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Targeted Review for AI-Assisted Biodiversity Surveys: Active Continuous-Score Occupancy Modeling

ACORN strategically selects ML predictions for expert review to optimize occupancy model inference, recovering ecological conclusions near fully human-labeled levels with far fewer reviews.

Timm Haucke, Lauren Harrell, Justin Kay, Mary K Clapp and 1 more

Atlanta Poster Session 6, Fri, Dec 11, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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AI panel: 12 of 20 reviewers recommend it
lenient 5/5
medium 7/10
strict 0/5