Jan Drole

1. DROLE, Jan. Avtomatska detekcija lestvic hranilnih vrednosti na živilih s pomočjo računalniškega vida : diplomsko delo : visokošolski strokovni študijski program prve stopnje Računalništvo in informatika. Ljubljana: [J. Drole], 2024. 1 spletni vir (1 datoteka PDF (46 str.)), ilustr. Repository of the University of Ljubljana – RUL . [COBISS.SI-ID 214175235]

2. TERRO, Cathrine, DROLE, Jan, EFTIMOV, Tome, POTOČNIK, Doris, BONTEMPO, Luana, JAGODIC HUDOBIVNIK, Marta, MAZEJ, Darja, MODIC, Robert, SIMČIČ, Andraž, OGRINC, Matevž, KOROUŠIĆ-SELJAK, Barbara, OGRINC, Nives. Innovating traceability with stable isotopes, multi-elemental analysis, and explainable AI : validated using saffron as a commodity. In: OGRINC, Nives (ed.), HEATH, David John (ed.). FoodTraNet Conference : book of abstracts : 9-11 October 2024, Portorož, Slovenia. 1st ed. Ljubljana: Jožef Stefan Institute, 2024. Str. 30, ilustr. ISBN 978-961-264-296-9. https://www.foodtranet.org/images/book-of-abstracts-foodtranet-210x297mm-2024.pdf. [COBISS.SI-ID 239278851]

3. TERRO, Cathrine, DROLE, Jan, EFTIMOV, Tome, POTOČNIK, Doris, BONTEMPO, Luana, JAGODIC HUDOBIVNIK, Marta, MAZEJ, Darja, MODIC, Robert, SIMČIČ, Andraž, OGRINC, Matevž, KOROUŠIĆ-SELJAK, Barbara, OGRINC, Nives. IsoFoodTrack : innovating saffron traceability by stable isotopes, multielemental analysis, and explainable AI. In: Abstract book : posters : International Mass Spectrometry Conference 2024 : IMSC2024 : August 17-23, Melbourne, Australia. [S. l.: s. n., 2024]. Str. [270]. https://az659834.vo.msecnd.net/eventsairseasiaprod/production-aomevents-public/d3064bed2882462a840c7c9b00d2bae1. [COBISS.SI-ID 207614211]

4. DROLE, Jan, PRAVST, Igor, EFTIMOV, Tome, KOROUŠIĆ-SELJAK, Barbara. NutriGreen image dataset : a collection of annotated nutrition, organic, and vegan food products. Frontiers in nutrition. 2024, vol. 11, march, 8 str. ISSN 2296-861X. DiRROS - Digital repository of Slovenian research organizations, DOI: 10.3389/fnut.2024.1342823. [COBISS.SI-ID 190701059]

5. OGRINC, Nives, POTOČNIK, Doris, TERRO, Cathrine, STROJNIK, Lidija, JAGODIC HUDOBIVNIK, Marta, MAZEJ, Darja, SIMČIČ, Andraž, VEHAR, Anja, MODIC, Robert, SIMČIČ, Andraž, OGRINC, Matevž, DROLE, Jan, EFTIMOV, Tome, KOROUŠIĆ-SELJAK, Barbara, BONTEMPO, Luana, RONCONE, Alberto. Report on IRMS and ICP-MS characterization of raw materials and validation of an IT system for geographical traceability of PROMEDLIFE raw materials : Deliverable 3.3. Ljubljana: Institut Jožef Stefan, 2024. 30 str., ilustr. [COBISS.SI-ID 203349763]

6. VEHAR, Anja, DROLE, Jan, POTOČNIK, Doris, KOVAČIČ, Ana, STROJNIK, Lidija, JAGODIC HUDOBIVNIK, Marta, PINTAR, Marina, KACJAN-MARŠIĆ, Nina, HEATH, David John, HEATH, Ester, OGRINC, Nives. Unlocking tomato quality attributes irrigated with treated wastewater using machine learning. In: PULKRABOVÁ, Jana (ed.). Book of abstracts. Prague: University of Chemistry and Technology, 2024. Str. 109. ISBN 978-80-7592-268-7. https://www.rafa2024.eu/pdf/RAFA%202024_BoA_final.pdf. [COBISS.SI-ID 226167299]

