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Tarja Knuuttila

Biographic Data

ID763297
NAMETarja Knuuttila
GIVEN NAMESTarja
FAMILY NAMEKnuuttila
SIGNATUREKNUUTTILA T
AFFILIATIONSUniversity of Helsinki
ORCID0000-0003-0194-6837
VERIFIEDYes
TOTAL WORKS20
TOTAL CITATIONS154
WORKS AS AUTHOR20
WORKS AS EDITOR0
FIRST PUBLICATION YEAR2003
LATEST PUBLICATION YEAR2023
H-INDEX6
  • Model templates

    Open Access•Tarja Knuuttila, Andrea Loettgers•ARTICLE•Synthese•2023•References: 44

    The omnipresence of the same basic equations, function forms, algorithms, and quantitative methods is one of the most spectacular characteristics of contemporary modeling practice. Recently, the emergence of the discussion of templates and template transfer has addressed this striking cross-disciplinary reach of certain mathematical forms and computational algorithms. In this paper, we develop a notion of a model template, consisting of its mathe…

  • Models as Epistemic Artifacts for Scientific Reasoning in Science Education Research

    Open Access•Marvin Rost, Tarja Knuuttila•ARTICLE•Education Sciences•2022

    Models are at the core of scientific reasoning and science education. They are especially crucial in scientific and educational contexts where the primary objects of study are unobservables. While empirical science education researchers apply philosophical arguments in their discussions of models and modeling, we in turn look at exemplary empirical studies through the lense of philosophy of science. The studied cases tend to identify modeling wit…

  • Holistic idealization

    Open Access•Natalia Carrillo, Tarja Knuuttila•ARTICLE•Studies in History and Philosophy…•2022•Cited by: 3•References: 35

    Idealization is commonly understood as distortion: representing things differently than how they actually are. In this paper, we outline an alternative artifactual approach that does not make misrepresentation central for the analysis of idealization. We examine the contrast between the Hodgkin-Huxley (1952a, b, c) and the Heimburg-Jackson (2005, 2006) models of the nerve impulse from the artifactual perspective, and argue that, since the two mod…

  • (Un)Easily Possible Synthetic Biology

    Open Access•Tarja Knuuttila, Andrea Loettgers•ARTICLE•Philosophy of Science•2022•Cited by: 4

    Synthetic biology has a strong modal dimension that is part and parcel of its engineering agenda. In turning hypothetical biological designs into actual synthetic constructs, synthetic biologists reach toward potential biology instead of concentrating on naturally evolved organisms. We analyze synthetic biology’s goal of making biology easier to engineer through the combinatorial theory of possibility, which reduces possibility to (re)combination…

  • Synthetic fictions

    Open Access•Tarja Knuuttila, Rami Koskinen•ARTICLE•Synthese•2021•References: 50

    The recent discussion of fictional models has focused on imagination, implicitly considering fictions as something nonconcrete. We present two cases from synthetic biology that can be viewed as concrete fictions. Both minimal cells and alternative genetic systems are modal in nature: they, as well as their abstract cousins, can be used to study unactualized possibilia. We approach these synthetic constructs through Vaihinger’s notion of a semi-fi…

  • Imagination extended and embedded

    Open Access•Tarja Knuuttila•ARTICLE•Synthese•2021•Cited by: 12•References: 40

    This paper presents an artifactual approach to models that also addresses their fictional features. It discusses first the imaginary accounts of models and fiction that set model descriptions apart from imagined-objects, concentrating on the latter (e.g., Frigg in Synthese 172(2):251–268, 2010; Frigg and Nguyen in The Monist 99(3):225–242, 2016; Godfrey-Smith in Biol Philos 21(5):725–740, 2006; Philos Stud 143(1):101–116, 2009). While the imagina…

  • Modelling gene regulation

    Open Access•Tarja Knuuttila, Vivette García Deister•ARTICLE•Studies in History and Philosophy…•2019•References: 49

  • Deidealization

    Open Access•Tarja Knuuttila, Michael S Morgan et al.•ARTICLE•Philosophy of Science•2019•Cited by: 12•References: 34

    Deidealization as a topic in its own right has attracted remarkably little philosophical interest despite the extensive literature on idealization. One reason for this is the often implicit assumption that idealization and deidealization are, potentially at least, reversible processes. We question this assumption by analyzing the challenges of deidealization within a menu of four broad categories: deidealizing as recomposing, deidealizing as refo…

  • Modelling as Indirect Representation? The Lotka–Volterra Model Revisited

    Tarja Knuuttila, Andrea Loettgers•ARTICLE•The British Journal for the…•2017•Cited by: 17•References: 38

