{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,31]],"date-time":"2026-01-31T14:27:30Z","timestamp":1769869650815,"version":"3.49.0"},"reference-count":49,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2025,4,16]],"date-time":"2025-04-16T00:00:00Z","timestamp":1744761600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"},{"start":{"date-parts":[[2025,4,16]],"date-time":"2025-04-16T00:00:00Z","timestamp":1744761600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"}],"funder":[{"name":"Physikalisch-Technische Bundesanstalt (PTB)"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Ann Math Artif Intell"],"published-print":{"date-parts":[[2026,1]]},"abstract":"<jats:title>Abstract<\/jats:title>\n                  <jats:p>Logical Analysis of Data (LAD) is a powerful technique for data classification based on partially defined Boolean functions. The decision rules for class prediction in LAD are formed out of patterns. According to different preferences in the classification problem, various pattern types have been defined. The generation of these patterns plays a key role in the LAD methodology and represents a computationally hard problem. In this article, we introduce a new approach to pattern generation in LAD based on Answer Set Programming (ASP), which can be applied to all common LAD pattern types.<\/jats:p>","DOI":"10.1007\/s10472-025-09981-x","type":"journal-article","created":{"date-parts":[[2025,4,15]],"date-time":"2025-04-15T23:07:37Z","timestamp":1744758457000},"page":"63-87","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Answer set programming for pattern generation in logical analysis of data"],"prefix":"10.1007","volume":"94","author":[{"given":"Katinka","family":"Becker","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Alexander","family":"Bockmayr","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2025,4,16]]},"reference":[{"issue":"1","key":"9981_CR1","doi-asserted-by":"publisher","first-page":"299","DOI":"10.1007\/BF02283750","volume":"16","author":"Y Crama","year":"1988","unstructured":"Crama, Y., Hammer, P.L., Ibaraki, T.: Cause-effect relationships and partially defined boolean functions. Ann. Oper. Res. 16(1), 299\u2013325 (1988). https:\/\/doi.org\/10.1007\/BF02283750","journal-title":"Ann. Oper. Res."},{"issue":"1\u20134","key":"9981_CR2","doi-asserted-by":"publisher","first-page":"265","DOI":"10.1007\/S10472-007-9065-2","volume":"49","author":"G Alexe","year":"2007","unstructured":"Alexe, G., Alexe, S., Bonates, T.O., Kogan, A.: Logical analysis of data - the vision of Peter L. Hammer. Ann. Math. Artif. Intell. 49(1\u20134), 265\u2013312 (2007). https:\/\/doi.org\/10.1007\/S10472-007-9065-2","journal-title":"Hammer. Ann. Math. Artif. Intell."},{"issue":"1","key":"9981_CR3","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.ejor.2018.06.011","volume":"275","author":"M Lejeune","year":"2019","unstructured":"Lejeune, M., Lozin, V., Lozina, I., Ragab, A., Yacout, S.: Recent advances in the theory and practice of logical analysis of data. Eur. J. Oper. Res. 275(1), 1\u201315 (2019). https:\/\/doi.org\/10.1016\/j.ejor.2018.06.011","journal-title":"Eur. J. Oper. Res."},{"key":"9981_CR4","doi-asserted-by":"publisher","DOI":"10.1016\/j.cor.2018.04.014","author":"R Bruni","year":"2018","unstructured":"Bruni, R., Bianchi, G., Dolente, C., Leporelli, C.: Logical analysis of data as a tool for the analysis of probabilistic discrete choice behavior. Comput. Oper. Res. (2018). https:\/\/doi.org\/10.1016\/j.cor.2018.04.014","journal-title":"Comput. Oper. Res."