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. 2022 Oct 31;10(11):2188. doi: 10.3390/healthcare10112188

Table 2.

Summary of input features used for different diagnostic tasks.

AI Technique Diagnostic Tasks Target Problem Input Features
ANN as CDSS Disease Diagnosis (Classification, Segmentation, Localization) tooth decay detection [19], vertical root fracture [20], Cervical vertebra maturation degree [21,22] Intraoral radiographs [19,20], cephalograms [21], orthodontic scans [22]
Risk Assessment Bone loss assessment [23], periodontitis risk assessment [9] Medical records [9,23]
Treatment Planning and prognosis Surgery type and extraction decision [24], tooth extraction therapy [25], occlusal and dental caries [26], temporomandibular joint disorders [27,28] cephalograms [24], electronic health records [25,26,28], magnetic resonance images [27]
Machine Learning Disease Diagnosis (Classification, Segmentation, Localization) Plaque segmentation [29], gingivitis identification [30], alveolar bone loss [6], scoring lesions [31], occlusal caries lesions [32], maxillary structure assessment [33], sagittal skeletal patterns [34], facial attractiveness [35], temporomandibular joint disorders [36] Oral endoscopic images [29], digital photographs [30,35], intraoral radiographs [6], occlusal images [31,32], CBCT images [33], cephalograms [34], magnetic resonance images [36]
Treatment Planning and Prognosis Facial and skin mould [37], teeth extraction [38], tooth prognosis [39], dental restorations [40] Mould images [37], electronic records [38,39], panoramic images [40]
Deep Learning Disease Diagnosis (Classification, Segmentation, Localization) Bone loss [5,8,41,42], odontogenic cystic lesion [43], periodontal bone destruction [7,26], bone recession and interradicular radiolucency [44], alveolar bone delineation [45], bone assessment [46], periapical lesions [47,48], vertical root fracture [49], apical lesions [50], interproximal caries [51], distal root assessment [52], proximal and occlusal caries [53], dental implants [54], preserve tooth boundary [23], maxillary sinusitis lesions [42,55,56,57], temporomandibular joint disorders [58], oral cancer [59] Periapical radiographs [7,41,44,47], panoramic radiographs [5,26,42,43,49,50,54,56,57,58], CBCT images [8,43,48,52,55], high-frequency ultrasound images [45], intraoral ultrasound images [46], bitewing radiographs [51], NILT images [53], digital photographs [23], water’s view radiographs [42], hyperspectral images [59]
Landmark detection Cephalometric landmarks [60,61] cephalograms [60,61]
Treatment Planning Differential orthodontic diagnosis [62] cephalograms [62]