wanyu/IteraTeR_v2 huggingface dataset:
Original:  Here, we study the dispersion of gyrotactic swimming algae in laminar and turbulent channel flows . By direct numerical simulation (DNS) of cell motion within upwelling and downwelling channel flows, we evaluate time-dependent measures of dispersion for increasing values of the flow Peclet (Reynolds ) numbers , Pe (Re).
Revised:  Here, we study the dispersion of gyrotactic algae in laminar and turbulent channel flows . By direct numerical simulation (DNS) of cell motion within upwelling and downwelling channel flows, we evaluate time-dependent measures of dispersion for increasing values of the flow Peclet (Reynolds ) numbers , Pe (Re).
Edit intent: clarity
Original:  Here, we study the dispersion of gyrotactic swimming algae in laminar and turbulent channel flows . By direct numerical simulation (DNS) of cell motion within upwelling and downwelling channel flows, we evaluate time-dependent measures of dispersion for increasing values of the flow Peclet (Reynolds ) numbers , Pe (Re).
Revised:  Here, we study the dispersion of gyrotactic swimming algae in laminar and turbulent channel flows using direct numerical simulation (DNS) of cell motion within upwelling and downwelling channel flows, we evaluate time-dependent measures of dispersion for increasing values of the flow Peclet (Reynolds ) numbers , Pe (Re).
Edit intent: coherence
Original:  In the laminar regime , DNS results and analytical predictions compare very well, providing the first confirmation that cells ' response to flowis best described by the generalized-Taylor-dispersion microscopic model.
Revised:  In the laminar regime , DNS results are compared with theory using competing descriptions of biased swimming cells in shear flow. Excellent agreement is found for predictions that employ generalized-Taylor-dispersion microscopic model.
Edit intent: clarity
Original:  Neo-classical economics is agnostic about the neural mechanisms that underlie the valuation of choices and decision making.
Edit intent: clarity
Original:  Behavioral economics 2%DIFDELCMD < ]%%% ,
Revised:  2%DIFDELCMD < ]%%% ,
Edit intent: coherence
Original:  Behavioral economics 2%DIFDELCMD < ]%%% ,
Revised:  Behavioral economics %DIFDELCMD < ]%%% ,
Edit intent: fluency
Original:  Behavioral economics 2%DIFDELCMD < ]%%% ,
Revised:  Behavioral economics 2%DIFDELCMD < ]%%% 
Edit intent: fluency
Original:  9%DIFDELCMD < ] %%% builds on cognitive and emotional models of agents, Neuroeconomics addresses the neurobiological basis of valuation of choices 8%DIFDELCMD < ]%%% , 7%DIFDELCMD < ] %%% or Evolutionary economics 3%DIFDELCMD < ]%%% , 5%DIFDELCMD < ]%%% , 4%DIFDELCMD < ]%%% , 1%DIFDELCMD < ]%%% , 6%DIFDELCMD < ] %DIFDELCMD < %%% which strives for a new understanding of the economy as a complex evolutionary system, composed of agents that adapt to endogenous patterns out of equilibrium regions.
Revised:  %DIFDELCMD < ] %%% builds on cognitive and emotional models of agents, Neuroeconomics addresses the neurobiological basis of valuation of choices 8%DIFDELCMD < ]%%% , 7%DIFDELCMD < ] %%% or Evolutionary economics 3%DIFDELCMD < ]%%% , 5%DIFDELCMD < ]%%% , 4%DIFDELCMD < ]%%% , 1%DIFDELCMD < ]%%% , 6%DIFDELCMD < ] %DIFDELCMD < %%% which strives for a new understanding of the economy as a complex evolutionary system, composed of agents that adapt to endogenous patterns out of equilibrium regions.
Edit intent: fluency
Original:  9%DIFDELCMD < ] %%% builds on cognitive and emotional models of agents, Neuroeconomics addresses the neurobiological basis of valuation of choices 8%DIFDELCMD < ]%%% , 7%DIFDELCMD < ] %%% or Evolutionary economics 3%DIFDELCMD < ]%%% , 5%DIFDELCMD < ]%%% , 4%DIFDELCMD < ]%%% , 1%DIFDELCMD < ]%%% , 6%DIFDELCMD < ] %DIFDELCMD < %%% which strives for a new understanding of the economy as a complex evolutionary system, composed of agents that adapt to endogenous patterns out of equilibrium regions.
