Table 4.

List of Most Frequent Keywords of the 20 Topics (Overall Agreement = 92%)

Manual classification resultsLDA Coding Results (%)
T3T19T4T13T5T18T6T1T17T15T2OT9T7T8T2T11T10T12T14T16
Topic 3 Climate Change1000000000000000000000
Topic 19 Community Engagement084000004000000004404
Topic 4 Design Pedagogy & Curriculum308733300000000000000
Topic 13 Design Theory000950000000000050000
Topic 5 Ecosystem Services & Management000088000000600000060
Topic 18 Environment & Public Health030009000300000003030
Topic 6 Garden & Planting Design0000001000000000000000
Topic 1 Historical & Cultural Landscapes000000086550000000005
Topic 17 Human Preference & Behavior000000009200000800000
Topic 15 Hydrology & Stormwater0000000001000000000000
Topic 20 International & Vernacular Landscapes000400400088000004000
Topic 9 Land Development & Reuse000000400008600400070
Topic 7 Landscape Performance000000000660890000000
Topic 8 Material & Construction0000000000000100000000
Topic 2 Parks & public space000000030000009106000
Topic 11 Student Learning & Studio Process000000000000220922200
Topic 10 Sustainable Agriculture000000000000000095050
Topic 12 Technology & Digital Tools0000000000000000089011
Topic 14 Urbanism & Urban Design050000005000500000860
Topic 16 Visual Communications400000000000040000093
  • Note: Numbers in bold show the agreement between the LDA model and the manual classification results for each topic. For example, from the 1st row about Topic 3 Climate Change, 100 of the abstracts manually classified as climate change are also classified as climate change using the LDA model.