{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,27]],"date-time":"2026-04-27T14:44:04Z","timestamp":1777301044845,"version":"3.51.4"},"reference-count":118,"publisher":"Springer Science and Business Media LLC","issue":"6","license":[{"start":{"date-parts":[[2024,10,30]],"date-time":"2024-10-30T00:00:00Z","timestamp":1730246400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2024,10,30]],"date-time":"2024-10-30T00:00:00Z","timestamp":1730246400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Bus Inf Syst Eng"],"published-print":{"date-parts":[[2025,12]]},"DOI":"10.1007\/s12599-024-00900-8","type":"journal-article","created":{"date-parts":[[2024,10,30]],"date-time":"2024-10-30T11:42:30Z","timestamp":1730288550000},"page":"939-955","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Practical Techniques for Theorizing from Literature Reviews"],"prefix":"10.1007","volume":"67","author":[{"given":"A.","family":"Ortiz de Guinea","sequence":"first","affiliation":[]},{"given":"Richard T.","family":"Watson","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2024,10,30]]},"reference":[{"issue":"3","key":"900_CR1","doi-asserted-by":"publisher","first-page":"488","DOI":"10.2307\/1879431","volume":"84","author":"GA Akerlof","year":"1970","unstructured":"Akerlof GA (1970) The market for \u201clemons\u201d: quality uncertainty and the market mechanism. Q J Econ 84(3):488\u2013500","journal-title":"Q J Econ"},{"key":"900_CR2","unstructured":"Akerlof GA (2001a) George A. Akerlof \u2013 biographical. Nobel Price outreach. https:\/\/www.nobelprize.org\/prizes\/economic-sciences\/2001\/akerlof\/biographical\/. Accessed 30 Jan 2023"},{"key":"900_CR3","unstructured":"Akerlof GA (2001b) Writing the \"market for 'lemons'\": a personal interpretive essay. Nobel Price outreach. https:\/\/www.nobelprize.org\/prizes\/economic-sciences\/2001\/akerlof\/article\/. Accessed 22 Jan 2023"},{"issue":"1","key":"900_CR4","doi-asserted-by":"publisher","first-page":"107","DOI":"10.2307\/3250961","volume":"25","author":"M Alavi","year":"2001","unstructured":"Alavi M, Leidner DE (2001) Review: knowledge management and knowledge management systems: conceptual foundations and research issues. MIS Q 25(1):107\u2013136. https:\/\/doi.org\/10.2307\/3250961","journal-title":"MIS Q"},{"key":"900_CR5","doi-asserted-by":"publisher","first-page":"154","DOI":"10.1111\/1540-5885.520154","volume":"5","author":"WJ Altier","year":"1988","unstructured":"Altier WJ (1988) A perspective on creativity. J Prod Innov Manag 5:154\u2013161","journal-title":"J Prod Innov Manag"},{"issue":"2","key":"900_CR6","first-page":"247","volume":"36","author":"M Alvesson","year":"2011","unstructured":"Alvesson M, Sandberg J (2011) Generating research questions through problematization. Acad Manag Rev 36(2):247\u2013271","journal-title":"Acad Manag Rev"},{"issue":"6","key":"900_CR7","doi-asserted-by":"publisher","first-page":"1290","DOI":"10.1111\/joms.12582","volume":"57","author":"M Alvesson","year":"2020","unstructured":"Alvesson M, Sandberg J (2020) The problematizing review: a counterpoint to Elsbach and Van Knippenberg\u2019s argument for integrative reviews. J Manag Stud 57(6):1290\u20131304. https:\/\/doi.org\/10.1111\/joms.12582","journal-title":"J Manag Stud"},{"issue":"4","key":"900_CR8","doi-asserted-by":"publisher","first-page":"496","DOI":"10.2307\/258555","volume":"14","author":"SB Bacharach","year":"1989","unstructured":"Bacharach SB (1989) Organizational theories: some criteria for evaluation. Acad Manag Rev 14(4):496\u2013515","journal-title":"Acad Manag Rev"},{"issue":"1","key":"900_CR9","doi-asserted-by":"publisher","first-page":"50","DOI":"10.1287\/isre.2018.0774","volume":"30","author":"N Berente","year":"2019","unstructured":"Berente N, Seidel S, Safadi H (2019) Research commentary \u2013 data\u2013driven computationally intensive theory development. Inf Syst Res 30(1):50\u201364","journal-title":"Inf Syst Res"},{"issue":"2","key":"900_CR10","doi-asserted-by":"publisher","first-page":"93","DOI":"10.22329\/il.v20i2.2262","volume":"20","author":"JA Blair","year":"2000","unstructured":"Blair JA, Johnson RH (2000) Informal logic: an overview. Informal Logic 20(2):93\u2013107","journal-title":"Informal Logic"},{"issue":"3","key":"900_CR11","doi-asserted-by":"publisher","first-page":"743","DOI":"10.5465\/amj.2017.0399","volume":"63","author":"J Brennecke","year":"2020","unstructured":"Brennecke J (2020) Dissonant ties in intraorganizational networks: why individualls seek problem-solving assistance from difficult colleagues. Acad Manag J 63(3):743\u2013778","journal-title":"Acad Manag J"},{"issue":"1","key":"900_CR12","doi-asserted-by":"publisher","first-page":"139","DOI":"10.1177\/1094428120943288","volume":"26","author":"D Breslin","year":"2020","unstructured":"Breslin D, Gatrell C (2020) Theorizing through literature reviews: the miner-prospector continuum. Organ Res Meth 26(1):139\u2013167","journal-title":"Organ Res Meth"},{"issue":"1","key":"900_CR13","doi-asserted-by":"publisher","first-page":"139","DOI":"10.1177\/1094428120943288","volume":"26","author":"D