Revised:  9%DIFDELCMD < ] %%% 8%DIFDELCMD < ]%%% , 7%DIFDELCMD < ] %%% or Evolutionary economics 3%DIFDELCMD < ]%%% , 5%DIFDELCMD < ]%%% , 4%DIFDELCMD < ]%%% , 1%DIFDELCMD < ]%%% , 6%DIFDELCMD < ] %DIFDELCMD < %%% which strives for a new understanding of the economy as a complex evolutionary system, composed of agents that adapt to endogenous patterns out of equilibrium regions.
Edit intent: clarity
Original:  9%DIFDELCMD < ] %%% builds on cognitive and emotional models of agents, Neuroeconomics addresses the neurobiological basis of valuation of choices 8%DIFDELCMD < ]%%% , 7%DIFDELCMD < ] %%% or Evolutionary economics 3%DIFDELCMD < ]%%% , 5%DIFDELCMD < ]%%% , 4%DIFDELCMD < ]%%% , 1%DIFDELCMD < ]%%% , 6%DIFDELCMD < ] %DIFDELCMD < %%% which strives for a new understanding of the economy as a complex evolutionary system, composed of agents that adapt to endogenous patterns out of equilibrium regions.
Revised:  9%DIFDELCMD < ] %%% builds on cognitive and emotional models of agents, Neuroeconomics addresses the neurobiological basis of valuation of choices %DIFDELCMD < ]%%% , 7%DIFDELCMD < ] %%% or Evolutionary economics 3%DIFDELCMD < ]%%% , 5%DIFDELCMD < ]%%% , 4%DIFDELCMD < ]%%% , 1%DIFDELCMD < ]%%% , 6%DIFDELCMD < ] %DIFDELCMD < %%% which strives for a new understanding of the economy as a complex evolutionary system, composed of agents that adapt to endogenous patterns out of equilibrium regions.
Edit intent: coherence
Original:  9%DIFDELCMD < ] %%% builds on cognitive and emotional models of agents, Neuroeconomics addresses the neurobiological basis of valuation of choices 8%DIFDELCMD < ]%%% , 7%DIFDELCMD < ] %%% or Evolutionary economics 3%DIFDELCMD < ]%%% , 5%DIFDELCMD < ]%%% , 4%DIFDELCMD < ]%%% , 1%DIFDELCMD < ]%%% , 6%DIFDELCMD < ] %DIFDELCMD < %%% which strives for a new understanding of the economy as a complex evolutionary system, composed of agents that adapt to endogenous patterns out of equilibrium regions.
Revised:  9%DIFDELCMD < ] %%% builds on cognitive and emotional models of agents, Neuroeconomics addresses the neurobiological basis of valuation of choices 8%DIFDELCMD < ]%%% 7%DIFDELCMD < ] %%% or Evolutionary economics 3%DIFDELCMD < ]%%% , 5%DIFDELCMD < ]%%% , 4%DIFDELCMD < ]%%% , 1%DIFDELCMD < ]%%% , 6%DIFDELCMD < ] %DIFDELCMD < %%% which strives for a new understanding of the economy as a complex evolutionary system, composed of agents that adapt to endogenous patterns out of equilibrium regions.
Edit intent: fluency
Original:  9%DIFDELCMD < ] %%% builds on cognitive and emotional models of agents, Neuroeconomics addresses the neurobiological basis of valuation of choices 8%DIFDELCMD < ]%%% , 7%DIFDELCMD < ] %%% or Evolutionary economics 3%DIFDELCMD < ]%%% , 5%DIFDELCMD < ]%%% , 4%DIFDELCMD < ]%%% , 1%DIFDELCMD < ]%%% , 6%DIFDELCMD < ] %DIFDELCMD < %%% which strives for a new understanding of the economy as a complex evolutionary system, composed of agents that adapt to endogenous patterns out of equilibrium regions.
Revised:  9%DIFDELCMD < ] %%% builds on cognitive and emotional models of agents, Neuroeconomics addresses the neurobiological basis of valuation of choices 8%DIFDELCMD < ]%%% , %DIFDELCMD < ] %%% or Evolutionary economics 3%DIFDELCMD < ]%%% , 5%DIFDELCMD < ]%%% , 4%DIFDELCMD < ]%%% , 1%DIFDELCMD < ]%%% , 6%DIFDELCMD < ] %DIFDELCMD < %%% which strives for a new understanding of the economy as a complex evolutionary system, composed of agents that adapt to endogenous patterns out of equilibrium regions.
