Humans, AI and Decisions Making - 3b - What are the editorial questions AI can answer? (Caveats) - John Sack #SSP2018 8
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Implementing AI in editorial workflows requires caution as the long-term consequences may be understated. Validation of AI models is important, such as examining correlation between predicted and actual citations and ensuring predictions are well-calibrated with accurate confidence levels, especially across different journals, tables of content, and collections.
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Humans, AI and Decisions Making - 3b - What are the editorial questions AI can answer? (Caveats) - John Sack #SSP2018 8
- 1. Caveats and cautions Implementing AI in the Editorial Workflow is not “just another IT project” 1
- 2. 2
- 3. 3
- 4. 4 People tend to the short-term potential of new technologies and overstate understate their long-term consequences. “ ” Paul Saffo Ray Amara, “Amara’s Law”
- 5. • CorrelateAI-PredictedCitestoActualCites • ExamineN,R,R-Squared,andP-value,byJournal,TOC,Collection 5 Validation – Calibration - Confidence Using HighWire’s Impact Vizor to Validate Meta’s Citation Predictions