Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T18:06:18.450253Z
Paper Citation Record · LEDGER
Physics-Informed Neural Networks for Estimating Convective Heat Transfer in Jet Impingement Cooling: A Comparison with Conjugate Heat Transfer Simulations
As of 14 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 0 inbound Pith citation observations for arXiv:2507.09356.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
44 of 44 outbound references displayed
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External citation measurements
No source-named external measurement is stored.
Outbound references
Observation f54f5f0d-bd25-4c39-bc5c-7ba91b77ea94 · outbound
This paper cites Rough surfaces with enhanced heat transfer for electronics cool- ing by direct metal laser sintering.
Physics-Informed Neural Networks for Estimating Convective Heat Transfer in Jet Impingement Cooling: A Comparison with Conjugate Heat Transfer Simulations Rough surfaces with enhanced heat transfer for electronics cool- ing by direct metal laser sintering
Reference 1
- Resolution
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Source-reported events for the cited work
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Observation d1ae787d-e7a1-4324-8a82-4b54b444e980 · outbound
This paper cites Mahajan, Chia-pin Chiu, and G.
Physics-Informed Neural Networks for Estimating Convective Heat Transfer in Jet Impingement Cooling: A Comparison with Conjugate Heat Transfer Simulations Mahajan, Chia-pin Chiu, and G
Reference 2
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Observation 4348aea1-46b2-41d7-a79f-a15391e810e1 · outbound
This paper cites High Performance Loop Heat Pipe With Flat Evaporator for Energy-Saving Cool- ing Systems of Supercomputers.
Physics-Informed Neural Networks for Estimating Convective Heat Transfer in Jet Impingement Cooling: A Comparison with Conjugate Heat Transfer Simulations High Performance Loop Heat Pipe With Flat Evaporator for Energy-Saving Cool- ing Systems of Supercomputers
Reference 3
- Resolution
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Source-reported events for the cited work
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Observation 2d44ea08-f466-4512-9cfd-27dea7402f95 · outbound
This paper cites Recent Studies in Turbine Blade Cooling.
Physics-Informed Neural Networks for Estimating Convective Heat Transfer in Jet Impingement Cooling: A Comparison with Conjugate Heat Transfer Simulations Recent Studies in Turbine Blade Cooling
Reference 4
- Resolution
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Source-reported events for the cited work
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Observation d4e52f72-a2ea-4af6-bcc4-47280cf33632 · outbound
This paper cites Silk, Eric L.
Reference 5
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Observation 6dd03bf8-86e7-48b1-b544-b2ca952ba644 · outbound
This paper cites A comprehensive review of advances in physics-informed neural networks and their applications in complex fluid dynamics.
Physics-Informed Neural Networks for Estimating Convective Heat Transfer in Jet Impingement Cooling: A Comparison with Conjugate Heat Transfer Simulations A comprehensive review of advances in physics-informed neural networks and their applications in complex fluid dynamics
Reference 6
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Observation 88c5bb8e-8069-4d00-9c6d-51cb0a5368da · outbound
This paper cites Sengupta, B.
Reference 7
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 48e948f2-39fc-40ec-9359-b6f2cbc4ab18 · outbound
This paper cites General principles of controlled water cooling for metallurgical on-line hot rolling processes: forced flow and sprayed surfaces with film boiling regime and rewetting phenomena.
Physics-Informed Neural Networks for Estimating Convective Heat Transfer in Jet Impingement Cooling: A Comparison with Conjugate Heat Transfer Simulations General principles of controlled water cooling for metallurgical on-line hot rolling processes: forced flow and sprayed surfaces with film boiling regime and rewetting phenomena
Reference 8
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 01e30097-eec4-4a85-91b4-2b435b900915 · outbound
This paper cites Mazzaferro, Filippo Montevecchi, and Gianni Campatelli.
Physics-Informed Neural Networks for Estimating Convective Heat Transfer in Jet Impingement Cooling: A Comparison with Conjugate Heat Transfer Simulations Mazzaferro, Filippo Montevecchi, and Gianni Campatelli
Reference 9
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Observation 71d80f15-6bed-4324-8222-29dd8b506366 · outbound
This paper cites Adaptive Control of Data Center Cooling using Deep Reinforcement Learning.
