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The Extinction Trajectory of the Crimean Juniper (Juniperus excelsa) Species in Central Anatolia Under Global Climate Change

Yıl 2025, Cilt: 21 Sayı: 1, 646 - 672, 30.06.2025
https://doi.org/10.58816/duzceod.1694206
https://izlik.org/JA89NE99HD

Öz

The Crimean juniper (Juniperus excelsa) species belonging to the Juniperus genus, which is a species native to various harsh environments, exhibits remarkable resilience, especially in droughts. However, due to changing climate conditions on a global scale, Crimean juniper distribution is at a critical junction. This study aims to delineate both the current and potential distribution models of Crimean juniper in the Central Anatolian region. To achieve this, the Maximum Entropy (MaxEnt) modelling approach was employed, incorporating environmental and climatic variables from the Chelsa dataset. The model results identified mean annual air temperature, elevation, precipitation of the driest month, and roughness index as key contributors to the species current distribution. The model demonstrated strong performance, with an AUC of 0.888 for the training dataset and 0.792 for the test dataset, classifying it as a “good model”. In this context, simulations were conducted for the years 2070 and 2100 under three different scenarios (SSP1-2.6, SSP3-7.0, and SSP5-8.5), based on the current distribution map of Crimean juniper. The simulation outcomes indicated that by 2070, the species’ distribution will experience significant decrease and fragmentation, with the potential for near complete disappearance by 2100. In conclusion, this study underscores the detrimental impacts of global climate change on the distribution of Crimean juniper in the Central Anatolian region.