    Is there something specific about modelling that distinguishes it from many other theoretical endeavours? We consider Michael Weisberg’s ([2007], [2013]) thesis that modelling is a form of indirect representation through a close examination of the historical roots of the Lotka–Volterra model. While Weisberg discusses only Volterra’s work, we also study Lotka’s very different design of the Lotka–Volterra model. We will argue that while there are e…

  • Varieties of noise

    Open Access•Tarja Knuuttila, Andrea Loettgers•ARTICLE•Studies in History and Philosophy…•2014•Cited by: 5•References: 40

  • Basic science through engineering? Synthetic modeling and the idea of biology-inspired engineering

    Open Access•Tarja Knuuttila, Andrea Loettgers•ARTICLE•Studies in History and Philosophy…•2013•Cited by: 9•References: 2

  • Philosophical perspectives on synthetic biology

    Open Access•Gabriele Gramelsberger, Tarja Knuuttila et al.•ARTICLE•Studies in History and Philosophy…•2013

  • Synthetic Modeling and Mechanistic Account

    Open Access•Tarja Knuuttila, Andrea Loettgers•ARTICLE•Philosophy of Science•2013•Cited by: 3•References: 14

    Recently, Bechtel and Abrahamsen have argued that mathematical models study the dynamics of mechanisms by recomposing the components and their operations into an appropriately organized system. We will study this claim through the practice of combinational modeling in circadian clock research. In combinational modeling, experiments on model organisms and mathematical/computational models are combined with a new type of model—a synthetic model. We…

  • Contradictions of Commercialization

    Open Access•Tarja Knuuttila•ARTICLE•Philosophy of Science•2012•Cited by: 1•References: 11

    The proponents of the entrepreneurial university have claimed that it implies adjustments in the normative structure of science. In this article, I will critically examine whether a qualitatively new kind of academic ethos can emerge from the commercialization of academic research. The traditional conception of norms of science as institutionalized imperatives is distinguished from the constructivist conception of norms as strategic or ideologica…

  • Modelling and representing

    Open Access•Tarja Knuuttila•ARTICLE•Studies in History and Philosophy…•2011•Cited by: 54•References: 40

  • Intermingling Academic and Business Activities

    Open Access•Juha Tuunainen, Tarja Knuuttila•ARTICLE•Science Technology & Human Values•2009•Cited by: 4•References: 28

    The growing role of universities in the knowledge economy as well as technology transfer has increasingly been conceptualized in terms of the hybridization of public academic work and private business activity. In this article, we examine the difficulties and prospects of this kind of intermingling by studying the long-term trajectories of two research groups operating in the fields of plant biotechnology and language technology. In both cases, t…

  • Computer Models and Simulations in Scientific Practice

    Open Access•Tarja Knuuttila, Martina Merz et al.•ARTICLE•Science & Technology Studies•2006

    Peter Asaro), nanotechnology (

  • Models, Representation, and Mediation

    Open Access•Tarja Knuuttila•ARTICLE•Philosophy of Science•2005•Cited by: 25•References: 7

    Representation has been one of the main themes in the recent discussion of models. Several authors have argued for a pragmatic approach to representation that takes users and their interpretations into account. It appears to me, however, that this emphasis on representation places excessive limitations on our view of models and their epistemic value. Models should rather be thought of as epistemic artifacts through which we gain knowledge in dive…

  • Is representation really in crisis

    Open Access•Tarja Knuuttila•ARTICLE•Semiotica•2003•References: 10

  • A Parser as an Epistemic Artifact

    Open Access•Tarja Knuuttila, Atro Voutilainen•ARTICLE•Philosophy of Science•2003•Cited by: 5•References: 13

    The purpose of this paper is to suggest that models in scientific practice can be conceived of as epistemic artifacts. Approaching models this way accommodates many such things that working scientists themselves call models but that the semantic conception of models does not duly recognize as such. That models are epistemic artifacts implies, firstly, that they cannot be understood apart from purposeful human activity; secondly, that they are som…

  • Modelling and representing

    Open Access•Tarja Knuuttila•ARTICLE•Studies in History and Philosophy…•2011•Cited by: 54•References: 40

  • Models, Representation, and Mediation

    Open Access•Tarja Knuuttila•ARTICLE•Philosophy of Science•2005•Cited by: 25•References: 7

    Representation has been one of the main themes in the recent discussion of models. Several authors have argued for a pragmatic approach to representation that takes users and their interpretations into account. It appears to me, however, that this emphasis on representation places excessive limitations on our view of models and their epistemic value. Models should rather be thought of as epistemic artifacts through which we gain knowledge in dive…