Breslin","year":"2023","unstructured":"Breslin D, Gatrell C (2023) Theorizing through literature reviews: the miner-prospector continuum. Organ Res Meth 26(1):139\u2013167. https:\/\/doi.org\/10.1177\/1094428120943288","journal-title":"Organ Res Meth"},{"issue":"1","key":"900_CR14","doi-asserted-by":"publisher","first-page":"301","DOI":"10.25300\/MISQ\/2021\/15434","volume":"45","author":"A Burton-Jones","year":"2021","unstructured":"Burton-Jones A, Butler BS, Scott S, Xu SX (2021) Next-generation information systems theorizing: a call to action. MIS Q 45(1):301\u2013314","journal-title":"MIS Q"},{"issue":"1","key":"900_CR15","first-page":"104","volume":"1","author":"HM Cooper","year":"1988","unstructured":"Cooper HM (1988) Organizing knowledge syntheses: a taxonom of literature reviews. Knowl Soc 1(1):104\u2013126","journal-title":"Knowl Soc"},{"key":"900_CR16","doi-asserted-by":"publisher","unstructured":"Cousty J, Najman L, Serra J (2009) Some morphological operators in graph spaces. In: International symposium on mathematical morphology and its applications to signal and image processing, https:\/\/doi.org\/10.1007\/978-3-642-03613-2_14","DOI":"10.1007\/978-3-642-03613-2_14"},{"key":"900_CR17","unstructured":"Daellenbach HG, McNickle DC (2005) A linear programming model. In: Management science: decision making through system thinking. Palgrave Macmillan, New York"},{"issue":"2","key":"900_CR18","doi-asserted-by":"publisher","first-page":"309","DOI":"10.1177\/004839317100100211","volume":"1","author":"MS Davis","year":"1971","unstructured":"Davis MS (1971) That\u2019s interesting!: towards a phenomenology of sociology and a sociology of phenomenology. Philos Soc Sci 1(2):309\u2013344. https:\/\/doi.org\/10.1177\/004839317100100211","journal-title":"Philos Soc Sci"},{"key":"900_CR19","doi-asserted-by":"publisher","DOI":"10.1111\/caim.12353","author":"C Dell\u2019Era","year":"2020","unstructured":"Dell\u2019Era C, Magistretti S, Cautela C, Verganti R, Zurlo F (2020) Four kinds of design thinking: from ideating to making, engaging, and criticizing. Creat Innov Manag. https:\/\/doi.org\/10.1111\/caim.12353","journal-title":"Creat Innov Manag"},{"key":"900_CR20","unstructured":"Devlin J, Chang M-W, Lee K, Toutanova K (2018) BERT: Pre-training of deep bidirectional transformers for language understanding. ArXiv abs\/1810.04805"},{"issue":"4","key":"900_CR21","doi-asserted-by":"publisher","first-page":"532","DOI":"10.2307\/258557","volume":"14","author":"KM Eisenhardt","year":"1989","unstructured":"Eisenhardt KM (1989) Building theories from case study research. Acad Manag Rev 14(4):532\u2013550. https:\/\/doi.org\/10.2307\/258557","journal-title":"Acad Manag Rev"},{"key":"900_CR22","doi-asserted-by":"crossref","unstructured":"Elsbach KD, Van Knippenberg D (2020) Creating high-Impact literature reviews: an argument for integrative reviews. J Manag Stud 57(6):1277\u20131289","DOI":"10.1111\/joms.12581"},{"issue":"3","key":"900_CR23","doi-asserted-by":"publisher","first-page":"438","DOI":"10.1177\/1094428116689707","volume":"20","author":"G Fisher","year":"2017","unstructured":"Fisher G, Aguinis H (2017) Using theory elaboration to make theoretical advancements. Organ Res Meth 20(3):438\u2013464. https:\/\/doi.org\/10.1177\/1094428116689707","journal-title":"Organ Res Meth"},{"issue":"2","key":"900_CR24","doi-asserted-by":"publisher","first-page":"393","DOI":"10.5465\/amj.2011.60263120","volume":"54","author":"P Fiss","year":"2011","unstructured":"Fiss P (2011) Building better causal theories: a fuzzy set approach to typologies in organization research. Acad Manag J 54(2):393\u2013420","journal-title":"Acad Manag J"},{"key":"900_CR25","volume-title":"Industrial dynamics","author":"JW Forrester","year":"1961","unstructured":"Forrester JW (1961) Industrial dynamics. MIT Press"},{"key":"900_CR26","doi-asserted-by":"publisher","DOI":"10.1515\/9781400842995","volume-title":"Social science concepts: a user's guide","author":"G Goertz","year":"2006","unstructured":"Goertz G (2006) Social science concepts: a user\u2019s guide. Princeton University Press"},{"issue":"1","key":"900_CR27","doi-asserted-by":"publisher","first-page":"15","DOI":"10.1177\/1094428112452151","volume":"16","author":"DA Goia","year":"2013","unstructured":"Goia DA, Corley KG, Hamillton AL (2013) Seeking qualitative rigor in inductive research: notes on the Gioia methodology. Organ Res Meth 16(1):15\u201331","journal-title":"Organ Res Meth"},{"issue":"6","key":"900_CR28","first-page":"1509","volume":"22","author":"RW Gregory","year":"2021","unstructured":"Gregory RW, Henfridsson O (2021) Bridging the art and science: phenomenon-driven theorizing. J Assoc Inf Syst 22(6):1509\u20131523","journal-title":"J Assoc Inf Syst"},{"issue":"3","key":"900_CR29","doi-asserted-by":"publisher","first-page":"472","DOI":"10.2307\/259137","volume":"24","author":"TL Griffith","year":"1999","unstructured":"Griffith TL (1999) Technology features as triggers for sensemaking. Acad Manag Rev 