Physics-Informed Neural Networks for Estimating Convective Heat Transfer in Jet Impingement Cooling: A Comparison with Conjugate Heat Transfer Simulations Adaptive Control of Data Center Cooling using Deep Reinforcement Learning
Reference 10
- Resolution
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Source-reported events for the cited work
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Observation 46d8e8c1-d664-4da1-9151-0b5fad2b5b6e · outbound
This paper cites Zuckerman and N.
Reference 11
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation b6d67e5b-84db-4213-ae53-b270cce1f2b2 · outbound
This paper cites URL https://linkinghub.
Physics-Informed Neural Networks for Estimating Convective Heat Transfer in Jet Impingement Cooling: A Comparison with Conjugate Heat Transfer Simulations URL https://linkinghub
Reference 12
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 14710e22-32f0-4556-80d5-e568383d505b · outbound
This paper cites Infrared ther- mography for convective heat transfer measurements.
Physics-Informed Neural Networks for Estimating Convective Heat Transfer in Jet Impingement Cooling: A Comparison with Conjugate Heat Transfer Simulations Infrared ther- mography for convective heat transfer measurements
Reference 13
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation d78d1cf8-c0b4-491c-a8ca-b80464e6b2a3 · outbound
This paper cites Bountin, Boris V.
Reference 14
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 1319dd19-60e8-473e-8fd5-5510bed8ade2 · outbound
This paper cites An in-depth analysis of conjugate heat transfer process of impingement jet.
Physics-Informed Neural Networks for Estimating Convective Heat Transfer in Jet Impingement Cooling: A Comparison with Conjugate Heat Transfer Simulations An in-depth analysis of conjugate heat transfer process of impingement jet
Reference 15
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 8ba7d86a-a16f-40ef-a4d5-6fb87f83935c · outbound
This paper cites Numerical study of transient con- jugate heat transfer of a turbulent impinging jet.
Physics-Informed Neural Networks for Estimating Convective Heat Transfer in Jet Impingement Cooling: A Comparison with Conjugate Heat Transfer Simulations Numerical study of transient con- jugate heat transfer of a turbulent impinging jet
Reference 16
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation ca97efdd-1883-4810-8e50-1ecde9679554 · outbound
This paper cites Necati ¨Ozi¸ sik and Helcio R.
Physics-Informed Neural Networks for Estimating Convective Heat Transfer in Jet Impingement Cooling: A Comparison with Conjugate Heat Transfer Simulations Necati ¨Ozi¸ sik and Helcio R
Reference 17
- Resolution
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Source-reported events for the cited work
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Observation 6617a2df-501c-47c7-aaed-3d36907dff01 · outbound
This paper cites Inverse analysis for transient thermal load identification and application to aerodynamic heating on atmospheric reentry capsule.
Physics-Informed Neural Networks for Estimating Convective Heat Transfer in Jet Impingement Cooling: A Comparison with Conjugate Heat Transfer Simulations Inverse analysis for transient thermal load identification and application to aerodynamic heating on atmospheric reentry capsule
Reference 18
- Resolution
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Source-reported events for the cited work
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Observation 2d5449db-44c1-4c82-8505-44e1fe66df49 · outbound
This paper cites Mold transient heat transfer behavior based on measurement and inverse analysis of slab continuous casting.
Physics-Informed Neural Networks for Estimating Convective Heat Transfer in Jet Impingement Cooling: A Comparison with Conjugate Heat Transfer Simulations Mold transient heat transfer behavior based on measurement and inverse analysis of slab continuous casting
Reference 20
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 2bdb0a7b-790c-40da-b258-f4c2d6b85019 · outbound
This paper cites Luchesi and Reginaldo T.
Physics-Informed Neural Networks for Estimating Convective Heat Transfer in Jet Impingement Cooling: A Comparison with Conjugate Heat Transfer Simulations Luchesi and Reginaldo T
Reference 21
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Source-reported events for the cited work
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Observation 693155f3-1a0d-4e1c-b246-fe50e32e68e7 · outbound
This paper cites Viloche Baz´ an, and Leonardo S.
