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Fig 1.

Map of the KAL estate in West Kalimantan, Indonesia using the Tropical Moist Forest (TMF) baseline dataset produced by the European Commission’s Joint Research Centre (EC JRC) [7].

TMF data were generated under studies funded by the Directorate-General for Climate Action through the Roadless-For pilot project and the ForMonPol project. Data are provided free of charge under the Copernicus Regulation. Proper attribution follows JRC requirements (forobs.jrc.ec.europa.eu/TMF/data). TMF dataset described in Vancutsem et al. [7].

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Fig 1 Expand

Table 1.

Annual field effort in the KAL standard dataset.

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Table 2.

Properties of datasets per species obtained under different procedures (see text for explanation).

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Table 2 Expand

Table 3.

Detection parameter estimates under the top model per species.

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Table 3 Expand

Fig 2.

Relationship between (A) expected detection (± credible intervals) of Varanus salvator and the number of species observed during a visit and (B) between expected occupancy of Hylobates albibarbis and distance to large forest.

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Table 4.

Occupancy parameter estimates under the top model per species (see Table 3 for model ID’s).

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Table 4 Expand

Fig 3.

Annual occupancy (± se) of (A) Pongo pygmaeus and (B) Amaurornis phoenicurus.

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Fig 4.

Comparison of key statistics between different models.

(A) Mean detection (± se; backtransformed intercept; see text) and (B) mean occupancy (± SE) in 2020–2024 of 23 species. Each bar represents a different dataset. Asterisk indicates significant difference with standard dataset (paired t-test; P < 0.05; n = 23).

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