24(3):472\u2013488. https:\/\/doi.org\/10.2307\/259137","journal-title":"Acad Manag Rev"},{"key":"900_CR30","doi-asserted-by":"crossref","unstructured":"Habernal I, Hannemann R, Pollak C, Klamm C, Pauli P, Gurevych I (2017) Argotario: computational argumentation meets serious games. arXiv preprint arXiv:170706002","DOI":"10.18653\/v1\/D17-2002"},{"key":"900_CR31","unstructured":"Habernal I, Pauli P, Gurevych I (2018) Adapting serious game for fallacious argumentation to German: pitfalls, insights, and best practices. In: Proceedings of the eleventh international conference on language resources and evaluation, Miyazaki, 3329\u20133335"},{"key":"900_CR32","unstructured":"Hansen H (2020) Fallacies. https:\/\/plato.stanford.edu\/archives\/sum2020\/entries\/fallacies."},{"issue":"3","key":"900_CR33","doi-asserted-by":"publisher","first-page":"198","DOI":"10.1177\/0268396219832004","volume":"34","author":"NR Hassan","year":"2019","unstructured":"Hassan NR, Mathiassen L, Lowry PB (2019) The process of information systems theorizing as a discursive practice. J Inf Technol 34(3):198\u2013220. https:\/\/doi.org\/10.1177\/0268396219832004","journal-title":"J Inf Technol"},{"key":"900_CR34","doi-asserted-by":"publisher","first-page":"130","DOI":"10.1016\/j.geomorph.2014.12.024","volume":"15","author":"T Heckman","year":"2015","unstructured":"Heckman T, Schwanghart W, Phillips J (2015) Graph theory \u2013 recent developments of its application in geomorphology. Geomorphol 15:130\u2013146","journal-title":"Geomorphol"},{"issue":"1","key":"900_CR35","doi-asserted-by":"publisher","first-page":"77","DOI":"10.1016\/0749-5978(90)90023-3","volume":"46","author":"DA Hershey","year":"1990","unstructured":"Hershey DA, Walsh DA, Read SJ, Chulef AS (1990) The effects of expertise on financial problem solving: evidence for goal-directed, problem-solving scripts. Organ Behav Hum Decis Proc 46(1):77\u2013101","journal-title":"Organ Behav Hum Decis Proc"},{"issue":"2","key":"900_CR36","doi-asserted-by":"publisher","first-page":"211","DOI":"10.1037\/a0025940","volume":"138","author":"M Hilbert","year":"2012","unstructured":"Hilbert M (2012) Toward a synthesis of cognitive biases: how noisy information processing can bias human decision making. Psychol Bull 138(2):211\u2013237","journal-title":"Psychol Bull"},{"issue":"1","key":"900_CR37","first-page":"105","volume":"47","author":"AD Hill","year":"2021","unstructured":"Hill AD, Johnson SG, Greco LM, O\u2019Boylee EH, Walter SL (2021) Endogeneity: a review and agenda for the methodology-practice divide affecting micro and macro research. J Manag 47(1):105\u2013143","journal-title":"J Manag"},{"issue":"1","key":"900_CR38","doi-asserted-by":"publisher","first-page":"220","DOI":"10.1016\/0377-2217(92)90019-6","volume":"59","author":"AM Hodgson","year":"1992","unstructured":"Hodgson AM (1992) Hexagons for systems thinking. Eur J Oper Res 59(1):220\u2013230","journal-title":"Eur J Oper Res"},{"issue":"1","key":"900_CR39","doi-asserted-by":"publisher","first-page":"461","DOI":"10.25300\/MISQ\/2021\/15434.1.2","volume":"45","author":"DS Hovorka","year":"2021","unstructured":"Hovorka DS, Peter S (2021) Speculatively engaging future(s): four theses. MIS Q 45(1):461\u2013466","journal-title":"MIS Q"},{"issue":"2","key":"900_CR40","first-page":"207","volume":"25","author":"XH Hu","year":"2010","unstructured":"Hu XH, Zhang XD, Yoo I, Wang XF, Feng JL (2010) Mining hidden connections among biomedical concepts from disjoint biomedical literature sets through semantic-based association rule. Int J Intell Syst 25(2):207\u2013223","journal-title":"Int J Intell Syst"},{"key":"900_CR41","doi-asserted-by":"crossref","unstructured":"Jin Z, Lalwani A, Vaidhya T, Shen X, Ding Y, Lyu Z, Sachan M, Mihalcea R, Sch\u00f6lkopf B (2022) Logical fallacy detection. arXiv preprint arXiv:220213758","DOI":"10.18653\/v1\/2022.findings-emnlp.532"},{"issue":"3","key":"900_CR42","doi-asserted-by":"publisher","first-page":"265","DOI":"10.1023\/A:1007789101256","volume":"13","author":"RH Johnson","year":"1999","unstructured":"Johnson RH (1999) The relation between formal and informal logic. Argumentation 13(3):265\u2013274","journal-title":"Argumentation"},{"key":"900_CR43","doi-asserted-by":"publisher","DOI":"10.22329\/wsia.02.2014","volume-title":"The rise of informal logic: essays on argumentation, critical thinking, reasoning and politics","author":"RH Johnson","year":"2014","unstructured":"Johnson RH (2014) The rise of informal logic: essays on argumentation, critical thinking, reasoning and politics. University of Windsor, Windsor"},{"issue":"1","key":"900_CR44","doi-asserted-by":"publisher","first-page":"17","DOI":"10.1287\/mnsc.39.1.17","volume":"39","author":"D Kahneman","year":"1993","unstructured":"Kahneman D, Lovallo D (1993) Timid choices and bold forecasts: a cognitive perspective on risk taking. Manag Sci 39(1):17\u201331","journal-title":"Manag Sci"},{"issue":"4","key":"900_CR45","doi-asserted-by":"publisher","first-page":"237","DOI":"10.1037\/h0034747","volume":"80","author":"D