Kaynakça

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  • Adams, R. P. (2014). *Junipers of the world: the genus Juniperus*. Trafford Publishing.
  • Adams, R.P., Douaihy, B., Dagher-Kharrat, M.D., Farzaliyev, V., Tashev, A.N., Baser, K.H.S. and Christou, A.K. (2014). Geographic variation in the volatile leaf oils of *Juniperus excelsa* and *J. polycarpos*. *Phytologia*, 96(2), 96-106.
  • Akbaş, N. T., Gül, E., and Dölarslan, M. (2023). Evaluation of desertification tendency based on soil characteristics in Çankırı urban forest, *Anatolian Journal of Forest Research*, 9(2), 101-106.
  • Anşin, R., and Özkan, Z. C. (1993). *Tohumlu bitkiler (Spermatophyta) odunsu taksonlar*. Karadeniz Teknik Üniversitesi Orman Fakültesi, Yayın No:167/19, Trabzon, 512 s.
  • Beery, S., Cole, E., Parker, J., Perona, P., and Winner, K. (2021). Species distribution modeling for machine learning practitioners: A review. In *Proceedings of the 4th ACM SIGCAS Conference on Computing and Sustainable Societies*, 329-348, USA.
  • Brockerhoff, E. G., Barbaro, L., Castagneyrol, B., Forrester, D. I., Gardiner, B., González-Olabarria, J. R., and Jactel, H. (2017). Forest biodiversity, ecosystem functioning and the provision of ecosystem services. *Biodiversity and Conservation*, 26, 3005-3035.
  • Brun, P., Zimmermann, N. E., Hari, C., Pellissier, L., and Karger, D. N. (2022). Global climate-related predictors at kilometer resolution for the past and future. *Earth System Science Data*, 14(12), 5573-5603.
  • Cano Ortiz, A., Musarella, C. M., Piñar Fuentes, J. C., Gomes, C. J. P., Spampinato, G., and Cano, E. (2018). Taxonomy, ecology and distribution of *Juniperus oxycedrus* L. group in the Mediterranean Region using morphometric, phytochemical and bioclimatic approaches. *BioRxiv*, 459651.
  • Cano-Ortíz, A., Spampinato, G., Fuentes, J., Pinto-Gómes, C., Canas, R., and Cano, E. (2021). Taxonomy, ecology and distribution of *Juniperus oxycedrus* l. group in the mediterranean basin using bioclimatic, phytochemical and morphometric approaches, with special reference to the iberian peninsula. *Forests*, 12(6), 703.
  • Çıvğa, A. (2015). *Relationships between essential oil properties of Crimean juniper (Juniperus oxycedrus L.) berries and environmental factors*. Süleyman Demirel University, Institute of Science, master’s Thesis, Isparta, 111p.
  • Corsi, F., De Leeuw, J., and Skidmore, A. (2000). Modeling species distribution with GIS. *Research techniques in animal ecology*, 389-434.
  • Dakhil, M. A., Halmy, M. W. A., Hassan, W. A., El-Keblawy, A., Pan, K., and Abdelaal, M. (2021). Endemic *Juniperus* montane species facing extinction risk under climate change in southwest China: integrative approach for conservation assessment and prioritization. *Biology*, 10(1), 63.
  • Doğan, H. H., Karadelev, M., and Işiloğlu, M. (2011). Macrofungal diversity associated with the scale-leaf juniper trees, *Juniperus excelsa* and *J. foetidissima*, distributed in Turkey. *Turkish Journal of Botany*, 35(2), 219-237.
  • Dormann, C. F. (2007). Promising the future? Global change projections of species distributions. *Basic and Applied ecology*, 8(5), 387-397.
  • Eliçin, G. (1977). *Türkiye Doğal Ardıç (Juniperus L.) Taksonlarının Yayılışları ile Önemli Morfolojik ve Anatomik Özellikleri Üzerinde Araştırmalar*, İstanbul University Publishing No: 2327, 109, İstanbul.
  • Elith, J., and Graham, C. H. (2009). Do they? How do they? WHY do they differ? On finding reasons for differing performances of species distribution models. *Ecography*, 32(1), 66-77.
  • Elith, J., and Leathwick, J. R. (2009). Species distribution models: ecological explanation and prediction across space and time. *Annual review of ecology, evolution, and systematics*, 40(1), 677-697.
