2026-10-11T12:16:51Z https://api.figshare.com/v2/oai

oai:figshare.com:article/34049747 2026-10-01T17:52:35Z category_146 category_39 category_734 category_931 category_106 portal_5 item_type_3 month_year_10_2026

<p>Confusion matrix of classification results on the held-out test set.</p> Feng Yang (132135) Miaoxing Zhao (25158092) Leixiang Ding (25158095) Yan Li (23143) Jing Wang (6206297) Space Science Ecology Biological Sciences not elsewhere classified Information Systems not elsewhere classified Science Policy type texts related total parameter count proposed model achieved high omission rates experimental results show dimensional feature system bootstrap resampling gave ante early warning 93 &# 8211 39 &# 8211 textual semantic features deep semantic encoding combining professional knowledge lightweight transformer model enhanced lightweight transformer source planning texts text statistical attributes land use conflicts lightweight transformer statistical features use conflicts single text deep fusion territorial planning planning schemes planning compilation test set study proposes strong discriminability specific validation small number process review point estimates plan integration low efficiency inference time individual cases inadequate standardization domain knowledge compliance review based framework auxiliary tool automatic identification authoritative channels 57 %, 5 seconds <p>Confusion matrix of classification results on the held-out test set.</p> 2026-10-01T17:52:23Z Dataset Dataset 10.1371/journal.pone.0359870.t002 https://figshare.com/articles/dataset/_p_Confusion_matrix_of_classification_results_on_the_held-out_test_set_p_/34049747 CC BY 4.0