Kahneman","year":"1973","unstructured":"Kahneman D, Tversky A (1973) On the psychology of prediction. Psychol Rev 80(4):237\u2013251","journal-title":"Psychol Rev"},{"key":"900_CR46","unstructured":"Keen PG (1980) MIS research: Reference disciplines and a cumulative tradition. In: International Conference of Information Systems, pp 9\u201310"},{"issue":"2","key":"900_CR47","doi-asserted-by":"publisher","first-page":"700","DOI":"10.5465\/amr.2007.25274943","volume":"32","author":"M Kilduff","year":"2007","unstructured":"Kilduff M (2007) Editor\u2019s comments: the top ten reasons why your paper might not be sent out for review. Acad Manag Rev 32(2):700\u2013702","journal-title":"Acad Manag Rev"},{"key":"900_CR48","doi-asserted-by":"publisher","DOI":"10.4135\/9781849209915","volume-title":"Social networks and organisations","author":"M Kilduff","year":"2003","unstructured":"Kilduff M, Tsai W (2003) Social networks and organisations. Sage"},{"issue":"1","key":"900_CR49","first-page":"41","volume":"24","author":"K Korb","year":"2004","unstructured":"Korb K (2004) Bayesian informal logic and fallacy. Informal Log 24(1):41\u201370","journal-title":"Informal Log"},{"issue":"3","key":"900_CR50","doi-asserted-by":"publisher","first-page":"529","DOI":"10.25300\/MISQ\/2016\/40.3.01","volume":"40","author":"KR Larsen","year":"2016","unstructured":"Larsen KR, Bong CH (2016) A tool for addressing construct identity in literature reviews and meta-analyses. MIS Q 40(3):529\u2013552","journal-title":"MIS Q"},{"issue":"7","key":"900_CR51","doi-asserted-by":"publisher","first-page":"15","DOI":"10.17705\/1jais.00556","volume":"20","author":"KR Larsen","year":"2019","unstructured":"Larsen KR, Hovorka D, Dennis A, West JD (2019) Understanding the elephant: the discourse approach to boundary identification and corpus construction for theory review articles. J Assoc Inf Syst 20(7):15. https:\/\/doi.org\/10.17705\/1jais.00556","journal-title":"J Assoc Inf Syst"},{"issue":"2","key":"900_CR52","doi-asserted-by":"publisher","first-page":"237","DOI":"10.2307\/20650291","volume":"33","author":"AS Lee","year":"2009","unstructured":"Lee AS, Hubona GS (2009) A scientific basis for rigor in information systems research. MIS Q 33(2):237\u2013262","journal-title":"MIS Q"},{"issue":"4","key":"900_CR53","first-page":"874","volume":"22","author":"DE Leidner","year":"2021","unstructured":"Leidner DE, Tona O (2021) A thought-gear model of theorizing from literature. J Assoc Inf Syst 22(4):874\u2013892","journal-title":"J Assoc Inf Syst"},{"issue":"6","key":"900_CR54","first-page":"506","volume":"35","author":"JA LePine","year":"2010","unstructured":"LePine JA, Wilcox-King A (2010) Editor\u2019s comments: developing novel theoretical insight from reviews of existing theory and research. Acad Manag Rev 35(6):506\u2013509","journal-title":"Acad Manag Rev"},{"issue":"8","key":"900_CR55","doi-asserted-by":"publisher","first-page":"1138","DOI":"10.1109\/TKDE.2006.130","volume":"18","author":"Y Li","year":"2006","unstructured":"Li Y, McLean D, Bandar ZA, O\u2019Shea JD, Crockett K (2006) Sentence similarity based on semantic nets and corpus statistic. IEEE Trans Knowl Data Eng 18(8):1138\u20131150","journal-title":"IEEE Trans Knowl Data Eng"},{"issue":"4","key":"900_CR56","doi-asserted-by":"publisher","first-page":"1733","DOI":"10.25300\/MISQ\/2020\/15323","volume":"44","author":"J Li","year":"2020","unstructured":"Li J, Larsen KR, Abbasi A (2020) TheoryOn: a design framework and system for unlocking behavioral knowledge through ontology learning. MIS Q 44(4):1733\u20131772","journal-title":"MIS Q"},{"issue":"1","key":"900_CR57","doi-asserted-by":"publisher","first-page":"71","DOI":"10.2307\/20650279","volume":"33","author":"H Liang","year":"2009","unstructured":"Liang H, Xue Y (2009) Avoidance of information technology threats: a theoretical perspective. MIS Q 33(1):71\u201390","journal-title":"MIS Q"},{"key":"900_CR58","unstructured":"Lindberg A (2020) Developing theory through integrating human and machine pattern recognition. J Assoc Inf Syst 21(1)"},{"key":"900_CR59","doi-asserted-by":"publisher","first-page":"247","DOI":"10.1017\/S1358246100005130","volume":"27","author":"P Lipton","year":"1990","unstructured":"Lipton P (1990) Contrastive explanation. Royal Inst Philos Suppl 27:247\u2013266","journal-title":"Royal Inst Philos Suppl"},{"key":"900_CR60","doi-asserted-by":"crossref","unstructured":"Liu A, Wu Z, Michael J, Suhr A, West P, Koller A, Swayamdipta S, Smith NA, Choi Y (2023) We're afraid language models aren't modeling ambiguity. https:\/\/arxiv.org\/abs\/2304.14399","DOI":"10.18653\/v1\/2023.emnlp-main.51"},{"issue":"5","key":"900_CR61","doi-asserted-by":"publisher","first-page":"1023","DOI":"10.2307\/256926","volume":"40","author":"K Locke","year":"1997","unstructured":"Locke K, GoldenBiddle K (1997) Constructing opportunities for contribution: structuring intertextual coherence and \u201cproblematizing\u201d in organizational studies. Acad Manag J 40(5):1023\u20131062","journal-title":"Acad Manag