  • Modelling as Indirect Representation? The Lotka–Volterra Model Revisited

    Tarja Knuuttila, Andrea Loettgers•ARTICLE•The British Journal for the…•2017•Cited by: 17•References: 38

    Is there something specific about modelling that distinguishes it from many other theoretical endeavours? We consider Michael Weisberg’s ([2007], [2013]) thesis that modelling is a form of indirect representation through a close examination of the historical roots of the Lotka–Volterra model. While Weisberg discusses only Volterra’s work, we also study Lotka’s very different design of the Lotka–Volterra model. We will argue that while there are e…

  • Imagination extended and embedded

    Open Access•Tarja Knuuttila•ARTICLE•Synthese•2021•Cited by: 12•References: 40

    This paper presents an artifactual approach to models that also addresses their fictional features. It discusses first the imaginary accounts of models and fiction that set model descriptions apart from imagined-objects, concentrating on the latter (e.g., Frigg in Synthese 172(2):251–268, 2010; Frigg and Nguyen in The Monist 99(3):225–242, 2016; Godfrey-Smith in Biol Philos 21(5):725–740, 2006; Philos Stud 143(1):101–116, 2009). While the imagina…

  • Deidealization

    Open Access•Tarja Knuuttila, Michael S Morgan et al.•ARTICLE•Philosophy of Science•2019•Cited by: 12•References: 34

    Deidealization as a topic in its own right has attracted remarkably little philosophical interest despite the extensive literature on idealization. One reason for this is the often implicit assumption that idealization and deidealization are, potentially at least, reversible processes. We question this assumption by analyzing the challenges of deidealization within a menu of four broad categories: deidealizing as recomposing, deidealizing as refo…

  • Basic science through engineering? Synthetic modeling and the idea of biology-inspired engineering

    Open Access•Tarja Knuuttila, Andrea Loettgers•ARTICLE•Studies in History and Philosophy…•2013•Cited by: 9•References: 2

  • Varieties of noise

    Open Access•Tarja Knuuttila, Andrea Loettgers•ARTICLE•Studies in History and Philosophy…•2014•Cited by: 5•References: 40

  • A Parser as an Epistemic Artifact

    Open Access•Tarja Knuuttila, Atro Voutilainen•ARTICLE•Philosophy of Science•2003•Cited by: 5•References: 13

    The purpose of this paper is to suggest that models in scientific practice can be conceived of as epistemic artifacts. Approaching models this way accommodates many such things that working scientists themselves call models but that the semantic conception of models does not duly recognize as such. That models are epistemic artifacts implies, firstly, that they cannot be understood apart from purposeful human activity; secondly, that they are som…

  • (Un)Easily Possible Synthetic Biology

    Open Access•Tarja Knuuttila, Andrea Loettgers•ARTICLE•Philosophy of Science•2022•Cited by: 4

    Synthetic biology has a strong modal dimension that is part and parcel of its engineering agenda. In turning hypothetical biological designs into actual synthetic constructs, synthetic biologists reach toward potential biology instead of concentrating on naturally evolved organisms. We analyze synthetic biology’s goal of making biology easier to engineer through the combinatorial theory of possibility, which reduces possibility to (re)combination…

  • Intermingling Academic and Business Activities

    Open Access•Juha Tuunainen, Tarja Knuuttila•ARTICLE•Science Technology & Human Values•2009•Cited by: 4•References: 28

    The growing role of universities in the knowledge economy as well as technology transfer has increasingly been conceptualized in terms of the hybridization of public academic work and private business activity. In this article, we examine the difficulties and prospects of this kind of intermingling by studying the long-term trajectories of two research groups operating in the fields of plant biotechnology and language technology. In both cases, t…

  • Holistic idealization

    Open Access•Natalia Carrillo, Tarja Knuuttila•ARTICLE•Studies in History and Philosophy…•2022•Cited by: 3•References: 35

    Idealization is commonly understood as distortion: representing things differently than how they actually are. In this paper, we outline an alternative artifactual approach that does not make misrepresentation central for the analysis of idealization. We examine the contrast between the Hodgkin-Huxley (1952a, b, c) and the Heimburg-Jackson (2005, 2006) models of the nerve impulse from the artifactual perspective, and argue that, since the two mod…

  • Synthetic Modeling and Mechanistic Account

    Open Access•Tarja Knuuttila, Andrea Loettgers•ARTICLE•Philosophy of Science•2013•Cited by: 3•References: 14

