämpar sig för planering av kustområden."
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                            "en": "<jats:p>Productive fisheries are strongly linked to the ecological state of the essential habitats. In this study, we developed a methodology to assess the most important reproduction habitats of fish by using larval survey data and Bayesian species distribution models that predict the spatial distribution and abundance of fish larvae. Our case study with four commercially and ecologically important fish species in the coastal zone of the northern Baltic Sea demonstrated that the production of fish stocks can be concentrated to an extremely limited area compared with the entire suitable production area. The area suitable for larval production varied from 3.7% to 99.8% among species, but the smallest area responsible for 80% of the cumulative larval production was two to five times more limited, varying from 1.4% to 52.9% among species. Hence, instead of the traditional approach of modeling only habitat suitability for fish production, marine spatial planning and management should take into account the areal production potential. Moreover, the developed methodology enables linking of the total production potential across the whole distribution area to fisheries stock assessment and management.</jats:p>",
                            "fi": "<jats:p>Productive fisheries are strongly linked to the ecological state of the essential habitats. In this study, we developed a methodology to assess the most important reproduction habitats of fish by using larval survey data and Bayesian species distribution models that predict the spatial distribution and abundance of fish larvae. Our case study with four commercially and ecologically important fish species in the coastal zone of the northern Baltic Sea demonstrated that the production of fish stocks can be concentrated to an extremely limited area compared with the entire suitable production area. The area suitable for larval production varied from 3.7% to 99.8% among species, but the smallest area responsible for 80% of the cumulative larval production was two to five times more limited, varying from 1.4% to 52.9% among species. Hence, instead of the traditional approach of modeling only habitat suitability for fish production, marine spatial planning and management should take into account the areal production potential. Moreover, the developed methodology enables linking of the total production potential across the whole distribution area to fisheries stock assessment and management.</jats:p>",
                            "und": "<jats:p>Productive fisheries are strongly linked to the ecological state of the essential habitats. In this study, we developed a methodology to assess the most important reproduction habitats of fish by using larval survey data and Bayesian species distribution models that predict the spatial distribution and abundance of fish larvae. Our case study with four commercially and ecologically important fish species in the coastal zone of the northern Baltic Sea demonstrated that the production of fish stocks can be concentrated to an extremely limited area compared with the entire suitable production area. The area suitable for larval production varied from 3.7% to 99.8% among species, but the smallest area responsible for 80% of the cumulative larval production was two to five times more limited, varying from 1.4% to 52.9% among species. Hence, instead of the traditional approach of modeling only habitat suitability for fish production, marine spatial planning and management should take into account the areal production potential. Moreover, the developed methodology enables linking of the total production potential across the whole distribution area to fisheries stock assessment and management.</jats:p>"
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