  • Ertuğrul, E. T., Mert, A., and Oğurlu, İ. (2017). Mapping habitat suitabilities of some wildlife species in Burdur Lake Basin. *Turkish Journal of Forestry*, 18(2), 149-154.
  • Fatemi, S. S., Rahimi, M., Tarkesh, M., and Ravanbakhsh, H. (2018). Predicting the impacts of climate change on the distribution of *Juniperus excelsa* M. Bieb. in the central and eastern Alborz Mountains, Iran. *iForest-Biogeosciences and Forestry*, 11(5), 643.
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  • Gulcu, S., Gultekin, H. C., and Gurlevik, N. (2005). Problems and rehabilitation of juniper (*Juniperus* spp.) forests in the Lake District. *Protected Natural Areas Symposium Oral Proceedings Book*, 561-567.
  • Gül, E. (2025). On the Edge of Survival: The Fragile Fate of Scots Pine (*Pinus sylvestris* L.) in Central Anatolia, Türkiye Under Climate Change. *BioResources*, 20(2), 3628-3652.
  • Gül, E., and Esen, S. (2024). High Desertification Susceptibility in Forest Ecosystems Revealed by the Environmental Sensitivity Area Index (ESAI). *Sustainability (2071-1050)*, 16(23).
  • Gülsoy, S., and Çıvğa, A. (2016). Relationships between essential oil properties of Crimean juniper (*Juniperus oxycedrus*) berries and environmental factors. *Turkish Journal of Forestry*, 17(2), 142-152.
  • Gulsoy, S., Ozkan, G., Senol, H., and Mert, A. (2019). Assessment of essential oil properties in *Juniperus excelsa* subsp. excelsa cones depending on site factors. *Fresenius Environmental Bulletin*, 28(4), 2380-2389.
  • Hall, J. B. (1984). *Juniperus excelsa* in Africa: a biogeographical study of an Afromontane tree. *Journal of biogeography*, 47-61.
  • Hernández, C., Venegas-González, A., Santini Jr, L., and Craven, D. (2025). Shifts in trait diversity across the range of an endemic treeline species in central Chile. *Annals of Botany*, mcaf052.
  • Imbert, J. B., Blanco, J. A., Candel-Pérez, D., Lo, Y. H., González de Andrés, E., Yeste, A., and Chang, S. C. (2021). Synergies between climate change, biodiversity, ecosystem function and services, indirect drivers of change and human well-being in forests. *Exploring synergies and trade-offs between climate change and the sustainable development goals*, 263-320.
  • Jump, A. S., and Peñuelas, J. (2005). Running to stand still: adaptation and the response of plants to rapid climate change. *Ecology letters*, 8(9), 1010-1020.
  • Karger, D. N., Lange, S., Hari, C., Reyer, C. P. O., Conrad, O., Zimmermann, N. E., and Frieler, K. (2023). CHELSA-W5E5: Daily 1km meteorological forcing data for climate impact studies. *Earth System Science Data*, 15(6), 2445–2464.
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  • Millar, C. I., Stephenson, N. L., and Stephens, S. L. (2007). Climate change and forests of the future: managing in the face of uncertainty. *Ecological applications*, 17(8), 2145-2151.
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  • Mori, A. S., Lertzman, K. P., and Gustafsson, L. (2017). Biodiversity and ecosystem services in forest ecosystems: a research agenda for applied forest ecology. *Journal of Applied Ecology*, 54(1), 12-27.
  • Ninot, J. M., Anadon-Rosell, A., Molino, A., Grau, O., Caminal, M., Casanovas, A., and Carrillo, E. (2025). Similar functional structure and encroaching dynamics in two *Juniperus* species with contrasting distribution patterns. *Folia Geobotanica*, 1-18.
  • Özcan, A. U., Gülçin, D., and Çiçek, K. (2023). Modelling The Distribution of Crimean Juniper (*Juniperus Excelsa* M. Bieb.): Range Shifts in Current and Potential Future Distribution. *Current Applications in Natural Sciences*, 213-242.
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İç Anadolu’daki Boylu Ardıç (Juniperus excelsa) Türünün Küresel İklim Değişikliği Altında Yok Oluşa Sürüklenişi