},{"issue":"1","key":"9981_CR5","doi-asserted-by":"publisher","first-page":"203","DOI":"10.1007\/S10479-006-0075-Y","volume":"148","author":"PL Hammer","year":"2006","unstructured":"Hammer, P.L., Bonates, T.O.: Logical analysis of data - an overview: From combinatorial optimization to medical applications. Ann. Oper. Res. 148(1), 203\u2013225 (2006). https:\/\/doi.org\/10.1007\/S10479-006-0075-Y","journal-title":"Ann. Oper. Res."},{"key":"9981_CR6","doi-asserted-by":"publisher","first-page":"235","DOI":"10.1016\/j.artmed.2004.11.004","volume":"34","author":"G Alexe","year":"2005","unstructured":"Alexe, G., Alexe, S., Axelrod, D.E., Hammer, P.L., Weissmann, D.: Logical analysis of diffuse large b-cell lymphomas. Artif. Intell. Med. 34, 235\u201367 (2005). https:\/\/doi.org\/10.1016\/j.artmed.2004.11.004","journal-title":"Artif. Intell. Med."},{"issue":"3","key":"9981_CR7","doi-asserted-by":"publisher","first-page":"766","DOI":"10.1002\/pmic.200300574","volume":"4","author":"G Alexe","year":"2004","unstructured":"Alexe, G., Alexe, S., Liotta, L.A., Petricoin, E., Reiss, M., Hammer, P.L.: Ovarian cancer detection by logical analysis of proteomic data. Proteomics 4(3), 766\u201383 (2004). https:\/\/doi.org\/10.1002\/pmic.200300574","journal-title":"Proteomics"},{"key":"9981_CR8","doi-asserted-by":"publisher","first-page":"685","DOI":"10.1161\/01.CIR.0000024410.15081.FD","volume":"106","author":"M Lauer","year":"2002","unstructured":"Lauer, M., Alexe, S., Pothier, C., Blackstone, E., Ishwaran, H., Hammer, P.L.: Use of the logical analysis of data method for assessing long-term mortality risk after exercise electrocardiography. Circulation 106, 685\u201390 (2002). https:\/\/doi.org\/10.1161\/01.CIR.0000024410.15081.FD","journal-title":"Circulation"},{"issue":"6","key":"9981_CR9","doi-asserted-by":"publisher","first-page":"1429","DOI":"10.1007\/S10845-013-0750-1","volume":"25","author":"M Mortada","year":"2014","unstructured":"Mortada, M., Yacout, S., Lakis, A.: Fault diagnosis in power transformers using multi-class logical analysis of data. J. Intell. Manuf. 25(6), 1429\u20131439 (2014). https:\/\/doi.org\/10.1007\/S10845-013-0750-1","journal-title":"J. Intell. Manuf."},{"key":"9981_CR10","doi-asserted-by":"publisher","first-page":"191","DOI":"10.1016\/J.COR.2018.04.014","volume":"106","author":"R Bruni","year":"2019","unstructured":"Bruni, R., Bianchi, G., Dolente, C., Leporelli, C.: Logical analysis of data as a tool for the analysis of probabilistic discrete choice behavior. Comput. Oper. Res. 106, 191\u2013201 (2019). https:\/\/doi.org\/10.1016\/J.COR.2018.04.014","journal-title":"Comput. Oper. Res."},{"key":"9981_CR11","doi-asserted-by":"publisher","first-page":"101935","DOI":"10.1016\/J.COSE.2020.101935","volume":"96","author":"TK Das","year":"2020","unstructured":"Das, T.K., Adepu, S., Zhou, J.: Anomaly detection in industrial control systems using logical analysis of data. Comput. Secur. 96, 101935 (2020). https:\/\/doi.org\/10.1016\/J.COSE.2020.101935","journal-title":"Comput. Secur."},{"issue":"6","key":"9981_CR12","doi-asserted-by":"publisher","first-page":"3571","DOI":"10.1007\/S10115-024-02070-1","volume":"66","author":"H Osman","year":"2024","unstructured":"Osman, H.: Cost-sensitive learning using logical analysis of data. Knowl. Inf. Syst. 66(6), 3571\u20133606 (2024). https:\/\/doi.org\/10.1007\/S10115-024-02070-1","journal-title":"Knowl. Inf. Syst."