J"},{"key":"900_CR62","doi-asserted-by":"publisher","first-page":"67","DOI":"10.1016\/j.pragma.2022.01.022","volume":"191","author":"F Macagno","year":"2022","unstructured":"Macagno F (2022) Argumentation profiles and the manipulation of common ground. the arguments of Populist Leaders on Twitter. J Pragmat 191:67\u201382","journal-title":"J Pragmat"},{"key":"900_CR63","volume-title":"Logical constants","author":"J MacFarlane","year":"2017","unstructured":"MacFarlane J (2017) Logical constants. Stanford University, Metaphysics Research Lab"},{"key":"900_CR64","volume-title":"forall x: an introduction to formal logic","author":"PD Magnus","year":"2005","unstructured":"Magnus PD (2005) forall x: an introduction to formal logic. State University of New York Oer Services, Victoria"},{"issue":"6","key":"900_CR65","doi-asserted-by":"publisher","first-page":"1530","DOI":"10.1002\/smj.2789","volume":"39","author":"R Makadok","year":"2018","unstructured":"Makadok R, Burton R, Barney J (2018) A practical guide for making theory contributions in strategic management. Strateg Manag J 39(6):1530\u20131545","journal-title":"Strateg Manag J"},{"issue":"4","key":"900_CR66","doi-asserted-by":"publisher","first-page":"425","DOI":"10.1080\/13501780601048758","volume":"13","author":"C Marchionni","year":"2006","unstructured":"Marchionni C (2006) Contrastive explanation and unrealistic models: the case of the new economic geography. J Econ Meth 13(4):425\u2013446","journal-title":"J Econ Meth"},{"issue":"2","key":"900_CR67","doi-asserted-by":"publisher","first-page":"331","DOI":"10.1037\/edu0000281","volume":"111","author":"HW Marsh","year":"2019","unstructured":"Marsh HW, Pekrun P, Parker PD, Murayama K, Guo J, Dicke T, Arens AK (2019) The murky distinction between self-concept and self-efficacy: beware of lurking jingle-jangle fallacies. J Educ Psychol 111(2):331\u2013353","journal-title":"J Educ Psychol"},{"key":"900_CR68","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1146\/annurev.psych.48.1.1","volume":"48","author":"WJ McGuire","year":"1997","unstructured":"McGuire WJ (1997) Generative hypothesis generating in psychology: some useful heuristics. Ann Rev Psychol 48:1\u201330","journal-title":"Ann Rev Psychol"},{"key":"900_CR69","volume-title":"Doing computational social science: a practical introduction","author":"J McLevey","year":"2022","unstructured":"McLevey J (2022) Doing computational social science: a practical introduction. Sage, London"},{"issue":"17","key":"900_CR70","doi-asserted-by":"publisher","first-page":"7284","DOI":"10.5897\/AJBM10.1004","volume":"5","author":"M Moradi","year":"2011","unstructured":"Moradi M, Salehi M, Hasanzadehnamaghi A (2011) An evaluation of the investors\u2019 overreaction to the past financial function criteria: Iranian evidence. Afr J Bus Manag 5(17):7284\u20137290","journal-title":"Afr J Bus Manag"},{"issue":"1","key":"900_CR71","doi-asserted-by":"publisher","first-page":"77","DOI":"10.1207\/s15326934crj0901_7","volume":"9","author":"MD Mumford","year":"1996","unstructured":"Mumford MD, Baughman WA, Supinski EP, Maher MA (1996) Process-based measures of creative problem-solving skills: II. Information Encoding Creat Res J 9(1):77\u201388","journal-title":"Information Encoding Creat Res J"},{"key":"900_CR72","doi-asserted-by":"publisher","first-page":"225","DOI":"10.1037\/1089-2680.5.3.213","volume":"5","author":"MD Mumford","year":"2001","unstructured":"Mumford MD, Schultz RA, Van Doorn J (2001) Performance in planning: processes, requirements, and errors. Rev Gen Psychol 5:225\u2013251","journal-title":"Rev Gen Psychol"},{"issue":"2","key":"900_CR118","doi-asserted-by":"publisher","first-page":"75","DOI":"10.1002\/j.2162-6057.2006.tb01267.x","volume":"40","author":"MD Mumford","year":"2006","unstructured":"Mumford MD, Blair C, Dailey L, Leritz LE, Osburn HK (2006) Errors in creative thought? Cognitive biases in a complex processing activity. J Creat Behav 40(2):75\u2013109. https:\/\/doi.org\/10.1002\/j.2162-6057.2006.tb01267.x","journal-title":"J Creat Behav"},{"issue":"1","key":"900_CR73","doi-asserted-by":"publisher","first-page":"91","DOI":"10.1177\/019394598200400108","volume":"4","author":"ST Myers","year":"1982","unstructured":"Myers ST (1982) The search for assumptions. West J Nurs Res 4(1):91\u201398","journal-title":"West J Nurs Res"},{"key":"900_CR74","first-page":"879","volume":"37","author":"C Okoli","year":"2015","unstructured":"Okoli C (2015) A guide to conducting a standalone systematic literature review. Commun Assoc Inf Syst 37:879\u2013910","journal-title":"Commun Assoc Inf Syst"},{"key":"900_CR75","doi-asserted-by":"publisher","first-page":"121","DOI":"10.1287\/isre.12.2.121.9700","volume":"12","author":"WJ Orlikowski","year":"2001","unstructured":"Orlikowski WJ, Iacono CS (2001) Research commentary: desperately seeking the \u201cIT\u201d in IT research - a call to theorizing the IT artifact. Inf Syst Res 12:121\u2013134","journal-title":"Inf Syst Res"},{"issue":"3","key":"900_CR76","doi-asserted-by":"publisher","first-page":"433","DOI":"10.2307\/20650303","volume":"33","author":"A