Yıl 2025, Cilt: 21 Sayı: 1, 646 - 672, 30.06.2025
https://doi.org/10.58816/duzceod.1694206
https://izlik.org/JA89NE99HD

Öz

Juniperus cinsine ait olan ve çeşitli zorlu ortamlara özgü bir tür olan Boylu ardıç (Juniperus excelsa) türü, özellikle kuraklıklarda dikkate değer bir dayanıklılık sergilemektedir. Ancak, küresel ölçekte değişen iklim koşulları nedeniyle, Boylu ardıç dağılımı kritik bir durumdadır. Bu çalışma, Orta Anadolu bölgesinde Boylu ardıçın hem mevcut hem de potansiyel dağılım modeli ve haritalanması ortaya koyulması amaçlamaktadır. Bunu başarmak için, Chelsa veri setindeki iklim ve çevresel değişkenlerin modellenmesini sağlayan Maksimum Entropi (MaxEnt) modelleme yaklaşımı kullanılmıştır. Boylu ardıç model sonuçları, ortalama yıllık hava sıcaklığını, yüksekliği, en kurak ayın yağışını ve pürüzlülük indeksini türün mevcut dağılımına önemli katkıda bulunanlar olarak belirlemiştir. Model, eğitim veri seti için 0,888 ve test veri seti için 0,792’lik bir AUC ile güçlü bir performans göstererek onu “iyi bir model” olarak sınıflandırmıştır. Bu bağlamda, Boylu ardıçın güncel dağılım haritasına dayanarak, üç farklı senaryo (SSP1-2.6, SSP3-7.0 ve SSP5-8.5) altında 2070 ve 2100 yılları için simülasyonlar yürütülmüştür. Simülasyon sonuçları, türün dağılımının 2070 yılına kadar önemli ölçüde azalacağını ve parçalanacağını, 2100 yılına kadar ise neredeyse tamamen yok olma potansiyeline sahip olduğunu göstermiştir. Sonuç olarak, bu çalışma küresel iklim değişikliğinin Orta Anadolu bölgesinde Kırım ardıcının dağılımı üzerindeki olumsuz etkilerini vurgulamaktadır.