Edit intent: coherence
Original:  9%DIFDELCMD < ] %%% builds on cognitive and emotional models of agents, Neuroeconomics addresses the neurobiological basis of valuation of choices 8%DIFDELCMD < ]%%% , 7%DIFDELCMD < ] %%% or Evolutionary economics 3%DIFDELCMD < ]%%% , 5%DIFDELCMD < ]%%% , 4%DIFDELCMD < ]%%% , 1%DIFDELCMD < ]%%% , 6%DIFDELCMD < ] %DIFDELCMD < %%% which strives for a new understanding of the economy as a complex evolutionary system, composed of agents that adapt to endogenous patterns out of equilibrium regions.
Revised:  9%DIFDELCMD < ] %%% builds on cognitive and emotional models of agents, Neuroeconomics addresses the neurobiological basis of valuation of choices 8%DIFDELCMD < ]%%% , 7%DIFDELCMD < ] %%% 3%DIFDELCMD < ]%%% , 5%DIFDELCMD < ]%%% , 4%DIFDELCMD < ]%%% , 1%DIFDELCMD < ]%%% , 6%DIFDELCMD < ] %DIFDELCMD < %%% which strives for a new understanding of the economy as a complex evolutionary system, composed of agents that adapt to endogenous patterns out of equilibrium regions.
Edit intent: coherence
Original:  9%DIFDELCMD < ] %%% builds on cognitive and emotional models of agents, Neuroeconomics addresses the neurobiological basis of valuation of choices 8%DIFDELCMD < ]%%% , 7%DIFDELCMD < ] %%% or Evolutionary economics 3%DIFDELCMD < ]%%% , 5%DIFDELCMD < ]%%% , 4%DIFDELCMD < ]%%% , 1%DIFDELCMD < ]%%% , 6%DIFDELCMD < ] %DIFDELCMD < %%% which strives for a new understanding of the economy as a complex evolutionary system, composed of agents that adapt to endogenous patterns out of equilibrium regions.
Revised:  9%DIFDELCMD < ] %%% builds on cognitive and emotional models of agents, Neuroeconomics addresses the neurobiological basis of valuation of choices 8%DIFDELCMD < ]%%% , 7%DIFDELCMD < ] %%% or Evolutionary economics %DIFDELCMD < ]%%% , 5%DIFDELCMD < ]%%% , 4%DIFDELCMD < ]%%% , 1%DIFDELCMD < ]%%% , 6%DIFDELCMD < ] %DIFDELCMD < %%% which strives for a new understanding of the economy as a complex evolutionary system, composed of agents that adapt to endogenous patterns out of equilibrium regions.
Edit intent: fluency
Original:  9%DIFDELCMD < ] %%% builds on cognitive and emotional models of agents, Neuroeconomics addresses the neurobiological basis of valuation of choices 8%DIFDELCMD < ]%%% , 7%DIFDELCMD < ] %%% or Evolutionary economics 3%DIFDELCMD < ]%%% , 5%DIFDELCMD < ]%%% , 4%DIFDELCMD < ]%%% , 1%DIFDELCMD < ]%%% , 6%DIFDELCMD < ] %DIFDELCMD < %%% which strives for a new understanding of the economy as a complex evolutionary system, composed of agents that adapt to endogenous patterns out of equilibrium regions.
Revised:  9%DIFDELCMD < ] %%% builds on cognitive and emotional models of agents, Neuroeconomics addresses the neurobiological basis of valuation of choices 8%DIFDELCMD < ]%%% , 7%DIFDELCMD < ] %%% or Evolutionary economics 3%DIFDELCMD < ]%%% 5%DIFDELCMD < ]%%% , 4%DIFDELCMD < ]%%% , 1%DIFDELCMD < ]%%% , 6%DIFDELCMD < ] %DIFDELCMD < %%% which strives for a new understanding of the economy as a complex evolutionary system, composed of agents that adapt to endogenous patterns out of equilibrium regions.