7. AHMED, Areeb, BOSHKOSKA, Biljana Mileva, CAMACHO VILLALÓN, Christian Leonardo, DŽEROSKI, Sašo, DROLE, Jan, EFTIMOV, Tome, FILIPIČ, Bogdan, FORTUNA, Carolina, GJORGJIEVA, Sara, GJORGJEVIKJ, Ana, SHIRI, Maryam Gholami, GRADIŠEK, Anton, JUNKAR, Ita, KOROUŠIĆ-SELJAK, Barbara, MAKSIMOVIĆ, Daniela, NIKOLIKJ, Ana, NIKOLOSKI, Stevanče, PANOV, Panče, PAPA, Gregor, TUBA, Eva, TUBA, Milan, TUBA, Una. AutoLearn-SI ERA Chair Project : First Stakeholder Workshop : AI, machine learning & optimization in Slovenia : technical report : October 10, 2025, Ljubljana, Slovenia. [Ljubljana: Jozef Stefan Institute, 2025]. 1 USB-ključ (1 datoteka PDF (21 str.)), ilustr. [COBISS.SI-ID 273350659]

8. DROLE, Jan, EFTIMOV, Tome. Chemical and food data normalisation to different ontologies with the use of LLMs : keynote speech at the COST Action Permedik, Action Workshop and 7th Management Committee Meeting, Izmir, Turkey, 19-20 September 2025. [COBISS.SI-ID 251243523]

9. GJORGJEVIKJ, Ana, MARTINC, Matej, CENIKJ, Gjorgjina, STOJANOV, Riste, DROLE, Jan, ISPIROVA, Gordana, MENICHETTI, Giulia, OGRINC, Nives, TRAJANOV, Dimitar, DŽEROSKI, Sašo, KOROUŠIĆ-SELJAK, Barbara, EFTIMOV, Tome. Code for experiments conducted in the paper 'FoodyLLM: A FAIR-aligned specialized large language model for food and nutrition analysis'. [S. l.: s. n., 2025]. 1 spletni vir. https://github.com/matejMartinc/FoodyLLM, https://www.sciencedirect.com/science/article/pii/S2665927126000511?via%3Dihub. [COBISS.SI-ID 270753283]

10. GJORGJEVIKJ, Ana, MARTINC, Matej, CENIKJ, Gjorgjina, STOJANOV, Riste, DROLE, Jan, ISPIROVA, Gordana, MENICHETTI, Giulia, OGRINC, Nives, TRAJANOV, Dimitar, DŽEROSKI, Sašo, KOROUŠIĆ-SELJAK, Barbara, EFTIMOV, Tome. FoodyLLM : a FAIR-aligned specialized large language model for food and nutrition analysis. [S. l.: s. n., 2025]. 1 spletni vir. https://huggingface.co/Matej/FoodyLLM, https://www.sciencedirect.com/science/article/pii/S2665927126000511?via%3Dihub. [COBISS.SI-ID 270754051]

11. TERRO, Cathrine, MODIC, Robert, OGRINC, Matevž, SIMČIČ, Andraž, DROLE, Jan, EFTIMOV, Tome, KOROUŠIĆ-SELJAK, Barbara, OGRINC, Nives. IsoFoodTrack : a comprehensive database and management system based on stable isotope ratio analysis for combating food fraud. Frontiers in nutrition. 19 Feb. 2025, vol. 12, str. 1-11, ilustr. ISSN 2296-861X. https://www.frontiersin.org/journals/nutrition/articles/10.3389/fnut.2025.1516521/abstract, DOI: 10.3389/fnut.2025.1516521. [COBISS.SI-ID 226179843]

12. OGRINC, Nives, DROLE, Jan, EFTIMOV, Tome. Toward greater transparency : Stable isotopes and explainable machine learning solutions for food traceability. In: FRAU, Franco, WANTY, Richard B. Proceedings of the 3rd IAGC International Conference, Cagliari, 16-21 June 2025 : Water-Rock interaction - 18 & Applied isotope geochemistry. Cagliari: UNICApress, 2025. Sre, 243-246. ISBN 978-88-3312-187-1. [COBISS.SI-ID 240231939]

13. VEHAR, Anja, DROLE, Jan, KACJAN-MARŠIĆ, Nina, EFTIMOV, Tome, KOROUŠIĆ-SELJAK, Barbara, HEATH, Ester, OGRINC, Nives. Uncovering the metabolomic profile of tomatoes irrigated with treated wastewater through explainable machine learning. In: 4th Food Chemistry Conference : Hilton Glasgow, Scotland, UK, 14-16 October 2025. [S. l.: s. n. https://virtual.oxfordabstracts.com/event/public/73454/program?program&date=%222025-10-14%22. [COBISS.SI-ID 255834115]