Kaynakça

  • Acarer, A., and Mert, A. (2024). 21st century climate change threatens on the Brown bear. *Cerne*, 30, e-103305.
  • Adams, R. P. (2014). *Junipers of the world: the genus Juniperus*. Trafford Publishing.
  • Adams, R.P., Douaihy, B., Dagher-Kharrat, M.D., Farzaliyev, V., Tashev, A.N., Baser, K.H.S. and Christou, A.K. (2014). Geographic variation in the volatile leaf oils of *Juniperus excelsa* and *J. polycarpos*. *Phytologia*, 96(2), 96-106.
  • Akbaş, N. T., Gül, E., and Dölarslan, M. (2023). Evaluation of desertification tendency based on soil characteristics in Çankırı urban forest, *Anatolian Journal of Forest Research*, 9(2), 101-106.
  • Anşin, R., and Özkan, Z. C. (1993). *Tohumlu bitkiler (Spermatophyta) odunsu taksonlar*. Karadeniz Teknik Üniversitesi Orman Fakültesi, Yayın No:167/19, Trabzon, 512 s.
  • Beery, S., Cole, E., Parker, J., Perona, P., and Winner, K. (2021). Species distribution modeling for machine learning practitioners: A review. In *Proceedings of the 4th ACM SIGCAS Conference on Computing and Sustainable Societies*, 329-348, USA.
  • Brockerhoff, E. G., Barbaro, L., Castagneyrol, B., Forrester, D. I., Gardiner, B., González-Olabarria, J. R., and Jactel, H. (2017). Forest biodiversity, ecosystem functioning and the provision of ecosystem services. *Biodiversity and Conservation*, 26, 3005-3035.
  • Brun, P., Zimmermann, N. E., Hari, C., Pellissier, L., and Karger, D. N. (2022). Global climate-related predictors at kilometer resolution for the past and future. *Earth System Science Data*, 14(12), 5573-5603.
  • Cano Ortiz, A., Musarella, C. M., Piñar Fuentes, J. C., Gomes, C. J. P., Spampinato, G., and Cano, E. (2018). Taxonomy, ecology and distribution of *Juniperus oxycedrus* L. group in the Mediterranean Region using morphometric, phytochemical and bioclimatic approaches. *BioRxiv*, 459651.
  • Cano-Ortíz, A., Spampinato, G., Fuentes, J., Pinto-Gómes, C., Canas, R., and Cano, E. (2021). Taxonomy, ecology and distribution of *Juniperus oxycedrus* l. group in the mediterranean basin using bioclimatic, phytochemical and morphometric approaches, with special reference to the iberian peninsula. *Forests*, 12(6), 703.
  • Çıvğa, A. (2015). *Relationships between essential oil properties of Crimean juniper (Juniperus oxycedrus L.) berries and environmental factors*. Süleyman Demirel University, Institute of Science, master’s Thesis, Isparta, 111p.
  • Corsi, F., De Leeuw, J., and Skidmore, A. (2000). Modeling species distribution with GIS. *Research techniques in animal ecology*, 389-434.
  • Dakhil, M. A., Halmy, M. W. A., Hassan, W. A., El-Keblawy, A., Pan, K., and Abdelaal, M. (2021). Endemic *Juniperus* montane species facing extinction risk under climate change in southwest China: integrative approach for conservation assessment and prioritization. *Biology*, 10(1), 63.
  • Doğan, H. H., Karadelev, M., and Işiloğlu, M. (2011). Macrofungal diversity associated with the scale-leaf juniper trees, *Juniperus excelsa* and *J. foetidissima*, distributed in Turkey. *Turkish Journal of Botany*, 35(2), 219-237.
  • Dormann, C. F. (2007). Promising the future? Global change projections of species distributions. *Basic and Applied ecology*, 8(5), 387-397.
  • Eliçin, G. (1977). *Türkiye Doğal Ardıç (Juniperus L.) Taksonlarının Yayılışları ile Önemli Morfolojik ve Anatomik Özellikleri Üzerinde Araştırmalar*, İstanbul University Publishing No: 2327, 109, İstanbul.
  • Elith, J., and Graham, C. H. (2009). Do they? How do they? WHY do they differ? On finding reasons for differing performances of species distribution models. *Ecography*, 32(1), 66-77.
  • Elith, J., and Leathwick, J. R. (2009). Species distribution models: ecological explanation and prediction across space and time. *Annual review of ecology, evolution, and systematics*, 40(1), 677-697.
  • Ertuğrul, E. T., Mert, A., and Oğurlu, İ. (2017). Mapping habitat suitabilities of some wildlife species in Burdur Lake Basin. *Turkish Journal of Forestry*, 18(2), 149-154.
  • Fatemi, S. S., Rahimi, M., Tarkesh, M., and Ravanbakhsh, H. (2018). Predicting the impacts of climate change on the distribution of *Juniperus excelsa* M. Bieb. in the central and eastern Alborz Mountains, Iran. *iForest-Biogeosciences and Forestry*, 11(5), 643.
  • GBIF, (2025). Global Biodiversity Information Facility, GBIF.org (17 January 2025) GBIF Occurrence Download [https://doi.org/10.15468/dl.5fd55g](https://doi.org/10.15468/dl.5fd55g)