Physics-Informed Neural Networks for Estimating Convective Heat Transfer in Jet Impingement Cooling: A Comparison with Conjugate Heat Transfer Simulations Viloche Baz´ an, and Leonardo S
Reference 22
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Observation 3ae288df-8403-4a42-bd92-660369754cca · outbound
This paper cites 3D- transient identification of surface heat sources through infrared ther- mography measurements on the rear face.
Physics-Informed Neural Networks for Estimating Convective Heat Transfer in Jet Impingement Cooling: A Comparison with Conjugate Heat Transfer Simulations 3D- transient identification of surface heat sources through infrared ther- mography measurements on the rear face
Reference 23
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Source-reported events for the cited work
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Observation f48dcf97-c6b3-40ae-ba74-a86fc3270113 · outbound
This paper cites Inverse solutions to a vertical plate cooling in air – a comparative study.
Physics-Informed Neural Networks for Estimating Convective Heat Transfer in Jet Impingement Cooling: A Comparison with Conjugate Heat Transfer Simulations Inverse solutions to a vertical plate cooling in air – a comparative study
Reference 24
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Source-reported events for the cited work
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Observation 068e1ae9-6594-4dd2-b8eb-6bbf198631f7 · outbound
This paper cites Han, H.B.
Reference 25
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 9bda9704-c140-4cf6-a0df-d6bfb8030013 · outbound
This paper cites Evans, Hywel Thomas, and Perumal Nithiarasu.
Physics-Informed Neural Networks for Estimating Convective Heat Transfer in Jet Impingement Cooling: A Comparison with Conjugate Heat Transfer Simulations Evans, Hywel Thomas, and Perumal Nithiarasu
Reference 26
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Observation 73ea985b-97ff-4af0-8223-4422c4e7b8e3 · outbound
This paper cites an unresolved cited work.
Physics-Informed Neural Networks for Estimating Convective Heat Transfer in Jet Impingement Cooling: A Comparison with Conjugate Heat Transfer Simulations Unresolved cited work
Reference 27
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Source-reported events for the cited work
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Observation 9ae7d25f-090e-481e-960b-70af3213078e · outbound
This paper cites Lagaris, A.
Reference 28
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Source-reported events for the cited work
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Observation 6df51240-211f-4c39-89ff-5c0ca2d28f3d · outbound
This paper cites Woodbury, and Gyula Gr´ of.
Physics-Informed Neural Networks for Estimating Convective Heat Transfer in Jet Impingement Cooling: A Comparison with Conjugate Heat Transfer Simulations Woodbury, and Gyula Gr´ of
Reference 29
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Observation 42f4cfa3-a1ac-4a46-9597-717198ddea51 · outbound
This paper cites Scientific Machine Learning Through Physics–Informed Neural Networks: Where we are and What’s Next.
Physics-Informed Neural Networks for Estimating Convective Heat Transfer in Jet Impingement Cooling: A Comparison with Conjugate Heat Transfer Simulations Scientific Machine Learning Through Physics–Informed Neural Networks: Where we are and What’s Next
Reference 30
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Observation f7e18840-fb1a-4ff2-85f7-348675526b83 · outbound
This paper cites Raissi, P.
Reference 31
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Source-reported events for the cited work
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Observation 9307b212-77fb-48a9-9508-16e769714c88 · outbound
This paper cites Witschey, John A.
Reference 32
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation c7c59e31-012c-4955-9171-9d5f8ac4b4c0 · outbound
This paper cites A physics- informed deep learning method for solving direct and inverse heat con- duction problems of materials.
Physics-Informed Neural Networks for Estimating Convective Heat Transfer in Jet Impingement Cooling: A Comparison with Conjugate Heat Transfer Simulations A physics- informed deep learning method for solving direct and inverse heat con- duction problems of materials
Reference 33
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Observation 27edf891-adb1-43f1-b0cf-d51829a77419 · outbound
This paper cites an unresolved cited work.
Physics-Informed Neural Networks for Estimating Convective Heat Transfer in Jet Impingement Cooling: A Comparison with Conjugate Heat Transfer Simulations Unresolved cited work
Reference 34
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Source-reported events for the cited work
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Observation 8cf2257d-7a58-4478-982d-e213bcb8087b · outbound
This paper cites Deep- XDE: A Deep Learning Library for Solving Differential Equations.