},{"key":"9981_CR13","doi-asserted-by":"publisher","unstructured":"James, G., Witten, D., Hastie, T., Tibshirani, R., Taylor, J.: An Introduction to Statistical Learning. Springer, Switzerland (2023). https:\/\/doi.org\/10.1007\/978-3-031-38747-0","DOI":"10.1007\/978-3-031-38747-0"},{"key":"9981_CR14","doi-asserted-by":"publisher","first-page":"33","DOI":"10.1007\/s10479-011-0916-1","volume":"188","author":"E Boros","year":"2011","unstructured":"Boros, E., Crama, Y., Hammer, P., Ibaraki, T., Kogan, A., Makino, K.: Logical analysis of data: classification with justification. Ann. Oper. Res. 188, 33\u201361 (2011). https:\/\/doi.org\/10.1007\/s10479-011-0916-1","journal-title":"Ann. Oper. Res."},{"issue":"1","key":"9981_CR15","doi-asserted-by":"publisher","first-page":"79","DOI":"10.1016\/j.dam.2003.08.013","volume":"144","author":"PL Hammer","year":"2004","unstructured":"Hammer, P.L., Kogan, A., Simeone, B., Szedm\u00e1k, S.: Pareto-optimal patterns in logical analysis of data. Discrete Appl. Math. 144(1), 79\u2013102 (2004). https:\/\/doi.org\/10.1016\/j.dam.2003.08.013","journal-title":"Discrete Appl. Math."},{"issue":"4","key":"9981_CR16","doi-asserted-by":"publisher","first-page":"749","DOI":"10.1016\/j.dam.2008.07.005","volume":"157","author":"HS Ryoo","year":"2009","unstructured":"Ryoo, H.S., Jang, I.-Y.: MILP approach to pattern generation in logical analysis of data. Discrete Appl. Math. 157(4), 749\u2013761 (2009). https:\/\/doi.org\/10.1016\/j.dam.2008.07.005","journal-title":"Discrete Appl. Math."},{"issue":"1\u20132","key":"9981_CR17","doi-asserted-by":"publisher","first-page":"329","DOI":"10.1007\/S10479-015-1867-8","volume":"249","author":"C Chou","year":"2017","unstructured":"Chou, C., Bonates, T.O., Lee, C., Chaovalitwongse, W.A.: Multi-pattern generation framework for logical analysis of data. Ann. Oper. Res. 249(1\u20132), 329\u2013349 (2017). https:\/\/doi.org\/10.1007\/S10479-015-1867-8","journal-title":"Ann. Oper. Res."},{"key":"9981_CR18","doi-asserted-by":"publisher","first-page":"21","DOI":"10.1016\/j.dam.2016.08.007","volume":"218","author":"K Yan","year":"2017","unstructured":"Yan, K., Ryoo, H.S.: $$0\\text{- }1$$ multilinear programming as a unifying theory for LAD pattern generation. Discrete Appl. Math. 218, 21\u201339 (2017). https:\/\/doi.org\/10.1016\/j.dam.2016.08.007","journal-title":"Discrete Appl. Math."},{"issue":"4","key":"9981_CR19","doi-asserted-by":"publisher","first-page":"705","DOI":"10.1007\/s10898-018-0680-8","volume":"74","author":"K Yan","year":"2019","unstructured":"Yan, K., Ryoo, H.S.: A multi-term, polyhedral relaxation of a 0\u20131 multilinear function for Boolean logical pattern generation. J. Glob. Optim. 74(4), 705\u2013735 (2019). https:\/\/doi.org\/10.1007\/s10898-018-0680-8","journal-title":"J. Glob. Optim."},{"key":"9981_CR20","doi-asserted-by":"publisher","first-page":"105049","DOI":"10.1016\/J.COR.2020.105049","volume":"124","author":"R Ouyang","year":"2020","unstructured":"Ouyang, R., Chou, C.: Integrated optimization model and algorithm for pattern generation and selection in logical analysis of data. Comput. Oper. Res. 124, 105049 (2020). https:\/\/doi.org\/10.1016\/J.COR.2020.105049","journal-title":"Comput. Oper. Res."