Edit intent: fluency
Original:  9%DIFDELCMD < ] %%% builds on cognitive and emotional models of agents, Neuroeconomics addresses the neurobiological basis of valuation of choices 8%DIFDELCMD < ]%%% , 7%DIFDELCMD < ] %%% or Evolutionary economics 3%DIFDELCMD < ]%%% , 5%DIFDELCMD < ]%%% , 4%DIFDELCMD < ]%%% , 1%DIFDELCMD < ]%%% , 6%DIFDELCMD < ] %DIFDELCMD < %%% which strives for a new understanding of the economy as a complex evolutionary system, composed of agents that adapt to endogenous patterns out of equilibrium regions.
Revised:  9%DIFDELCMD < ] %%% builds on cognitive and emotional models of agents, Neuroeconomics addresses the neurobiological basis of valuation of choices 8%DIFDELCMD < ]%%% , 7%DIFDELCMD < ] %%% or Evolutionary economics 3%DIFDELCMD < ]%%% , %DIFDELCMD < ]%%% , 4%DIFDELCMD < ]%%% , 1%DIFDELCMD < ]%%% , 6%DIFDELCMD < ] %DIFDELCMD < %%% which strives for a new understanding of the economy as a complex evolutionary system, composed of agents that adapt to endogenous patterns out of equilibrium regions.
Edit intent: fluency
Original:  9%DIFDELCMD < ] %%% builds on cognitive and emotional models of agents, Neuroeconomics addresses the neurobiological basis of valuation of choices 8%DIFDELCMD < ]%%% , 7%DIFDELCMD < ] %%% or Evolutionary economics 3%DIFDELCMD < ]%%% , 5%DIFDELCMD < ]%%% , 4%DIFDELCMD < ]%%% , 1%DIFDELCMD < ]%%% , 6%DIFDELCMD < ] %DIFDELCMD < %%% which strives for a new understanding of the economy as a complex evolutionary system, composed of agents that adapt to endogenous patterns out of equilibrium regions.
Revised:  9%DIFDELCMD < ] %%% builds on cognitive and emotional models of agents, Neuroeconomics addresses the neurobiological basis of valuation of choices 8%DIFDELCMD < ]%%% , 7%DIFDELCMD < ] %%% or Evolutionary economics 3%DIFDELCMD < ]%%% , 5%DIFDELCMD < ]%%% 4%DIFDELCMD < ]%%% , 1%DIFDELCMD < ]%%% , 6%DIFDELCMD < ] %DIFDELCMD < %%% which strives for a new understanding of the economy as a complex evolutionary system, composed of agents that adapt to endogenous patterns out of equilibrium regions.
Edit intent: fluency
Original:  9%DIFDELCMD < ] %%% builds on cognitive and emotional models of agents, Neuroeconomics addresses the neurobiological basis of valuation of choices 8%DIFDELCMD < ]%%% , 7%DIFDELCMD < ] %%% or Evolutionary economics 3%DIFDELCMD < ]%%% , 5%DIFDELCMD < ]%%% , 4%DIFDELCMD < ]%%% , 1%DIFDELCMD < ]%%% , 6%DIFDELCMD < ] %DIFDELCMD < %%% which strives for a new understanding of the economy as a complex evolutionary system, composed of agents that adapt to endogenous patterns out of equilibrium regions.
Revised:  9%DIFDELCMD < ] %%% builds on cognitive and emotional models of agents, Neuroeconomics addresses the neurobiological basis of valuation of choices 8%DIFDELCMD < ]%%% , 7%DIFDELCMD < ] %%% or Evolutionary economics 3%DIFDELCMD < ]%%% , 5%DIFDELCMD < ]%%% , %DIFDELCMD < ]%%% , 1%DIFDELCMD < ]%%% , 6%DIFDELCMD < ] %DIFDELCMD < %%% which strives for a new understanding of the economy as a complex evolutionary system, composed of agents that adapt to endogenous patterns out of equilibrium regions.
Edit intent: fluency
Original:  9%DIFDELCMD < ] %%% builds on cognitive and emotional models of agents, Neuroeconomics addresses the neurobiological basis of valuation of choices 8%DIFDELCMD < ]%%% , 7%DIFDELCMD < ] %%% or Evolutionary economics 3%DIFDELCMD < ]%%% , 5%DIFDELCMD < ]%%% , 4%DIFDELCMD < ]%%% , 1%DIFDELCMD < ]%%% , 6%DIFDELCMD < ] %DIFDELCMD < %%% which strives for a new understanding of the economy as a complex evolutionary system, composed of agents that adapt to endogenous patterns out of equilibrium regions.