  • Gulcu, S., Gultekin, H. C., and Gurlevik, N. (2005). Problems and rehabilitation of juniper (*Juniperus* spp.) forests in the Lake District. *Protected Natural Areas Symposium Oral Proceedings Book*, 561-567.
  • Gül, E. (2025). On the Edge of Survival: The Fragile Fate of Scots Pine (*Pinus sylvestris* L.) in Central Anatolia, Türkiye Under Climate Change. *BioResources*, 20(2), 3628-3652.
  • Gül, E., and Esen, S. (2024). High Desertification Susceptibility in Forest Ecosystems Revealed by the Environmental Sensitivity Area Index (ESAI). *Sustainability (2071-1050)*, 16(23).
  • Gülsoy, S., and Çıvğa, A. (2016). Relationships between essential oil properties of Crimean juniper (*Juniperus oxycedrus*) berries and environmental factors. *Turkish Journal of Forestry*, 17(2), 142-152.
  • Gulsoy, S., Ozkan, G., Senol, H., and Mert, A. (2019). Assessment of essential oil properties in *Juniperus excelsa* subsp. excelsa cones depending on site factors. *Fresenius Environmental Bulletin*, 28(4), 2380-2389.
  • Hall, J. B. (1984). *Juniperus excelsa* in Africa: a biogeographical study of an Afromontane tree. *Journal of biogeography*, 47-61.
  • Hernández, C., Venegas-González, A., Santini Jr, L., and Craven, D. (2025). Shifts in trait diversity across the range of an endemic treeline species in central Chile. *Annals of Botany*, mcaf052.
  • Imbert, J. B., Blanco, J. A., Candel-Pérez, D., Lo, Y. H., González de Andrés, E., Yeste, A., and Chang, S. C. (2021). Synergies between climate change, biodiversity, ecosystem function and services, indirect drivers of change and human well-being in forests. *Exploring synergies and trade-offs between climate change and the sustainable development goals*, 263-320.
  • Jump, A. S., and Peñuelas, J. (2005). Running to stand still: adaptation and the response of plants to rapid climate change. *Ecology letters*, 8(9), 1010-1020.
  • Karger, D. N., Lange, S., Hari, C., Reyer, C. P. O., Conrad, O., Zimmermann, N. E., and Frieler, K. (2023). CHELSA-W5E5: Daily 1km meteorological forcing data for climate impact studies. *Earth System Science Data*, 15(6), 2445–2464.
  • Kaya, C., Acarer, A., and Tekin, S. (2025). Global climate change, a threat: example of the chamois’ case. *Šumarski list*, 149(3-4), 169-180.
  • Kutbay, H. G., and Ok, T. (2003). Foliar N and P resorption and nutrient levels along an elevational gradient in *Juniperus oxycedrus* L. subsp. *macrocarpa* (Sibth. & Sm.) Ball. *Annals of Forest Science*, 60(5), 449-454.
  • Millar, C. I., Stephenson, N. L., and Stephens, S. L. (2007). Climate change and forests of the future: managing in the face of uncertainty. *Ecological applications*, 17(8), 2145-2151.
  • Moe, L. W. (2025). Imbuing climate security with positive peace: a peace continuum approach to sustaining peace during climate crisis. *International Affairs*, iiae322.
  • Mori, A. S., Lertzman, K. P., and Gustafsson, L. (2017). Biodiversity and ecosystem services in forest ecosystems: a research agenda for applied forest ecology. *Journal of Applied Ecology*, 54(1), 12-27.
  • Ninot, J. M., Anadon-Rosell, A., Molino, A., Grau, O., Caminal, M., Casanovas, A., and Carrillo, E. (2025). Similar functional structure and encroaching dynamics in two *Juniperus* species with contrasting distribution patterns. *Folia Geobotanica*, 1-18.
  • Özcan, A. U., Gülçin, D., and Çiçek, K. (2023). Modelling The Distribution of Crimean Juniper (*Juniperus Excelsa* M. Bieb.): Range Shifts in Current and Potential Future Distribution. *Current Applications in Natural Sciences*, 213-242.
  • Özdemir, S. (2024). Testing the Effect of Resolution on Species Distribution Models Using Two Invasive Species. *Polish Journal of Environmental Studies*, 33(2), 1325-1335.
  • Özdemir, S., Gülsoy, S., and Mert, A. (2020a). Predicting the effect of climate change on the potential distribution of Crimean Juniper. *Kastamonu University Journal of Forestry Faculty*, 20(2), 133-142.
  • Özdemir, S., Özkan, K., and Mert, A. (2020b). An ecological perspective on climate change scenarios. *Biological Diversity and Conservation*, 13(3), 361-371.
  • Özkan, K., Gülsoy, K., Aerts, R. and Muys, B. (2010a). Site properties for Crimean juniper (*Juniperus excelsa*) in semi-natural forests of southwestern Anatolia, Turkey. *Journal of Environmental Biology*, 31, 97-100.
  • Özkan, K., Gulsoy, S., Mert, A., Özturk, M. and Muys, B. (2010b). Plant distribution-altitude and landform relationships in karstic sinkholes of Mediterranean region of Turkey. *Journal of Environmental Biology*, 31, 51-60.