    Recently, Bechtel and Abrahamsen have argued that mathematical models study the dynamics of mechanisms by recomposing the components and their operations into an appropriately organized system. We will study this claim through the practice of combinational modeling in circadian clock research. In combinational modeling, experiments on model organisms and mathematical/computational models are combined with a new type of model—a synthetic model. We…

  • Contradictions of Commercialization

    Open Access•Tarja Knuuttila•ARTICLE•Philosophy of Science•2012•Cited by: 1•References: 11

    The proponents of the entrepreneurial university have claimed that it implies adjustments in the normative structure of science. In this article, I will critically examine whether a qualitatively new kind of academic ethos can emerge from the commercialization of academic research. The traditional conception of norms of science as institutionalized imperatives is distinguished from the constructivist conception of norms as strategic or ideologica…

  • Is representation really in crisis

    Open Access•Tarja Knuuttila•ARTICLE•Semiotica•2003•References: 10

  • A Parser as an Epistemic Artifact

    Open Access•Tarja Knuuttila, Atro Voutilainen•ARTICLE•Philosophy of Science•2003•Cited by: 5•References: 13

    The purpose of this paper is to suggest that models in scientific practice can be conceived of as epistemic artifacts. Approaching models this way accommodates many such things that working scientists themselves call models but that the semantic conception of models does not duly recognize as such. That models are epistemic artifacts implies, firstly, that they cannot be understood apart from purposeful human activity; secondly, that they are som…

  • Models, Representation, and Mediation

    Open Access•Tarja Knuuttila•ARTICLE•Philosophy of Science•2005•Cited by: 25•References: 7

    Representation has been one of the main themes in the recent discussion of models. Several authors have argued for a pragmatic approach to representation that takes users and their interpretations into account. It appears to me, however, that this emphasis on representation places excessive limitations on our view of models and their epistemic value. Models should rather be thought of as epistemic artifacts through which we gain knowledge in dive…

  • Computer Models and Simulations in Scientific Practice

    Open Access•Tarja Knuuttila, Martina Merz et al.•ARTICLE•Science & Technology Studies•2006

    Peter Asaro), nanotechnology (

  • Intermingling Academic and Business Activities

    Open Access•Juha Tuunainen, Tarja Knuuttila•ARTICLE•Science Technology & Human Values•2009•Cited by: 4•References: 28

    The growing role of universities in the knowledge economy as well as technology transfer has increasingly been conceptualized in terms of the hybridization of public academic work and private business activity. In this article, we examine the difficulties and prospects of this kind of intermingling by studying the long-term trajectories of two research groups operating in the fields of plant biotechnology and language technology. In both cases, t…

  • Modelling and representing

    Open Access•Tarja Knuuttila•ARTICLE•Studies in History and Philosophy…•2011•Cited by: 54•References: 40

  • Contradictions of Commercialization

    Open Access•Tarja Knuuttila•ARTICLE•Philosophy of Science•2012•Cited by: 1•References: 11

    The proponents of the entrepreneurial university have claimed that it implies adjustments in the normative structure of science. In this article, I will critically examine whether a qualitatively new kind of academic ethos can emerge from the commercialization of academic research. The traditional conception of norms of science as institutionalized imperatives is distinguished from the constructivist conception of norms as strategic or ideologica…

  • Basic science through engineering? Synthetic modeling and the idea of biology-inspired engineering

    Open Access•Tarja Knuuttila, Andrea Loettgers•ARTICLE•Studies in History and Philosophy…•2013•Cited by: 9•References: 2

  • Philosophical perspectives on synthetic biology

    Open Access•Gabriele Gramelsberger, Tarja Knuuttila et al.•ARTICLE•Studies in History and Philosophy…•2013

  • Synthetic Modeling and Mechanistic Account

    Open Access•Tarja Knuuttila, Andrea Loettgers•ARTICLE•Philosophy of Science•2013•Cited by: 3•References: 14

    Recently, Bechtel and Abrahamsen have argued that mathematical models study the dynamics of mechanisms by recomposing the components and their operations into an appropriately organized system. We will study this claim through the practice of combinational modeling in circadian clock research. In combinational modeling, experiments on model organisms and mathematical/computational models are combined with a new type of model—a synthetic model. We…

  • Varieties of noise

    Open Access•Tarja Knuuttila, Andrea Loettgers•ARTICLE•Studies in History and Philosophy…•2014•Cited by: 5•References: 40

  • Modelling as Indirect Representation? The Lotka–Volterra Model Revisited

    Tarja Knuuttila, Andrea Loettgers•ARTICLE•The British Journal for the…•2017•Cited by: 17•References: 38

