Data to knowledge in action: A longitudinal analysis of GenBank metadata
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DOI: 10.1002/pra2.253
Abstract: Studies typically use publication‐based authorship data to study the relationships between collaboration networks and knowledge diffusion. However, collaboration in research often starts long before publication with data production efforts. In this project we ask how… read more here.
Keywords: knowledge; data production; genbank; knowledge diffusion ... See more keywords
Datafying Disaster: Institutional Framings of Data Production Following Superstorm Sandy
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DOI: 10.1080/24694452.2017.1402673
Abstract: In the wake of disasters, communities organize to produce spatial data capturing knowledge about the disaster and to fill gaps left by formal emergency responders. The ways in which communities affect overall response efforts can… read more here.
Keywords: production; data production; disaster; digital humanitarianism ... See more keywords
The Data-Production Dispositif
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DOI: 10.1145/3555561
Abstract: Machine learning (ML) depends on data to train and verify models. Very often, organizations outsource processes related to data work (i.e., generating and annotating data and evaluating outputs) through business process outsourcing (BPO) companies and… read more here.
Keywords: data production; production dispositif; dispositif; data work ... See more keywords
Documenting Data Production Processes
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DOI: 10.1145/3555623
Abstract: The opacity of machine learning data is a significant threat to ethical data work and intelligible systems. Previous research has addressed this issue by proposing standardized checklists to document datasets. This paper expands that field… read more here.
Keywords: data production; production processes; production; design ... See more keywords