14. TERRO, Cathrine, DROLE, Jan, EFTIMOV, Tome, OGRINC, Nives. Advanced saffron origin authentication through machine learning and isotopic–elemental fingerprinting. In: POLANŠEK, Juš (ed.), et al. 18th Jožef Stefan International Postgraduate School Students' Conference : book of abstracts : [18th IPSSC : research without borders] : 27th - 29th May 2026. Ljubljana: Jožef Stefan Institute: Jožef Stefan International Postgraduate School, 2026. Str. 21, ilustr. http://ipssc.mps.si/auxiliary_material/IPSSC_26_Book_Abstracts.pdf. [COBISS.SI-ID 285189891]

15. TERRO, Cathrine, STROJNIK, Lidija, POTOČNIK, Doris, DROLE, Jan, EFTIMOV, Tome, JAGODIC HUDOBIVNIK, Marta, MAZEJ, Darja, OGRINC, Nives, et al. Beyond the label : stable isotopes, multi-elemental profiling and machine learning for saffron (Crocus sativus L.) traceability. In: 3rd ISO-FOOD Symposium : book of abstracts : San Michele all’Adige Trentino-Alto Adige, Italia 13 – 15 May 2026. [S. l.: s. n.], 2026. Str. 41. https://drive.google.com/file/d/11VX_dThx1TeZnCTXIjKI87ffvrnwhIo2/view?pli=1. [COBISS.SI-ID 285193731]

16. GJORGJEVIKJ, Ana, MARTINC, Matej, CENIKJ, Gjorgjina, DROLE, Jan, OGRINC, Nives, DŽEROSKI, Sašo, KOROUŠIĆ-SELJAK, Barbara, EFTIMOV, Tome, et al. Large language models in food and nutrition science : opportunities, challenges, and the case of FoodyLLM. Current research in food science. 2026, vol. 12, [article no.] 101351, str. 1-26, ilustr. ISSN 2665-9271. https://www.sciencedirect.com/science/article/pii/S2665927126000511?via%3Dihub, DiRROS - Digital repository of Slovenian research organizations, Repository of the University of Ljubljana – RUL , DOI: 10.1016/j.crfs.2026.101351. [COBISS.SI-ID 270414595]

17. VEHAR, Anja, DROLE, Jan, KACJAN-MARŠIĆ, Nina, EFTIMOV, Tome, KOROUŠIĆ-SELJAK, Barbara, HEATH, Ester, OGRINC, Nives. Metabolic profiling of tomatoes irrigated with treated wastewater : insights from explainable machine learning. In: 3rd ISO-FOOD Symposium : book of abstracts : San Michele all’Adige Trentino-Alto Adige, Italia 13 – 15 May 2026. [S. l.: s. n.], 2026. Str. 15. https://drive.google.com/file/d/11VX_dThx1TeZnCTXIjKI87ffvrnwhIo2/view?pli=1. [COBISS.SI-ID 283744259]

18. AHMED, Areeb, BOSHKOSKA, Biljana Mileva, CAMACHO VILLALÓN, Christian Leonardo, DŽEROSKI, Sašo, DROLE, Jan, EFTIMOV, Tome, FILIPIČ, Bogdan, FORTUNA, Carolina, GJORGJIEVA, Sara, GJORGJEVIKJ, Ana, SHIRI, Maryam Gholami, JUNKAR, Ita, KOROUŠIĆ-SELJAK, Barbara, MAKSIMOVIĆ, Daniela, NIKOLIKJ, Ana, NIKOLOSKI, Stevanče, PANOV, Panče, PAPA, Gregor, TUBA, Eva, TUBA, Milan, TUBA, Una. Ocenjevanje uporabe umetne inteligence, skladnosti s FAIR načeli in rabe AutoML v Sloveniji = Assessing AI adoption, FAIR compliance, and AutoML usage in Slovenia. In: Digitalna družba na razpotju: ko se srečata regulacija in inovacija : 33. konferenca Dnevi slovenske informatike : zbornik : 14. in 15. april 2026, Kongresni center Bernardin, Portorož. 1. izd. Ljubljana: Slovensko društvo Informatika, 2026. Str. [88]. ISBN 978-961-6165-65-5. https://dsi2026.dsi-konferenca.si/uploads/files/DSIzbornik2026.pdf?utm_source=mail-marketing&utm_medium=email&utm_campaign=dsi-2026-hvala-za-sodelovanje. [COBISS.SI-ID 276513283]