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gigascience technical note sectioning
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dhimmel committed May 23, 2023
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Expand Up @@ -27,10 +27,6 @@ A supervised machine learning approach identified types of paths that occur more
To train the model, the authors created [PharmacotherapyDB](https://doi.org/10.6084/m9.figshare.3103054),
a physician-curated catalog of 755 disease-modifying treatments [@doi:10.15363/thinklab.d182].

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pretty sure a previous paper at gigascience required us to move figures to the results section,
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**A. Hetionet v1.0 metagraph.**
The types of nodes and edges in Hetionet.
Expand Down Expand Up @@ -131,7 +127,7 @@ Refinements to path scoring techniques might also be helpful solutions in this c
Hetnet connectivity search explains how two nodes are related in an unsupervised manner that captures the semantic richness of edge type and returns results in the form of both metapaths and paths.
Our open source implementation, including for a query and visualization webserver, was designed with scalability and responsiveness in mind allowing in-browser exploration.

## Results {.page_break_before}
## Findings {.page_break_before}

Completing hetnet connectivity search involved advances on three fronts.
We implemented new software for efficient matrix-based operations on hetnets.
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Most of the Hetio resources and projects can be found under the [Hetio GitHub organization](https://github.com/hetio), with others being available under the [Greene Lab GitHub organization](https://github.com/greenelab), one of the collaborating groups.
Information about Hetio is also displayed and disseminated at <https://het.io>, as noted in the [Hetio Website] section.

#### Availability of Supporting Source Code and Requirements

Project name: Hetnet Connectivity Search
Project home page: <https://het.io/search/>
Operating systems: Platform independent
Programming language: e.g. Java
Other requirements: Not applicable
License: e.g. GNU GPL, FreeBSD etc.
biotools ID: [connectivity-search](https://bio.tools/connectivity-search)

The Hetnet Connectivity Search web application is registered at [biotools:connectivity-search](https://bio.tools/connectivity-search).
This study primarily involves the following repositories:
<!-- https://github.com/topics/hetnet-connectivity-search -->
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Preexisiting source code for the <https://het.io/> website.
CC BY 4.0 License.

#### Data availability

An archival copy of the code and supporting data is available via the GigaScience repository [@gigadb].
The connectivity-search-analyses and hetionet repositories contain datasets related to this study.
Large datasets were compressed and tracked with [Git LFS](https://git-lfs.github.com/) (Large File Storage).
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[@zenodo]: doi:10.5281/zenodo.1435833
[@gigadb]: doi:10.5524/102389

## Competing Interests
## Declarations

### List of abbreviations

TODO

### Competing Interests

This work was supported, in part, by Pfizer Worldwide Research, Development, and Medical.

## Funding

TODO

## Authors' contributions

TODO

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