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OSJF leaves it up to the developers, contributors, and communities themselves to architect and deploy dispute resolution tools that fit their specific use cases and circumstances.
A huge advantage to open-source ODR tools is transparency: biases can be determined and disputants can choose whether and to what extent to interact with those systems. This will produce fairer systems than current black-box solutions.