Ortiz de Guinea","year":"2009","unstructured":"Ortiz de Guinea A, Markus ML (2009) Why break the habit of a lifetime? Rethinking the roles of intention, habit, and emotion in continuing information technology use. MIS Q 33(3):433\u2013444","journal-title":"MIS Q"},{"key":"900_CR77","first-page":"73","volume-title":"The Routledge companion to management information systems","author":"A Ortiz de Guinea","year":"2018","unstructured":"Ortiz de Guinea A, Par\u00e9 G (2018) What literature review type should I conduct? In: Galliers RD, Sten MK (eds) The Routledge companion to management information systems. Routledge, Oxford, pp 73\u201382"},{"key":"900_CR78","first-page":"244","volume":"50","author":"A Ortiz de Guinea","year":"2020","unstructured":"Ortiz de Guinea A, Raymond L (2020) Enabling innovation in the face of uncertainty through IT ambidexterity: a fuzzy set qualitative comparative analysis of industrial service SMEs. Int J Inf Manag 50:244\u2013260","journal-title":"Int J Inf Manag"},{"key":"900_CR79","doi-asserted-by":"publisher","first-page":"144","DOI":"10.1016\/j.infoandorg.2017.06.002","volume":"27","author":"A Ortiz de Guinea","year":"2017","unstructured":"Ortiz de Guinea A, Webster J (2017) Combining variance and process in information systems research: hybrid approaches. Inf Organ 27:144\u2013162","journal-title":"Inf Organ"},{"issue":"2","key":"900_CR80","doi-asserted-by":"publisher","first-page":"183","DOI":"10.1016\/j.im.2014.08.008","volume":"52","author":"G Par\u00e9","year":"2015","unstructured":"Par\u00e9 G, Trudel MC, Jaana M, Kitsiou S (2015) Synthesizing information systems knowledge: a typology of literature reviews. Inf Manag 52(2):183\u2013199","journal-title":"Inf Manag"},{"key":"900_CR81","doi-asserted-by":"publisher","DOI":"10.1080\/12460125.2023.2197701","author":"G Par\u00e9","year":"2023","unstructured":"Par\u00e9 G, Wagner G, Prester J (2023) How to develop and frame impactful review articles: key recommendations. J Decis Syst. https:\/\/doi.org\/10.1080\/12460125.2023.2197701","journal-title":"J Decis Syst"},{"key":"900_CR82","doi-asserted-by":"crossref","unstructured":"Petty RT, Cacioppo JT (1986) The elaboration likelihood model of persuasion. In: Communication and persuasion. Springer, New York","DOI":"10.1007\/978-1-4612-4964-1"},{"issue":"3","key":"900_CR83","doi-asserted-by":"publisher","first-page":"280","DOI":"10.1016\/j.cognition.2011.10.004","volume":"122","author":"ST Piantadosi","year":"2012","unstructured":"Piantadosi ST, Tily H, Gibson E (2012) The communicative function of ambiguity in language. Cogn 122(3):280\u2013291","journal-title":"Cogn"},{"issue":"2","key":"900_CR84","doi-asserted-by":"publisher","first-page":"159","DOI":"10.1177\/1094428115624965","volume":"19","author":"PM Podsakoff","year":"2016","unstructured":"Podsakoff PM, MacKenzie SB, Podsakoff NP (2016) Recommendations for creating better concept definitions in the organizational, behavioral, and social sciences. Organ Res Meth 19(2):159\u2013203. https:\/\/doi.org\/10.1177\/1094428115624965","journal-title":"Organ Res Meth"},{"key":"900_CR85","doi-asserted-by":"publisher","DOI":"10.1063\/1.3050617","volume-title":"Conjecture and refutations","author":"K Popper","year":"1963","unstructured":"Popper K (1963) Conjecture and refutations. Routledge & Keagan Paul, London"},{"issue":"2","key":"900_CR86","doi-asserted-by":"publisher","first-page":"351","DOI":"10.1111\/joms.12549","volume":"57","author":"C Post","year":"2020","unstructured":"Post C, Sarala R, Gatrell C, Prescott JE (2020) Advancing theory with review articles. J Manag Stud 57(2):351\u2013376. https:\/\/doi.org\/10.1111\/joms.12549","journal-title":"J Manag Stud"},{"issue":"7","key":"900_CR87","doi-asserted-by":"publisher","first-page":"1625","DOI":"10.1108\/JKM-12-2019-0741","volume":"24","author":"L Raymond","year":"2020","unstructured":"Raymond L, Bergeron F, Croteau AM, Ortiz de Guinea A, Uwizeyemungu S (2020) Information technology-enabled explorative learning and competitive performance in industrial service SMEs: a configurational analysis. J Knowl Manag 24(7):1625\u20131651. https:\/\/doi.org\/10.1108\/JKM-12-2019-0741","journal-title":"J Knowl Manag"},{"key":"900_CR88","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1007\/978-1-4614-2018-7_1","volume-title":"Handbook of research on student engagement","author":"A Reschly","year":"2012","unstructured":"Reschly A, Christenson S (2012) Jingle, jangle, and conceptual haziness: EVOLUTION and future directions of the engagement construct. In: Christenson SL et al (eds) Handbook of research on student engagement. Springer, pp 3\u201319"},{"key":"900_CR89","doi-asserted-by":"crossref","unstructured":"Rivard S (2021) Theory building is neither an art nor a science It Is a craft. J Inf Technol 36(3):316\u2013328","DOI":"10.1177\/0268396220911938"},{"key":"900_CR90","doi-asserted-by":"publisher","first-page":"842","DOI":"10.1162\/tacl_a_00349","volume":"8","author":"A Rogers","year":"2020","unstructured":"Rogers