Revised:  9%DIFDELCMD < ] %%% builds on cognitive and emotional models of agents, Neuroeconomics addresses the neurobiological basis of valuation of choices 8%DIFDELCMD < ]%%% , 7%DIFDELCMD < ] %%% or Evolutionary economics 3%DIFDELCMD < ]%%% , 5%DIFDELCMD < ]%%% , 4%DIFDELCMD < ]%%% 1%DIFDELCMD < ]%%% , 6%DIFDELCMD < ] %DIFDELCMD < %%% which strives for a new understanding of the economy as a complex evolutionary system, composed of agents that adapt to endogenous patterns out of equilibrium regions.
Edit intent: fluency
Original:  9%DIFDELCMD < ] %%% builds on cognitive and emotional models of agents, Neuroeconomics addresses the neurobiological basis of valuation of choices 8%DIFDELCMD < ]%%% , 7%DIFDELCMD < ] %%% or Evolutionary economics 3%DIFDELCMD < ]%%% , 5%DIFDELCMD < ]%%% , 4%DIFDELCMD < ]%%% , 1%DIFDELCMD < ]%%% , 6%DIFDELCMD < ] %DIFDELCMD < %%% which strives for a new understanding of the economy as a complex evolutionary system, composed of agents that adapt to endogenous patterns out of equilibrium regions.
Revised:  9%DIFDELCMD < ] %%% builds on cognitive and emotional models of agents, Neuroeconomics addresses the neurobiological basis of valuation of choices 8%DIFDELCMD < ]%%% , 7%DIFDELCMD < ] %%% or Evolutionary economics 3%DIFDELCMD < ]%%% , 5%DIFDELCMD < ]%%% , 4%DIFDELCMD < ]%%% , %DIFDELCMD < ]%%% , 6%DIFDELCMD < ] %DIFDELCMD < %%% which strives for a new understanding of the economy as a complex evolutionary system, composed of agents that adapt to endogenous patterns out of equilibrium regions.
Edit intent: fluency
Original:  9%DIFDELCMD < ] %%% builds on cognitive and emotional models of agents, Neuroeconomics addresses the neurobiological basis of valuation of choices 8%DIFDELCMD < ]%%% , 7%DIFDELCMD < ] %%% or Evolutionary economics 3%DIFDELCMD < ]%%% , 5%DIFDELCMD < ]%%% , 4%DIFDELCMD < ]%%% , 1%DIFDELCMD < ]%%% , 6%DIFDELCMD < ] %DIFDELCMD < %%% which strives for a new understanding of the economy as a complex evolutionary system, composed of agents that adapt to endogenous patterns out of equilibrium regions.
Revised:  9%DIFDELCMD < ] %%% builds on cognitive and emotional models of agents, Neuroeconomics addresses the neurobiological basis of valuation of choices 8%DIFDELCMD < ]%%% , 7%DIFDELCMD < ] %%% or Evolutionary economics 3%DIFDELCMD < ]%%% , 5%DIFDELCMD < ]%%% , 4%DIFDELCMD < ]%%% , 1%DIFDELCMD < ]%%% 6%DIFDELCMD < ] %DIFDELCMD < %%% which strives for a new understanding of the economy as a complex evolutionary system, composed of agents that adapt to endogenous patterns out of equilibrium regions.
Edit intent: fluency
Original:  9%DIFDELCMD < ] %%% builds on cognitive and emotional models of agents, Neuroeconomics addresses the neurobiological basis of valuation of choices 8%DIFDELCMD < ]%%% , 7%DIFDELCMD < ] %%% or Evolutionary economics 3%DIFDELCMD < ]%%% , 5%DIFDELCMD < ]%%% , 4%DIFDELCMD < ]%%% , 1%DIFDELCMD < ]%%% , 6%DIFDELCMD < ] %DIFDELCMD < %%% which strives for a new understanding of the economy as a complex evolutionary system, composed of agents that adapt to endogenous patterns out of equilibrium regions.
Revised:  9%DIFDELCMD < ] %%% builds on cognitive and emotional models of agents, Neuroeconomics addresses the neurobiological basis of valuation of choices 8%DIFDELCMD < ]%%% , 7%DIFDELCMD < ] %%% or Evolutionary economics 3%DIFDELCMD < ]%%% , 5%DIFDELCMD < ]%%% , 4%DIFDELCMD < ]%%% , 1%DIFDELCMD < ]%%% , %DIFDELCMD < ] %DIFDELCMD < %%% which strives for a new understanding of the economy as a complex evolutionary system, composed of agents that adapt to endogenous patterns out of equilibrium regions.