},{"issue":"8","key":"9981_CR21","doi-asserted-by":"publisher","first-page":"235","DOI":"10.3390\/A14080235","volume":"14","author":"G Lancia","year":"2021","unstructured":"Lancia, G., Serafini, P.: Computational complexity and ILP models for pattern problems in the logical analysis of data. Algorithms 14(8), 235 (2021). https:\/\/doi.org\/10.3390\/A14080235","journal-title":"Algorithms"},{"issue":"4","key":"9981_CR22","doi-asserted-by":"publisher","first-page":"1015","DOI":"10.1007\/s10898-021-01107-x","volume":"82","author":"K Yan","year":"2022","unstructured":"Yan, K., Ryoo, H.S.: Graph, clique and facet of Boolean logical polytope. J. Glob. Optim. 82(4), 1015\u20131052 (2022). https:\/\/doi.org\/10.1007\/s10898-021-01107-x","journal-title":"J. Glob. Optim."},{"key":"9981_CR23","unstructured":"Lifschitz, V.: What is answer set programming? In: Proceedings of the Twenty-Third AAAI Conference on Artificial Intelligence, AAAI 2008, pp. 1594\u20131597 (2008). http:\/\/www.aaai.org\/Library\/AAAI\/2008\/aaai08-270.php"},{"key":"9981_CR24","doi-asserted-by":"publisher","unstructured":"Baral, C.: Knowledge Representation, Reasoning and Declarative Problem Solving. Cambridge University Press, USA (2003). https:\/\/doi.org\/10.1017\/CBO9780511543357","DOI":"10.1017\/CBO9780511543357"},{"key":"9981_CR25","doi-asserted-by":"publisher","unstructured":"Gelfond, M., Kahl, Y.: Knowledge Representation, Reasoning, and the Design of Intelligent Agents: The Answer-Set Programming Approach. Cambridge University Press, USA (2014). https:\/\/doi.org\/10.1017\/CBO9781139342124","DOI":"10.1017\/CBO9781139342124"},{"key":"9981_CR26","doi-asserted-by":"publisher","unstructured":"Lifschitz, V.: Answer Set Programming. Springer, Switzerland (2019). https:\/\/doi.org\/10.1007\/978-3-030-24658-7","DOI":"10.1007\/978-3-030-24658-7"},{"key":"9981_CR27","doi-asserted-by":"publisher","unstructured":"Gebser, M., Kaminski, R., Kaufmann, B., Schaub, T.: Answer Set Solving in Practice. Synthesis Lectures on Artificial Intelligence and Machine Learning. Springer, Switzerland (2022). https:\/\/doi.org\/10.1007\/978-3-031-01561-8. Reprint of original edition Morgan & Claypool 2013","DOI":"10.1007\/978-3-031-01561-8"},{"key":"9981_CR28","doi-asserted-by":"publisher","unstructured":"Becker, K.: Logical analysis of biological data. PhD thesis, Freie Universit\u00e4t Berlin (2021). https:\/\/doi.org\/10.17169\/refubium-31339","DOI":"10.17169\/refubium-31339"},{"key":"9981_CR29","unstructured":"Becker, K., Gebser, M., Schaub, T., Bockmayr, A.: Answer set programming for logical analysis of data. In: Proceedings of the 12th International Workshop on Constraint-Based Methods for Bioinformatics, WCB\u201916, pp. 15\u201326 (2016). http:\/\/cp2016.a4cp.org\/program\/workshops\/wcb2016-proceedings.pdf"},{"issue":"7","key":"9981_CR30","doi-asserted-by":"publisher","first-page":"1039","DOI":"10.1016\/j.dam.2005.03.031","volume":"154","author":"G Alexe","year":"2006","unstructured":"Alexe, G., Hammer, P.L.: Spanned patterns for the logical analysis of data. Discrete Appl. Math. 154(7), 1039\u20131049 (2006). https:\/\/doi.org\/10.1016\/j.dam.2005.03.031","journal-title":"Discrete Appl. Math."},{"issue":"5","key":"9981_CR31","doi-asserted-by":"publisher","first-page":"442","DOI":"10.1007\/s00500-005-0505-9","volume":"10","author":"G Alexe","year":"2006","unstructured":"Alexe, G., Alexe, S., Hammer, P.L.: Pattern-based clustering and attribute analysis. Soft Comput. 