The diversity bonus in pooling local knowledge about complex problems

P Aminpour, SA Gray, A Singer… - Proceedings of the …, 2021 - National Acad Sciences
… were more closely matched scientific expert opinions. These … Random experiments also
predicted that knowledge diversity … We first combine individual maps by stakeholder types to …

[HTML][HTML] Global patterns and drivers of bee distribution

MC Orr, AC Hughes, D Chesters, J Pickering, CD Zhu… - Current Biology, 2021 - cell.com
… checklist of bee species distributions and >5,800,000 public … turn, use these predictions to
model bee richness worldwide. … For listing and a map of the countries that fall into each region…

[HTML][HTML] Crop mapping from image time series: Deep learning with multi-scale label hierarchies

MO Turkoglu, S D'Aronco, G Perich, F Liebisch… - Remote Sensing of …, 2021 - Elsevier
expert knowledge and significantly improves the mapping of … Formally, our objective is to
predict a crop type map Y ∈ I R H×… To match that format, we assign the same label to all pixels …

Predicting conversion to wet age-related macular degeneration using deep learning

J Yim, R Chopra, T Spitz, J Winkens, A Obika, C Kelly… - Nature Medicine, 2020 - nature.com
… automatic tissue maps, our system predicts conversion to exAMD … expert performance on
the task, we compare model … referral and diagnosis model closely matched the performance …

[HTML][HTML] Topography and human pressure in mountain ranges alter expected species responses to climate change

PR Elsen, WB Monahan, AM Merenlender - Nature Communications, 2020 - nature.com
… limit species distributions and movement required to shift their … were made by expert evaluation
using maps, atlases, and … This resulted in a seamless elevation dataset that matched the …

Macroevolutionary convergence connects morphological form to ecological function in birds

AL Pigot, C Sheard, ET Miller, TP Bregman… - Nature Ecology & …, 2020 - nature.com
… The position of species within this space maps with 70–85% accuracy onto major niche
axes… phenotypically matched pairs of families by fitting a random forest model predicting family …

Stochastic segmentation networks: Modelling spatially correlated aleatoric uncertainty

M Monteiro, L Le Folgoc… - Advances in neural …, 2020 - proceedings.neurips.cc
… , and it is not possible to match an annotation to an expert. Thus, the four sets of … model,
we used the mean of the logit map distribution. We computed the DSC between the prediction

Birds, bats and beyond: Evaluating generalization in bioacoustics models

B van Merriënboer, J Hamer, V Dumoulin… - Frontiers in Bird …, 2024 - frontiersin.org
… enthusiasts with a wide range of expertise. While many recordings … a one-to-one mapping
between predictions and ground truth … When an event predicted by the model is matched to a …

[HTML][HTML] Tree species classification from airborne hyperspectral and LiDAR data using 3D convolutional neural networks

J Mäyrä, S Keski-Saari, S Kivinen… - Remote Sensing of …, 2021 - Elsevier
… After segmenting the full study area, we matched the delineated … The tree species distributions
of our training and validation … We aim to use the tree species maps produced in this study …

[HTML][HTML] Restoring and attributing ancient texts using deep neural networks

Y Assael, T Sommerschield, B Shillingford, M Bordbar… - Nature, 2022 - nature.com
… work shows how matching human experts with deep learning … distributions for all tasks using
multiple charts and maps, and … measure the distance in years between a prediction and the …