Edit intent: coherence
Original:  The science of complexity may provide the platform to cross disciplinary boundaries in seemgly disparate fields such as brain science and economics.
Revised:  The science of complexity may provide the platform to cross disciplinary boundaries in seemingly disparate fields such as brain science and economics.
Edit intent: fluency
Original:  Key concepts in brain science like Hebbian learning and neural plasticity are revisited and elaborated, inside a new theoretical framework, that is sensitive to the new ideas that econophysics is proposing for financial markets.
Edit intent: coherence
Original:  We focused on 36 neuroscience software tools and asked how the culture and practice of software development affects the validity and trustworthiness of scientific software .
Revised:  We focused on 36 neuroscience software tools and asked how the culture and practice of software development affects their validity and trustworthiness of scientific software .
Edit intent: clarity
Original:  We focused on 36 neuroscience software tools and asked how the culture and practice of software development affects the validity and trustworthiness of scientific software .
Revised:  We focused on 36 neuroscience software tools and asked how the culture and practice of software development affects the validity and trustworthiness .
Edit intent: clarity
Original:  The end products can be classified as proof of concept work, private tools and public tools according to their accessibility and state of readiness for scientific work . Based on our findings  we suggest ways in which the current practice of software development in computational neuroscience can be improved along with checklists for developers, reviewers , and scientists to help assess the quality and research readiness of a particular piece of software .
Revised:  The end products can be classified as proof of concept work, private tools and public tools according to their accessibility and state of readiness for scientific work . Based on our findings , we suggest ways in which the current practice of software development in computational neuroscience can be improved along with checklists for developers, reviewers , and scientists to help assess the quality and research readiness of a particular piece of software .
Edit intent: fluency
Original:  The end products can be classified as proof of concept work, private tools and public tools according to their accessibility and state of readiness for scientific work . Based on our findings  we suggest ways in which the current practice of software development in computational neuroscience can be improved along with checklists for developers, reviewers , and scientists to help assess the quality and research readiness of a particular piece of software .
Revised:  The end products can be classified as proof of concept work, private tools and public tools according to their accessibility and state of readiness for scientific work . Based on our findings we suggest ways in which current software development practice in computational neuroscience can be improved along with checklists for developers, reviewers , and scientists to help assess the quality and research readiness of a particular piece of software .
Edit intent: fluency
Original:  The end products can be classified as proof of concept work, private tools and public tools according to their accessibility and state of readiness for scientific work . Based on our findings  we suggest ways in which the current practice of software development in computational neuroscience can be improved along with checklists for developers, reviewers , and scientists to help assess the quality and research readiness of a particular piece of software .
Revised:  The end products can be classified as proof of concept work, private tools and public tools according to their accessibility and state of readiness for scientific work . Based on our findings we suggest ways in which the current practice of software development in computational neuroscience can be improved and propose checklists to help developers, reviewers , and scientists to help assess the quality and research readiness of a particular piece of software .
Edit intent: coherence
Original:  The end products can be classified as proof of concept work, private tools and public tools according to their accessibility and state of readiness for scientific work . Based on our findings  we suggest ways in which the current practice of software development in computational neuroscience can be improved along with checklists for developers, reviewers , and scientists to help assess the quality and research readiness of a particular piece of software .
Revised:  The end products can be classified as proof of concept work, private tools and public tools according to their accessibility and state of readiness for scientific work . Based on our findings we suggest ways in which the current practice of software development in computational neuroscience can be improved along with checklists for developers, reviewers and scientists to help assess the quality and research readiness of a particular piece of software .
Edit intent: fluency
Original:  The end products can be classified as proof of concept work, private tools and public tools according to their accessibility and state of readiness for scientific work . Based on our findings  we suggest ways in which the current practice of software development in computational neuroscience can be improved along with checklists for developers, reviewers , and scientists to help assess the quality and research readiness of a particular piece of software .
Revised:  The end products can be classified as proof of concept work, private tools and public tools according to their accessibility and state of readiness for scientific work . Based on our findings we suggest ways in which the current practice of software development in computational neuroscience can be improved along with checklists for developers, reviewers , and scientists to assess the quality and research readiness of a particular piece of software .
Edit intent: clarity