Embedded Ensemble Encoding: Neural Networks

Investigators
William W Lytton, Srdjan D. Antic, Joseph Graham
Contact info (email)
bill.lytton@downstate.edu
1. Define context(s)
identify/explore new therapies
Current Conformance Level / Target Conformance Level
adequate
Primary goal of the model/tool/database

-Develop models of neural networks based on available experimental data and morphologies to test activity patterns of Layer 5 pyramidal cells 

Biological domain of the model
Neuroscience
Structure(s) of interest in the model
Mammalian neocortex, pyramidal neurons
Spatial scales included in the model
Molecular, cellular, subcellular, microcircuit
Time scales included in the model
1ms to 10sec
2. Data for building and validating the model
Data for building the model Published? Private? How is credibility checked? Current Conformance Level / Target Conformance Level
in vitro (primary cells cell, lines, etc.) yes adequate
ex vivo (excised tissues)
in vivo pre-clinical (lower-level organism or small animal)
in vivo pre-clinical (large animal)
Human subjects/clinical
Other: ________________________ by user of the software adequate
Data for validating the model Published? Private? How is credibility checked? Current Conformance Level / Target Conformance Level
in vitro (primary cells cell, lines, etc.) yes adequate
ex vivo (excised tissues)
in vivo pre-clinical (lower-level organism or small animal)
in vivo pre-clinical (large animal)
Human subjects/clinical
Other: ________________________ by user of software adequate
3. Validate within context(s)
Who does it? When does it happen? How is it done? Current Conformance Level / Target Conformance Level
Verification users and developers
Validation
Uncertainty quantification
Sensitivity analysis
Other:__________
Additional Comments
4. Limitations
Disclaimer statement (explain key limitations) Who needs to know about this disclaimer? How is this disclaimer shared with that audience? Current Conformance Level / Target Conformance Level
This is a special purpose model, focusing on phenomenology of dendritic plateaus in the context of basilar and oblique dendrites. Everyone adequate
5. Version control
Current Conformance Level / Target Conformance Level
adequate
Naming Conventions? Repository? Code Review?
individual modeler GitHub
within the lab GitHub
collaborators
6. Documentation
Current Conformance Level / Target Conformance Level
Code commented? partial
Scope and intended use described? adequate
User’s guide? partial
Developer’s guide? partial
7. Dissemination
Current Conformance Level / Target Conformance Level
adequate
Target Audience(s): “Inner circle” Scientific community Public
Simulations
Models
Software
Results doi.org/10.1101/828582.
Implications of results
8. Independent reviews
Current Conformance Level / Target Conformance Level
partial
Reviewer(s) name & affiliation: Student review
When was review performed?
How was review performed and outcomes of the review?
9. Test competing implementations
Current Conformance Level / Target Conformance Level
inadequate
Yes or No (briefly summarize)
Were competing implementations tested?
Did this lead to model refinement or improvement?
10. Conform to standards
Current Conformance Level / Target Conformance Level
adequate
Yes or No (briefly summarize)
Are there operating procedures, guidelines, or standards for this type of multiscale modeling?
How do your modeling efforts conform?