    Is there something specific about modelling that distinguishes it from many other theoretical endeavours? We consider Michael Weisberg’s ([2007], [2013]) thesis that modelling is a form of indirect representation through a close examination of the historical roots of the Lotka–Volterra model. While Weisberg discusses only Volterra’s work, we also study Lotka’s very different design of the Lotka–Volterra model. We will argue that while there are e…

  • Modelling gene regulation

    Open Access•Tarja Knuuttila, Vivette García Deister•ARTICLE•Studies in History and Philosophy…•2019•References: 49

  • Deidealization

    Open Access•Tarja Knuuttila, Michael S Morgan et al.•ARTICLE•Philosophy of Science•2019•Cited by: 12•References: 34

    Deidealization as a topic in its own right has attracted remarkably little philosophical interest despite the extensive literature on idealization. One reason for this is the often implicit assumption that idealization and deidealization are, potentially at least, reversible processes. We question this assumption by analyzing the challenges of deidealization within a menu of four broad categories: deidealizing as recomposing, deidealizing as refo…

  • Synthetic fictions

    Open Access•Tarja Knuuttila, Rami Koskinen•ARTICLE•Synthese•2021•References: 50

    The recent discussion of fictional models has focused on imagination, implicitly considering fictions as something nonconcrete. We present two cases from synthetic biology that can be viewed as concrete fictions. Both minimal cells and alternative genetic systems are modal in nature: they, as well as their abstract cousins, can be used to study unactualized possibilia. We approach these synthetic constructs through Vaihinger’s notion of a semi-fi…

  • Imagination extended and embedded

    Open Access•Tarja Knuuttila•ARTICLE•Synthese•2021•Cited by: 12•References: 40

    This paper presents an artifactual approach to models that also addresses their fictional features. It discusses first the imaginary accounts of models and fiction that set model descriptions apart from imagined-objects, concentrating on the latter (e.g., Frigg in Synthese 172(2):251–268, 2010; Frigg and Nguyen in The Monist 99(3):225–242, 2016; Godfrey-Smith in Biol Philos 21(5):725–740, 2006; Philos Stud 143(1):101–116, 2009). While the imagina…

  • Models as Epistemic Artifacts for Scientific Reasoning in Science Education Research

    Open Access•Marvin Rost, Tarja Knuuttila•ARTICLE•Education Sciences•2022

    Models are at the core of scientific reasoning and science education. They are especially crucial in scientific and educational contexts where the primary objects of study are unobservables. While empirical science education researchers apply philosophical arguments in their discussions of models and modeling, we in turn look at exemplary empirical studies through the lense of philosophy of science. The studied cases tend to identify modeling wit…

  • Holistic idealization

    Open Access•Natalia Carrillo, Tarja Knuuttila•ARTICLE•Studies in History and Philosophy…•2022•Cited by: 3•References: 35

    Idealization is commonly understood as distortion: representing things differently than how they actually are. In this paper, we outline an alternative artifactual approach that does not make misrepresentation central for the analysis of idealization. We examine the contrast between the Hodgkin-Huxley (1952a, b, c) and the Heimburg-Jackson (2005, 2006) models of the nerve impulse from the artifactual perspective, and argue that, since the two mod…

  • (Un)Easily Possible Synthetic Biology

    Open Access•Tarja Knuuttila, Andrea Loettgers•ARTICLE•Philosophy of Science•2022•Cited by: 4

    Synthetic biology has a strong modal dimension that is part and parcel of its engineering agenda. In turning hypothetical biological designs into actual synthetic constructs, synthetic biologists reach toward potential biology instead of concentrating on naturally evolved organisms. We analyze synthetic biology’s goal of making biology easier to engineer through the combinatorial theory of possibility, which reduces possibility to (re)combination…

  • Model templates

    Open Access•Tarja Knuuttila, Andrea Loettgers•ARTICLE•Synthese•2023•References: 44

    The omnipresence of the same basic equations, function forms, algorithms, and quantitative methods is one of the most spectacular characteristics of contemporary modeling practice. Recently, the emergence of the discussion of templates and template transfer has addressed this striking cross-disciplinary reach of certain mathematical forms and computational algorithms. In this paper, we develop a notion of a model template, consisting of its mathe…

Computer Science (17 works) · Philosophy (14 works) · Epistemology (13 works) · Cognitive science (10 works) · Psychology (10 works) · Gene Regulatory Network Analysis (9 works) · Philosophy and History of Science (8 works) · Artificial Intelligence (6 works) · Engineering (6 works) · Sociology (6 works)

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