A, Kovaleva O, Rumshisky A (2020) A primer in BERTology: what we know aout how BERT works. Trans Assoc Comput Linguist 8:842\u2013866","journal-title":"Trans Assoc Comput Linguist"},{"issue":"3","key":"900_CR91","doi-asserted-by":"publisher","first-page":"241","DOI":"10.1057\/ejis.2014.7","volume":"23","author":"F Rowe","year":"2014","unstructured":"Rowe F (2014) What literature review is not: diversity, boundaries, and recommendations. Eur J Inf Syst 23(3):241\u2013255","journal-title":"Eur J Inf Syst"},{"issue":"2","key":"900_CR92","doi-asserted-by":"publisher","first-page":"139","DOI":"10.1057\/ejis.2012.45","volume":"22","author":"G Schryen","year":"2013","unstructured":"Schryen G (2013) Revisting IS business value research: what we already know, what we still need to know, and how we can get there. Eur J Inf Syst 22(2):139\u2013169","journal-title":"Eur J Inf Syst"},{"issue":"1","key":"900_CR93","first-page":"59","volume":"43","author":"DA Shepherd","year":"2017","unstructured":"Shepherd DA, Suddaby R (2017) Theory building: a review and integration. J Manag 43(1):59\u201386","journal-title":"J Manag"},{"key":"900_CR94","doi-asserted-by":"publisher","first-page":"277","DOI":"10.1023\/A:1007799325361","volume":"11","author":"H Siegel","year":"1997","unstructured":"Siegel H (1997) Epistemic normativity, argumentation, and fallacies. Argumentation 11:277\u2013292","journal-title":"Argumentation"},{"key":"900_CR95","doi-asserted-by":"publisher","DOI":"10.1080\/12460125.2023.2197705","author":"Y Song","year":"2024","unstructured":"Song Y, Watson RT, Zhao X (2024) Digitized knowledge-based literature reviewing: a tutorial on coding causal and process models as graphs. J Decis Syst. https:\/\/doi.org\/10.1080\/12460125.2023.2197705","journal-title":"J Decis Syst"},{"key":"900_CR96","unstructured":"Song Y, Watson R, Zhao X (2021) Literature reviewing: addressing the jingle and jangle fallacies and jungle conundrum using graph theory and NLP. In: 40nd International conference on information systems, Austin"},{"key":"900_CR97","volume-title":"A mind at play: how Claude Shannon invented the information age","author":"J Soni","year":"2017","unstructured":"Soni J, Goodman R (2017) A mind at play: how Claude Shannon invented the information age. Simon and Schuster"},{"issue":"2","key":"900_CR98","doi-asserted-by":"publisher","first-page":"447","DOI":"10.17705\/1jais.00736","volume":"23","author":"DM Steininger","year":"2022","unstructured":"Steininger DM, Mikalef P, Pateli A, Ortiz-de-Guinea A (2022) Dynamic capabilities in information systems research: a critical review, synthesis of current knowledge, and recommendations for future research. J Assoc Inf Syst 23(2):447\u2013490. https:\/\/doi.org\/10.17705\/1jais.00736","journal-title":"J Assoc Inf Syst"},{"issue":"3","key":"900_CR99","doi-asserted-by":"publisher","first-page":"371","DOI":"10.2307\/2393788","volume":"40","author":"RI Sutton","year":"1995","unstructured":"Sutton RI, Staw BM (1995) What theory is not. Admin Sci Q 40(3):371\u2013384","journal-title":"Admin Sci Q"},{"issue":"5","key":"900_CR100","doi-asserted-by":"publisher","first-page":"745","DOI":"10.1097\/EDE.0b013e318225c2be","volume":"22","author":"J Textor","year":"2011","unstructured":"Textor J, Hardt J, Kn\u00fcppel S (2011) DAGitty: a graphical tool for analyzing causal diagrams. Epidemiol 22(5):745","journal-title":"Epidemiol"},{"issue":"6","key":"900_CR101","first-page":"1887","volume":"45","author":"J Textor","year":"2016","unstructured":"Textor J, van der Zander B, Gilthorpe MS, Liskiewicz M, Ellison GTH (2016) Robust causal inference using directed acyclic graphs: the R package \u201cdagitty.\u201d Int J Epidemiol 45(6):1887\u20131894","journal-title":"Int J Epidemiol"},{"key":"900_CR102","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1186\/2046-4053-3-67","volume":"3","author":"J Thomas","year":"2014","unstructured":"Thomas J, O\u2019Mara-Eves A, Brunton G (2014) Using qualitative comparative analysis (QCA) in systematic reviews of complex interventions: a worked example. Syst Rev 3:1\u201314","journal-title":"Syst Rev"},{"issue":"1","key":"900_CR103","doi-asserted-by":"publisher","first-page":"43","DOI":"10.2307\/3250979","volume":"24","author":"EM Trauth","year":"2000","unstructured":"Trauth EM, Jessup LM (2000) Understanding computer-mediated discussions: positivist and interpretive analyses of group support system use. MIS Q 24(1):43\u201379","journal-title":"MIS Q"},{"issue":"2","key":"900_CR104","first-page":"404","volume":"36","author":"EW Tsang","year":"2011","unstructured":"Tsang EW, Ellsaesser F (2011) How contrastive explanation facilitates theory building. Acad Manag Rev 36(2):404\u2013419","journal-title":"Acad Manag Rev"},{"issue":"2","key":"900_CR105","doi-asserted-by":"publisher","first-page":"209","DOI":"10.1177\/02683962211048201","volume":"37","author":"G Wagner","year":"2022","unstructured":"Wagner G, Lukyanenko R, Par\u00e9 G (2022) Artificial intelligence and the conduct of literature reviews. J Inf Technol 