Research Article

TCM Prescription Generation via Knowledge Source Guidance Network Combined with Herbal Candidate Mechanism

Table 7

Comparison of predicted cases among labeled prescriptions, baseline models and our model (GSCCAM), and their human qualitative evaluation scores. Herbs whose predicted prescriptions are consistent with the labeled prescriptions are marked in bold font, and herbs that appear in the candidates are underlined.

Case 1Case 2
SymptomsSixty-four kinds of wind enter skin, crawling like insects, stiff waist and spine, disharmony of internal organs, inability to stretch hands and feet, urticaria turns into sores after being scratched, itches on the body when the wind blows, finally, the face swells, the hands cannot be raised over the head, the mouth cannot talk.TotalThe Yang Qi in the liver is weak, the yin and cold are condensed, the ribs under the armpit are painful and full of Qi, and the eyes are blurred.Total

Label prescriptionPhotinia serratifolia, Dried Zingiber, Scutellaria baicalensis georgi, Asarum, dried Rehmannia glutinosa, Ligusticum chuanxiong Hort, Panax ginseng, ephedra, peeled cinnamomum cassia, Angelica sinensis, Glycyrrhiza, Zanthoxylum ailanthoides.8.5Areca catechu, old zingiber, Aconitum carmichaeli, Poria cocos, Evodia rutaecarpa, Pericarpium Citri reticulata, peeled cinnamomum cassia, Platycodon grandiflorus, Atractylodes macrocephala.8.8
KDHR [18]Photinia serratifolia, Saposhnikovia divaricata, Anemarrhena asphodeloides Bunge, Akebia quinata, Cynanchum otophyllum, Poria cocos, Cimicifuga foetida, dendrobium, Bupleurum, Gardenia jasminoides, Rehmannia glutinosa, Ziziphus jujuba, Atractylodes macrocephala, Houpoea officinalis, Mentha, Pueraria lobata, Citrus reticulata, Tribulus terrestris, Panax notoginseng, Arctium lappa, Fallopia multiflora.3.9Areca catechu, Aconitum carmichaeli, Cinnamomum cassia, Dimocarpus longan, roasted Zingiber, curcuma, Bupleurum, dried Zingiber, Dendrobium, Panax ginseng, Citrus medica, Perilla frutescens, chrysanthemum, Mentha, Houpoea officinalis.4.3
PTM [21]Photinia serratifolia,Zingiber, Saposhnikovia divaricata, Perilla frutescens, Phellodendron, corydalis yanhusuo, Corydalis decumbens, Coptis chinensis, curcuma, roasted Zingiber.5.1Areca catechu, Zingiber, Cinnamomi Ramulus, dried Zingiber, Eucommia ulmoides, Cinnamomum cassia, Lycium barbarum.5.5
Coverage-Soft-Model [44]Photinia serratifolia, Phellodendron, folium pini, aconitum kusnezoffii, Arctium lappa, Codonopsis pilosula, Mylabris, Aconitum carmichaeli, Bambusa basihirsuta McClure.3.5Areca catechu, Zingiber, Syzygium aromaticum, Cinnamomum cassia, Curcuma, Ephedra, Asarum.4.0
Herb-Know [24]Photinia serratifolia, Scutellaria baicalensis georgi, Anemarrhena asphodeloides Bunge, Asarum, Atractylodes macrocephala, roasted Zingiber, Achyranthes bidentata, Corydalis decumbens, Saposhnikovia divaricata, Coptis chinensis, Tribulus terrestris, Alumen, Pinellia ternate, Nepeta cataria, Pericarpium Citrus reticulata.5.7Areca catechu, Zingiber, Aconitum carmichaeli, Poria cocos, Cynanchum otophyllum, Astragalus membranaceus, Eucommia ulmoides, Citrus medica, Lycium barbarum, Cassia tora, Dendrobium.5.6
TPGen [23]Photinia serratifolia, Zingiber, Scutellaria baicalensis georgi, Pinellia ternate, Ziziphus jujuba, Pericarpium Citrus reticulata, Angelica sinensis, Corydalis yanhusuo, Dendrobium, Panax notoginseng.5.4Areca catechu, Lycium barbarum, dried zingiber, Aconitum carmichaeli, Pericarpium Citri reticulata, Ziziphus jujuba, Dioscoreae, aconitum.5.8
GSCCAMPhotinia serratifolia, Cinnamomi Ramulus, Angelica sinensis, Glycyrrhiza, Zingiber, Nepeta cataria, Scutellaria baicalensis georgi, Asarum, Panax ginseng, dried Rehmannia glutinosa, Zanthoxylum ailanthoides, Saposhnikovia divaricata, Angelica dahurica.7.6Areca catechu, Platycodon grandiflorus, Zingiber, Aconitum carmichaeli, Poria cocos, Cinnamomi Ramulus, Pericarpium Citri reticulata, Astragalus membranaceus, Evodia rutaecarpa.7.8