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AIS-based profiling of fishing vessels falls short as a 'proof of concept' for identifying forced labor at sea
- Source :
- Proceedings of the National Academy of Sciences of the United States of America
- Publication Year :
- 2021
- Publisher :
- National Academy of Sciences, 2021.
-
Abstract
- McDonald et al. (1) argue that labor conditions in fisheries can be discerned from the movement and characteristics of fishing vessels. We recognize the authors’ effort, yet have strong reservations regarding their 1) limited dataset, 2) assumptions, and 3) model validation. Forced labor is a serious human rights violation, and any scientific claims potentially informing policy must be considered with particular care to best promote efforts toward ending human terror and supporting survivors. We, therefore, urge that the authors consider how their efforts may misinform policy. The authors create profiles from vessels reported to have committed labor abuses, search for similar profiles in a database of 16,000 vessels … [↵][1]1To whom correspondence may be addressed. Email: wilf.swartz{at}dal.ca. [1]: #xref-corresp-1-1
- Subjects :
- Letter
media_common.quotation_subject
Fishing
Fisheries
Social Sciences
050801 communication & media studies
02 engineering and technology
Model validation
0508 media and communications
Pregnancy
0202 electrical engineering, electronic engineering, information engineering
Profiling (information science)
Humans
media_common
Multidisciplinary
Labor, Obstetric
Human rights
05 social sciences
Biological Sciences
Data science
Proof of concept
020201 artificial intelligence & image processing
Female
Business
Environmental Sciences
Subjects
Details
- Language :
- English
- ISSN :
- 10916490 and 00278424
- Volume :
- 118
- Issue :
- 19
- Database :
- OpenAIRE
- Journal :
- Proceedings of the National Academy of Sciences of the United States of America
- Accession number :
- edsair.doi.dedup.....3690663fec062aee330d228bf7c740f6