37(2):209\u2013226","journal-title":"J Inf Technol"},{"issue":"2","key":"900_CR106","first-page":"37","volume":"7","author":"CA Walker","year":"2003","unstructured":"Walker CA (2003) Making assumptions explicit. J Theor Constr Test 7(2):37\u201339","journal-title":"J Theor Constr Test"},{"key":"900_CR107","unstructured":"Walton DN (1995) A pragmatic theory of fallacy. Studies in rhetoric and communication. University of Alabama Press, Tuscaloosa"},{"issue":"3","key":"900_CR108","doi-asserted-by":"publisher","first-page":"288","DOI":"10.1016\/0377-2217(83)90265-5","volume":"14","author":"PR Watkins","year":"1983","unstructured":"Watkins PR (1983) Decision maker preferences for information in complex decision making: new directions for OR intervention. Eur J Oper Res 14(3):288\u2013294","journal-title":"Eur J Oper Res"},{"issue":"1","key":"900_CR109","first-page":"145","volume":"25","author":"RT Watson","year":"2024","unstructured":"Watson RT, Song Y, Zhao X, Webster J (2024) Extending the foresight of Phillip Ein-Dor: causal knowledge analytics. J Assoc Inf Syst 25(1):145\u2013157","journal-title":"J Assoc Inf Syst"},{"key":"900_CR110","doi-asserted-by":"crossref","unstructured":"Watson RT, Webster J (2020) Analysing the past to prepare for the future: writing a literature review a roadmap for release 2.0. J Decis Syst 29(3):129\u2013147","DOI":"10.1080\/12460125.2020.1798591"},{"key":"900_CR111","unstructured":"Webster J, Watson RT (2002) Analyzing the past to prepare for the future: writing a literature review. MIS Q 26(2):xiii-xxiii"},{"issue":"3","key":"900_CR112","doi-asserted-by":"publisher","first-page":"385","DOI":"10.2307\/2393789","volume":"40","author":"KE Weick","year":"1995","unstructured":"Weick KE (1995b) What theory is not, theorizing is. Admin Sci Q 40(3):385\u2013390","journal-title":"Admin Sci Q"},{"key":"900_CR113","unstructured":"Weick KE (1995a) Definition of \u201cTheory\u201d. In: Nicholson N (ed) Blackwell Dictionary of Organizational Behavior. Wiley-Blackwell, Oxford"},{"issue":"4","key":"900_CR114","doi-asserted-by":"publisher","first-page":"490","DOI":"10.2307\/258554","volume":"14","author":"DA Whetten","year":"1989","unstructured":"Whetten DA (1989) What constitutes a theoretical contribution? Acad Manag Rev 14(4):490\u2013495. https:\/\/doi.org\/10.2307\/258554","journal-title":"Acad Manag Rev"},{"key":"900_CR115","unstructured":"Ylikoski P (2001) Understanding interests and causal explanation. Doctoral dissertation, University of Helsinki. https:\/\/helda.helsinki.fi\/bitstreams\/c5393a51-82ef-4a91-afc0-f49f0e9b655e\/download"},{"issue":"5","key":"900_CR116","first-page":"1212","volume":"22","author":"AG Young","year":"2021","unstructured":"Young AG, Majchrzak A, Kane GC (2021) Reflection on writing a theory paper: how to theorize for the future. J Assoc Inf Syst 22(5):1212\u20131223","journal-title":"J Assoc Inf Syst"},{"key":"900_CR117","unstructured":"Zhang J (2023) Graph-ToolFormer: to empower LLMs with graph reasoning ability via prompt augmented by ChatGPT. https:\/\/arxiv.org\/abs\/2304.11116"}],"updated-by":[{"DOI":"10.1007\/s12599-024-00909-z","type":"correction","label":"Correction","source":"publisher","updated":{"date-parts":[[2024,11,22]],"date-time":"2024-11-22T00:00:00Z","timestamp":1732233600000}}],"container-title":["Business & Information Systems Engineering"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s12599-024-00900-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s12599-024-00900-8\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s12599-024-00900-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,11,28]],"date-time":"2025-11-28T08:02:15Z","timestamp":1764316935000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s12599-024-00900-8"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,10,30]]},"references-count":118,"journal-issue":{"issue":"6","published-print":{"date-parts":[[2025,12]]}},"alternative-id":["900"],"URL":"https:\/\/doi.org\/10.1007\/s12599-024-00900-8","relation":{},"ISSN":["2363-7005","1867-0202"],"issn-type":[{"value":"2363-7005","type":"print"},{"value":"1867-0202","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,10,30]]},"assertion":[{"value":"16 October 2023","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"25 June 2024","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"30 October 2024","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"22 November 2024","order":5,"name":"change_date","label":"Change Date","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"Correction","order":6,"name":"change_type","label":"Change Type","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"A Correction to this paper has been published:","order":7,"name":"change_details","label":"Change Details","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"https:\/\/doi.org\/10.1007\/s12599-024-00909-z","URL":"https:\/\/doi.org\/10.1007\/s12599-024-00909-z","order":8,"name":"change_details","label":"Change Details","group":{"name":"ArticleHistory","label":"Article History"}}]}}