10(5), 442\u2013452 (2006). https:\/\/doi.org\/10.1007\/s00500-005-0505-9","journal-title":"Soft Comput."},{"key":"9981_CR32","doi-asserted-by":"publisher","unstructured":"Niemel\u00e4, I., Simons, P., Syrj\u00e4nen, T.: Smodels: A system for answer set programming. CoRR. cs.AI\/0003033 (2000). https:\/\/doi.org\/10.48550\/arXiv.cs\/0003033","DOI":"10.48550\/arXiv.cs\/0003033"},{"issue":"3","key":"9981_CR33","doi-asserted-by":"publisher","first-page":"499","DOI":"10.1145\/1149114.1149117","volume":"7","author":"N Leone","year":"2006","unstructured":"Leone, N., Pfeifer, G., Faber, W., Eiter, T., Gottlob, G., Perri, S., Scarcello, F.: The DLV system for knowledge representation and reasoning. ACM Trans. Comput. Log. 7(3), 499\u2013562 (2006). https:\/\/doi.org\/10.1145\/1149114.1149117","journal-title":"ACM Trans. Comput. Log."},{"issue":"2","key":"9981_CR34","doi-asserted-by":"publisher","first-page":"107","DOI":"10.3233\/AIC-2011-0491","volume":"24","author":"M Gebser","year":"2011","unstructured":"Gebser, M., Kaufmann, B., Kaminski, R., Ostrowski, M., Schaub, T., Schneider, M.: Potassco: The Potsdam Answer Set Solving Collection. AI Commun. 24(2), 107\u2013124 (2011). https:\/\/doi.org\/10.3233\/AIC-2011-0491","journal-title":"AI Commun."},{"issue":"4\u20135","key":"9981_CR35","doi-asserted-by":"publisher","first-page":"449","DOI":"10.1017\/S1471068415000150","volume":"15","author":"M Gebser","year":"2015","unstructured":"Gebser, M., Harrison, A., Kaminski, R., Lifschitz, V., Schaub, T.: Abstract gringo. Theory Pract. Log. Program 15(4\u20135), 449\u2013463 (2015). https:\/\/doi.org\/10.1017\/S1471068415000150","journal-title":"Theory Pract. Log. Program"},{"key":"9981_CR36","unstructured":"Gelfond, M., Lifschitz, V.: The stable model semantics for logic programming. In: Kowalski, R.A., Bowen, K.A. (eds.) Logic Programming, Proceedings of the Fifth International Conference and Symposium, Seattle, pp. 1070\u20131080 (1988)"},{"key":"9981_CR37","doi-asserted-by":"publisher","unstructured":"Lifschitz, V.: Twelve definitions of a stable model. In: Banda, M.G., Pontelli, E. (eds.) Logic Programming, 24th International Conference, ICLP 2008, Udine, Italy, Proceedings, pp. 37\u201351 (2008). https:\/\/doi.org\/10.1007\/978-3-540-89982-2_8","DOI":"10.1007\/978-3-540-89982-2_8"},{"issue":"1\u20132","key":"9981_CR38","doi-asserted-by":"publisher","first-page":"181","DOI":"10.1016\/S0004-3702(02)00187-X","volume":"138","author":"P Simons","year":"2002","unstructured":"Simons, P., Niemel\u00e4, I., Soininen, T.: Extending and implementing the stable model semantics. Artif. Intell. 138(1\u20132), 181\u2013234 (2002). https:\/\/doi.org\/10.1016\/S0004-3702(02)00187-X","journal-title":"Artif. Intell."},{"key":"9981_CR39","unstructured":"Gebser, M., Kaminski, R., Kaufmann, B., Lindauer, M., Ostrowski, M., Romero, J., Schaub, T., Thiele, S., Wanko, P.: Potassco user guide (2019). https:\/\/github.com\/potassco\/guide"},{"key":"9981_CR40","doi-asserted-by":"publisher","unstructured":"Brewka, G., Delgrande, J.P., Romero, J., Schaub, T.: Asprin: customizing answer set preferences without a headache, 1467\u20131474 (2015). https:\/\/doi.org\/10.1609\/AAAI.V29I1.9398","DOI":"10.1609\/AAAI.V29I1.9398"},{"key":"9981_CR41","doi-asserted-by":"publisher","first-page":"104023","DOI":"10.1016\/J.ARTINT.2023.104023","volume":"325","author":"G Brewka","year":"2023","unstructured":"Brewka, G., Delgrande, J.P., Romero, J., Schaub, T.: A general framework for preferences in answer set programming. Artif. Intell. 