Model: yasserrmd/dental-gemma-300m-emb
Author: yasserrmd
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, gemma3_text, sentence-similarity, feature-extraction, dense, generated_from_trainer, dataset_size:20000, loss:MultipleNegativesRankingLoss, dataset:miriad/miriad-4.4M, arxiv:1908.10084, arxiv:1705.00652, base_model:google/embeddinggemma-300m, base_model:finetune:google/embeddinggemma-300m, endpoints_compatible, region:us
Base models (finetune): id: google/embeddinggemma-300m
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, dense, generated_from_trainer, dataset_size:20000, loss:MultipleNegativesRankingLoss
base_model: google/embeddinggemma-300m
widget: source_sentence: What are some potential complications associated with peri-implantitis?

sentences: Effective pain management in dentistry involves understanding whether a procedure will create an inflammatory response that activates pain mediators in tissue. Procedures on hard tooth structure generally cause little or no inflammatory response, while trauma to soft tissues can lead to pain. Using anti-inflammatory agents to control the inflammatory process can help alleviate pain in dental patients., Peri-implantitis can lead to inflammation of peri-implant tissues, hyperplasia and ulceration of pocket epithelium, and the presence of a mixed population of inflammatory cells. In more aggressive cases, it can also result in pyogenic granuloma, giant-cell granuloma, or Actinomyces-related inflammation. Additionally, there have been reports of peri-implantitis-associated oral malignancies. These complications often do not respond to conventional treatment., The most commonly reported symptoms after amalgam removal include tendency to rapid exhaustion, tiredness, concentration disturbance, and pain in joints and limbs. These symptoms are consistent with other studies conducted in similar populations., source_sentence: What are some factors that can contribute to gingival recession?

sentences: With the rising popularity of dental implants and the growing number of individuals undergoing dental restorations using implants, there is a heightened probability of patients with dental implants undergoing irradiation around these implants. This trend raises concerns about the long-term adverse effects that dental implants located within radiation fields may pose. Further studies are needed to investigate the potential risks and complications associated with dental implants in patients receiving radiotherapy, particularly in the context of ORN and peri-implantitis development., Acid etching is used in adhesive systems in dentistry to remove the smear layer and demineralize the dentin surface. This process helps to create a rough surface that allows for better adhesion of the adhesive to the tooth structure. Acid etching also helps to expose collagen fibers and hydroxyapatite crystals, which can be encapsulated by the adhesive, leading to a stronger bond., Factors that can contribute to gingival recession include over-zealous tooth brushing, genetically determined thickness of the alveolar bone and soft tissue (biotype), bone dehiscences, frenal pull, plaque and calculus, and age-related factors., source_sentence: How does the gel extract of mauli banana stem (EMBS) potentially aid in the healing of oral mucosal wounds?

sentences: Missing extra root canals is a major reason for endodontic failure. When canals are not located and filled, it can lead to incomplete debridement and failure to remove bacteria and their byproducts. This can result in persistent infection and reinfection of the root canal system, leading to treatment failure., Depending on the vitality of the affected pulp, there are various treatment modalities for young permanent teeth. In cases where the radicular pulp tissue needs to be preserved for continued root development and apical closure, apexogenesis is recommended. Other treatment options may be considered based on the specific diagnosis and condition of the tooth., Previous research has shown that the gel extract of mauli banana stem (EMBS) can accelerate and increase the thickness of the epithelium in buccal mucosal wound healing in mice. EMBS contains bioactive materials, including tannin, saponin, alkaloids, ascorbic acid, flavonoids, and lycopene. The condensed tannins in EMBS can induce tyrosine phosphorylation of the insulin receptor, activating the phosphatidylinositol 3-kinase pathway (PI3K) involved in cell proliferation. Terpenoid saponins in EMBS can increase the activity and number of macrophages by interacting with G protein receptors on macrophages and activating NFkβ., source_sentence: What are the most commonly used obturation techniques in endodontics?

sentences: The treatment options for dentigerous cysts depend on the size of the lesion and the likelihood of tooth eruption. Enucleation is reserved for smaller lesions or cases where it is not possible to save the involved tooth. The M/D technique, which involves minimal lesion to anatomic structures, is preferred for extensive lesions and when there is a possibility of preserving the tooth involved. The M/D technique minimizes the risk of complications and favors the eruption of displaced teeth., The most commonly used obturation technique in endodontics is lateral condensation, which is used by 66.2% of general dental practitioners. This technique is relatively simple and versatile, and does not require expensive equipment. However, it should be noted that single-cone/point techniques, which involve using a single cone to fill the root canal space, are not recommended as they cannot reliably fill all dimensions of the root canal. Despite this, 25.9% of dentists in the survey use a single cone technique. Additionally, 18.1% of respondents use only paste to obturate the root canal system, which can be problematic with paraformaldehyde-based sealers as they can cause damage to the surrounding tissues when extruded., Micro-CT is a new generation technology that provides accurate and high-resolution 3D images of dental structures. It enables dentists to evaluate root canal count, canal volume, and the presence of gaps and spaces in obturation materials. By using micro-CT, dentists can have a clear understanding of the pulp canal system before starting endodontic treatment. This knowledge allows for effective canal cleaning and ensures a proper 3D obturation, leading to improved sealing of the accessible spaces and higher success rates in root canal treatment., source_sentence: What is tooth transposition and how does it occur?

sentences: The main forms of treatment for oral and tooth health in government hospitals and health centers in Turkey are extraction, removable prosthodontics, and routine amalgam and composite restorations. Root canal treatment is not generally preferred due to a lack of endodontic equipment and time., Air polishing offers many advantages to clinicians and their patients. It is less time-consuming and effective in heavily stained surfaces, such as smoking and chlorhexidine stain. This minimizes operator and patient fatigue. Additionally, air polishing treatments can provide superior treatment outcomes in terms of speed and efficacy., Tooth transposition is a condition where two adjacent teeth switch positions in the dental arch. It can be classified as complete transposition when both the crowns and roots of the involved teeth exchange places, or incomplete transposition when only the crowns are transposed. Tooth transposition is more commonly found unilaterally than bilaterally, with a higher prevalence in the maxillary (upper) arch. There is no sex preference for tooth transposition. The condition is not significantly related to other dental anomalies such as missing teeth, peg-shaped or hypoplastic teeth, or impacted teeth. The etiology of tooth transposition is believed to be genetically involved, and it most often occurs at the maxillary canine.
pipeline_tag: sentence-similarity
library_name: sentence-transformers
datasets: miriad/miriad-4.4M
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Created: 2025-09-14 10:19:43