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Compared with a recent prediction using relatively few presence records (n = 598) exploring the current potential distributions of P. clarkii on a global scale [60], our study found a similar pattern with highly suitable areas using a larger sample size (n = 1002), especially incorporating distribution information based on our four-year field surveys in China.
As so few presence records were used to train each fold model (i.e., around 5 presence records for M. torquata up to 12 for E. franqueti), this represents a very stringent test of the model's predictive capacity.
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But what would any party or barroom gathering be if there were not a few presences we didn't like?
With few presence-only data of rare species, Maxent models were statistically and ecologically significant and reliable to develop distribution maps with high predictive power.
The high AUC scores were supported by high test gain and low omission rates across the species, indicating only few presences were misclassified as absent and that predicted presences were several orders of magnitude more probable than that of a random background pixel (Table 2).
The distribution models of both techniques were coincident and congruent, although Maxent produced more constrained predictions than ENFA, highlighting the significantly better performance of the Maxent models for communities with fewer presences, in this study, black coral and brown garden eels.
By calculating the stability of the modern Egyptian predator-prey network with and without each species, the team found a few whose presence stabilizes the whole system primarily small herbivores eaten by many predators, including gazelles, ibex, and Barbary sheep.
Clinical characterization of classes was determined using the clinical questionnaire provided to participants as well as medical records in a few cases (presence of hydrocephalus and syrinx).
The shame is that so few value the presence of a dangerous paper.
And among those who have paused to register its presence, few have probably spent much time contemplating its origin.
And there are a few artists whose presence in the Feldberg Collection constitutes their sole entry in the art-historical record.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com