325, 104023 (2023). https:\/\/doi.org\/10.1016\/J.ARTINT.2023.104023","journal-title":"Artif. Intell."},{"issue":"1","key":"9981_CR42","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/S12532-008-0001-1","volume":"1","author":"T Achterberg","year":"2009","unstructured":"Achterberg, T.: SCIP: solving constraint integer programs. Math. Program. Comput. 1(1), 1\u201341 (2009). https:\/\/doi.org\/10.1007\/S12532-008-0001-1","journal-title":"Math. Program. Comput."},{"key":"9981_CR43","unstructured":"Bolusani, S., Besan\u00e7on, M., Bestuzheva, K., Chmiela, A., Dion\u00edsio, J., Donkiewicz, T., Doornmalen, J., Eifler, L., Ghannam, M., Gleixner, A., Graczyk, C., Halbig, K., Hedtke, I., Hoen, A., Hojny, C., Hulst, R., Kamp, D., Koch, T., Kofler, K., Lentz, J., Manns, J., Mexi, G., M\u00fchmer, E., Pfetsch, M.E., Schl\u00f6sser, F., Serrano, F., Shinano, Y., Turner, M., Vigerske, S., Weninger, D., Xu, L.: The SCIP Optimization Suite 9.0. ZIB-Report 24-02-29, Zuse Institute Berlin (2024). https:\/\/nbn-resolving.org\/urn:nbn:de:0297-zib-95528"},{"key":"9981_CR44","unstructured":"Kelly, M., Longjohn, R., Nottingham, K.: The UCI Machine Learning Repository. https:\/\/archive.ics.uci.edu\/ml"},{"key":"9981_CR45","doi-asserted-by":"publisher","first-page":"292","DOI":"10.1109\/69.842268","volume":"12","author":"E Boros","year":"2000","unstructured":"Boros, E., Hammer, P.L., Ibaraki, T., Kogan, A., Mayoraz, E., Muchnik, I.: An implementation of logical analysis of data. Knowl. Data Eng. IEEE Trans. 12, 292\u2013306 (2000). https:\/\/doi.org\/10.1109\/69.842268","journal-title":"Knowl. Data Eng. IEEE Trans."},{"key":"9981_CR46","doi-asserted-by":"publisher","unstructured":"Koch, T.: Rapid mathematical prototyping. PhD thesis, Technische Universit\u00e4t Berlin (2004). https:\/\/doi.org\/10.14279\/depositonce-975","DOI":"10.14279\/depositonce-975"},{"key":"9981_CR47","unstructured":"Mayoraz, E.: C++ tools for logical analysis of data (1998). http:\/\/rutcor.rutgers.edu\/pub\/LAD\/man.pdf"},{"key":"9981_CR48","unstructured":"Bonates, T.O., Gomes, V.S.D.: LAD-WEKA (2014). https:\/\/lia.ufc.br\/~tiberius\/lad\/"},{"key":"9981_CR49","unstructured":"Lemaire, P.: ladoscope: tools for Logical Analysis of Data (2018). http:\/\/pit.kamick.free.fr\/lemaire\/software-lad.html"}],"container-title":["Annals of Mathematics and Artificial Intelligence"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10472-025-09981-x.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10472-025-09981-x","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10472-025-09981-x.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,1,31]],"date-time":"2026-01-31T01:18:15Z","timestamp":1769822295000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10472-025-09981-x"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,4,16]]},"references-count":49,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2026,1]]}},"alternative-id":["9981"],"URL":"https:\/\/doi.org\/10.1007\/s10472-025-09981-x","relation":{},"ISSN":["1012-2443","1573-7470"],"issn-type":[{"value":"1012-2443","type":"print"},{"value":"1573-7470","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,4,16]]},"assertion":[{"value":"2 April 2025","order":1,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"16 April 2025","order":2,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}