Physics-Informed Neural Networks for Estimating Convective Heat Transfer in Jet Impingement Cooling: A Comparison with Conjugate Heat Transfer Simulations Deep- XDE: A Deep Learning Library for Solving Differential Equations
Reference 35
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Source-reported events for the cited work
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Observation bba12263-17d3-4752-bed1-52732377a79c · outbound
This paper cites TensorFlow: a system for Large-Scale ma- chine learning.
Physics-Informed Neural Networks for Estimating Convective Heat Transfer in Jet Impingement Cooling: A Comparison with Conjugate Heat Transfer Simulations TensorFlow: a system for Large-Scale ma- chine learning
Reference 36
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 374704df-1fd2-4503-beec-edee3f5c66e8 · outbound
This paper cites Practical bayesian optimization of machine learning algorithms.
Physics-Informed Neural Networks for Estimating Convective Heat Transfer in Jet Impingement Cooling: A Comparison with Conjugate Heat Transfer Simulations Practical bayesian optimization of machine learning algorithms
Reference 37
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 51a19ff4-8efc-4a99-89c3-cf8dd904fba7 · outbound
This paper cites Experimental and numeri- cal study on the transient heat-transfer characteristics of circular air- jet impingement on a flat plate.
Physics-Informed Neural Networks for Estimating Convective Heat Transfer in Jet Impingement Cooling: A Comparison with Conjugate Heat Transfer Simulations Experimental and numeri- cal study on the transient heat-transfer characteristics of circular air- jet impingement on a flat plate
Reference 38
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation cd3e04d8-3aa0-42e4-9892-130992b5ecc7 · outbound
This paper cites Fern´ andez-Mart ´ ınez, J.L.G.
Physics-Informed Neural Networks for Estimating Convective Heat Transfer in Jet Impingement Cooling: A Comparison with Conjugate Heat Transfer Simulations Fern´ andez-Mart ´ ınez, J.L.G
Reference 39
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation fb162b71-6e17-4e7d-971f-1efddab7efa8 · outbound
This paper cites Engl, Martin Hanke, and Andreas Neubauer.
Physics-Informed Neural Networks for Estimating Convective Heat Transfer in Jet Impingement Cooling: A Comparison with Conjugate Heat Transfer Simulations Engl, Martin Hanke, and Andreas Neubauer
Reference 40
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation dcbcf8ff-bfad-41d5-bdd8-6ec7303d70e4 · outbound
This paper cites Optuna: A next-generation hyperparameter opti- mization framework.
Physics-Informed Neural Networks for Estimating Convective Heat Transfer in Jet Impingement Cooling: A Comparison with Conjugate Heat Transfer Simulations Optuna: A next-generation hyperparameter opti- mization framework
Reference 43
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation f3e8dfa6-cd94-4e72-9cb2-09ada0eb3675 · outbound
This paper cites doi: 10.1016/j.cma.2019.112623.
Physics-Informed Neural Networks for Estimating Convective Heat Transfer in Jet Impingement Cooling: A Comparison with Conjugate Heat Transfer Simulations doi: 10.1016/j.cma.2019.112623
Reference 2020
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6fc3e2ac-46c9-4086-9319-2fa8acb8e152 · outbound
This paper cites an unresolved cited work.
Physics-Informed Neural Networks for Estimating Convective Heat Transfer in Jet Impingement Cooling: A Comparison with Conjugate Heat Transfer Simulations Unresolved cited work
Reference 2021
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 5ebaeb63-a9f8-4158-9cd1-fa3a0fd30460 · outbound
This paper cites doi: 10.1007/s10915-022-01939-z.
Physics-Informed Neural Networks for Estimating Convective Heat Transfer in Jet Impingement Cooling: A Comparison with Conjugate Heat Transfer Simulations doi: 10.1007/s10915-022-01939-z
Reference 2022
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 733d66d2-94d1-499e-9a60-00072c474df3 · outbound
This paper cites URL https://epubs.siam.org/doi/ 10.1137/19M1274067.
Physics-Informed Neural Networks for Estimating Convective Heat Transfer in Jet Impingement Cooling: A Comparison with Conjugate Heat Transfer Simulations URL https://epubs.siam.org/doi/ 10.1137/19M1274067
Reference 7200
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.