  • Özkan, K., Sentürk, Ö., Mert, A., and Negiz, M. G. (2015). Modelling and mapping potential distribution of Crimean juniper (*Juniperus excelsa* Bieb.) using correlative approaches. *Journal of environmental biology*, 36(1), 9-15.
  • Phillips, S.J., Anderson, R.P. & Schapire, R.E., 2006, ‘Maximum Entropy Modeling of Species Geographic Distributions’, *Ecological Modelling*, 190, 231-259.
  • Radosavljevic, A., and Anderson, R. P. (2014). Making better Maxent models of species distributions: complexity, overfitting and evaluation. *Journal of biogeography*, 41(4), 629-643.
  • Saffariha, M., Jahani, A., Roche, L. M., and Hosseinnejad, Z. (2023). Environmental decision support system development for natural distribution prediction of *Festuca ovina* in restoration of degraded lands. *Land Degradation & Development*, 34(18), 5713-5732.
  • Seim, A., Omurova, G., Azisov, E., Musuraliev, K., Aliev, K., Tulyaganov, T., and Linderholm, H. W. (2016). Climate change increases drought stress of Juniper trees in the mountains of Central Asia. *PloS one*, 11(4), e0153888.
  • Shakir Hanna, S. H. (2025). Climate Change and Human Imprint Consequences. In *Climate Changes Impacts on Aquatic Environment: Assessment, Adaptation, Mitigation, and Road Map for Sustainable Development* (pp. 3-19). Cham: Springer Nature Switzerland.
  • Shcheglovitova, M., and Anderson, R. P. (2013). Estimating optimal complexity for ecological niche models: A jackknife approach for species with small sample sizes. *Ecological Modelling*, 269, 9-17.
  • Swets, J. A. (1988). Measuring the accuracy of diagnostic systems. *Science*, 240(4857), 1285-1293.
  • Süel, H. (2014). *Habitat suitability modelling of prey species in Isparta-Sütçüler region*. Süleyman Demirel University, Institute of Science, Department of Forest Engineering, PhD Thesis, 151, Isparta.
  • Tekeş, A. (2024). Katran Ardıcının (*Juniperus oxycedrus* L.) Gösterge Bitki Tür Analizi ve Ekolojik Değerlendirmesi. *Science and Technique in the 21st Century*, 11(22), 81-91.
  • Tekeş, A., and Özkan, K. (2024). The Relationship Between Certain Oak Species and Ecological Factors: An Analysis of Indicator Plant Species in Bozdağlar. *International Journal of Innovative Approaches in Agricultural Research*, 8(4), 307-323.
  • Tekeş, A., Özdemir, S., Aykurt, C., Gülsoy, S., and Özkan, K. (2025). Species distribution modeling of red hawthorn (*Crataegus monogyna* Jacq.) in response to climate change. *Šumarski list*, 149(5-6).
  • Tekeş, A., Karagöz, S. G., and Ulusan, M. D. (2024a). Bazı endemik ve tıbbi öneme sahip bitki türlerinin uçucu bileşenlerinin yükseltiye bağlı değişimi. *Anadolu Orman Araştırmaları Dergisi*, 10(2), 123-138.
  • Tekeş, A., Karagöz, S. G., & Gülsoy, S. (2024b). Farklı Yükseltilerde Dağçayı (*Sideritis pisidica* Boiss. & Heldr.)’nın Uçucu Bileşenleri. *Düzce Üniversitesi Orman Fakültesi Ormancılık Dergisi*, 20(2), 15-27.
  • Tundis, R., Bonesi, M., and Loizzo, M. R. (2020). A Comparative study of phytochemical constituents and bioactivity of n-hexane and dichloromethane extracts of *Juniperus macrocarpa* and *J. oxycedrus*. In *Biology and Life Sciences Forum*, 4(1), 42.
  • Warren, D. L., and Seifert, S. N. (2011). Ecological niche modeling in Maxent: the importance of model complexity and the performance of model selection criteria. *Ecological applications*, 21(2), 335-342.
  • Willson, C., Manos, P., and Jackson, R. (2008). Hydraulic traits are influenced by phylogenetic history in the drought‐resistant, invasive genus *Juniperus* (cupressaceae). *American Journal of Botany*, 95(3), 299-314.
  • Young, N., Carter, L., and Evangelista, P. (2011). *A MaxEnt model v3. 3.3 e tutorial (ArcGIS v10)*. Natural Resource Ecology Laboratory, Colorado State University and the National Institute of Invasive Species Science.
Toplam 61 adet kaynakça vardır.

Ayrıntılar

Birincil Dil İngilizce
Konular Ormancılık Yönetimi ve Çevre
Bölüm Araştırma Makalesi
Yazarlar

Ahmet Acarer 0000-0003-0864-7880

Gönderilme Tarihi 7 Mayıs 2025
Kabul Tarihi 18 Haziran 2025
Yayımlanma Tarihi 30 Haziran 2025
DOI https://doi.org/10.58816/duzceod.1694206
IZ https://izlik.org/JA89NE99HD
Yayımlandığı Sayı Yıl 2025 Cilt: 21 Sayı: 1

Kaynak Göster

APA Acarer, A. (2025). The Extinction Trajectory of the Crimean Juniper (Juniperus excelsa) Species in Central Anatolia Under Global Climate Change. Düzce Üniversitesi Orman Fakültesi Ormancılık Dergisi, 21(1), 646-672. https://doi.org/10.58816/duzceod.1694206

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