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Beyond linearity: reimagining AI as a participant in circular bioeconomies.

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Title: Beyond linearity: reimagining AI as a participant in circular bioeconomies.
Authors: Muthukumar A; College of Osteopathic Medicine, Rocky Vista University, Ivins, UT, USA. aarthi.muthukumar@ut.rvu.edu., Rashid B; University of Arkansas, Science and Technologies for Phosphorus Sustainability (STEPS) Center, Fayetteville, AR, USA., Yang L; Department of Biological Systems Engineering, Virginia Polytechnic Institute and State University, Blacksburg, VA, USA.
Source: Journal of biological engineering [J Biol Eng] 2026 Mar 27; Vol. 20 (1). Date of Electronic Publication: 2026 Mar 27.
Publication Type: Letter
Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 101306640 Publication Model: Electronic Cited Medium: Print ISSN: 1754-1611 (Print) Linking ISSN: 17541611 NLM ISO Abbreviation: J Biol Eng Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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PubType: Editorial & Opinion
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  Data: <searchLink fieldCode="AU" term="%22Muthukumar+A%22">Muthukumar A</searchLink>; College of Osteopathic Medicine, Rocky Vista University, Ivins, UT, USA. aarthi.muthukumar@ut.rvu.edu.<br /><searchLink fieldCode="AU" term="%22Rashid+B%22">Rashid B</searchLink>; University of Arkansas, Science and Technologies for Phosphorus Sustainability (STEPS) Center, Fayetteville, AR, USA.<br /><searchLink fieldCode="AU" term="%22Yang+L%22">Yang L</searchLink>; Department of Biological Systems Engineering, Virginia Polytechnic Institute and State University, Blacksburg, VA, USA.
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  Data: <searchLink fieldCode="JN" term="%22101306640%22">Journal of biological engineering</searchLink> [J Biol Eng] 2026 Mar 27; Vol. 20 (1). <i>Date of Electronic Publication: </i>2026 Mar 27.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22BioMed+Central%22">BioMed Central </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101306640 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Print <i>ISSN: </i>1754-1611 (Print) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2217541611%22">17541611 </searchLink><i>NLM ISO Abbreviation: </i>J Biol Eng <i>Subsets: </i>PubMed not MEDLINE
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        Value: 10.1186/s13036-026-00672-7
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      – TitleFull: Beyond linearity: reimagining AI as a participant in circular bioeconomies.
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              Text: 2026 Mar 27
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