FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4386141808> ?p ?o ?g. }

• W4386141808 endingPage "2742" @default.
• W4386141808 startingPage "2742" @default.
• W4386141808 abstract "Although the association between risk factors and non-surgical root canal treatment (NSRCT) failure has been extensively studied, methods to predict the outcomes of NSRCT are in an early stage, and dentists currently make the treatment prognosis based mainly on their clinical experience. Since this involves different sources of error, we investigated the use of machine learning (ML) models as a second opinion to support the clinical decision on whether to perform NSRCT. We undertook a retrospective study of 119 confirmed and not previously treated Apical Periodontitis cases that received the same treatment by the same specialist. For each patient, we recorded the variables from a newly proposed data collection template and defined a binary outcome: Success if the lesion clears and failure otherwise. We conducted tests for detecting the association between the variables and the outcome and selected a set of variables as the initial inputs into four ML algorithms: Logistic Regression (LR), Random Forest (RF), Naive-Bayes (NB), and K Nearest Neighbors (KNN). According to our results, RF and KNN significantly improve (p-values < 0.05) the sensitivity and accuracy of the dentist’s treatment prognosis. Taking our results as a proof of concept, we conclude that future randomized clinical trials are worth designing to test the clinical utility of ML models as a second opinion for NSRCT prognosis." @default.
• W4386141808 created "2023-08-25" @default.
• W4386141808 creator A5005431553 @default.
• W4386141808 creator A5019400516 @default.
• W4386141808 creator A5023361909 @default.
• W4386141808 creator A5050833856 @default.
• W4386141808 creator A5092690773 @default.
• W4386141808 date "2023-08-23" @default.
• W4386141808 modified "2023-10-18" @default.
• W4386141808 title "Second Opinion for Non-Surgical Root Canal Treatment Prognosis Using Machine Learning Models" @default.
• W4386141808 cites W1974922680 @default.
• W4386141808 cites W2101191820 @default.
• W4386141808 cites W2541540934 @default.
• W4386141808 cites W2921551027 @default.
• W4386141808 cites W2973552874 @default.
• W4386141808 cites W2989335918 @default.
• W4386141808 cites W3042322024 @default.
• W4386141808 cites W3044503569 @default.
• W4386141808 cites W3097197838 @default.
• W4386141808 cites W3114942846 @default.
• W4386141808 cites W3118632980 @default.
• W4386141808 cites W3129458892 @default.
• W4386141808 cites W3142076367 @default.
• W4386141808 cites W3166127462 @default.
• W4386141808 cites W3185779390 @default.
• W4386141808 cites W3211322850 @default.
• W4386141808 cites W4200219190 @default.
• W4386141808 cites W4200410693 @default.
• W4386141808 cites W4205222725 @default.
• W4386141808 cites W4223465279 @default.
• W4386141808 cites W4224308162 @default.
• W4386141808 cites W4235256446 @default.
• W4386141808 cites W4281761834 @default.
• W4386141808 cites W4283588435 @default.
• W4386141808 cites W4290720430 @default.
• W4386141808 cites W4310066303 @default.
• W4386141808 cites W4317738588 @default.
• W4386141808 cites W4318612697 @default.
• W4386141808 cites W4380788986 @default.
• W4386141808 doi "https://doi.org/10.3390/diagnostics13172742" @default.
• W4386141808 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/37685280" @default.
• W4386141808 hasPublicationYear "2023" @default.
• W4386141808 type Work @default.
• W4386141808 citedByCount "0" @default.
• W4386141808 crossrefType "journal-article" @default.
• W4386141808 hasAuthorship W4386141808A5005431553 @default.
• W4386141808 hasAuthorship W4386141808A5019400516 @default.
• W4386141808 hasAuthorship W4386141808A5023361909 @default.
• W4386141808 hasAuthorship W4386141808A5050833856 @default.
• W4386141808 hasAuthorship W4386141808A5092690773 @default.
• W4386141808 hasBestOaLocation W43861418081 @default.
• W4386141808 hasConcept C105795698 @default.
• W4386141808 hasConcept C119857082 @default.
• W4386141808 hasConcept C12267149 @default.
• W4386141808 hasConcept C126322002 @default.
• W4386141808 hasConcept C142724271 @default.
• W4386141808 hasConcept C144237770 @default.
• W4386141808 hasConcept C148220186 @default.
• W4386141808 hasConcept C151956035 @default.
• W4386141808 hasConcept C154945302 @default.
• W4386141808 hasConcept C169258074 @default.
• W4386141808 hasConcept C177713679 @default.
• W4386141808 hasConcept C199343813 @default.
• W4386141808 hasConcept C2779747767 @default.
• W4386141808 hasConcept C2780674532 @default.
• W4386141808 hasConcept C3020580240 @default.
• W4386141808 hasConcept C33923547 @default.
• W4386141808 hasConcept C41008148 @default.
• W4386141808 hasConcept C52001869 @default.
• W4386141808 hasConcept C535046627 @default.
• W4386141808 hasConcept C71924100 @default.
• W4386141808 hasConcept C84525736 @default.
• W4386141808 hasConceptScore W4386141808C105795698 @default.
• W4386141808 hasConceptScore W4386141808C119857082 @default.
• W4386141808 hasConceptScore W4386141808C12267149 @default.
• W4386141808 hasConceptScore W4386141808C126322002 @default.
• W4386141808 hasConceptScore W4386141808C142724271 @default.
• W4386141808 hasConceptScore W4386141808C144237770 @default.
• W4386141808 hasConceptScore W4386141808C148220186 @default.
• W4386141808 hasConceptScore W4386141808C151956035 @default.
• W4386141808 hasConceptScore W4386141808C154945302 @default.
• W4386141808 hasConceptScore W4386141808C169258074 @default.
• W4386141808 hasConceptScore W4386141808C177713679 @default.
• W4386141808 hasConceptScore W4386141808C199343813 @default.
• W4386141808 hasConceptScore W4386141808C2779747767 @default.
• W4386141808 hasConceptScore W4386141808C2780674532 @default.
• W4386141808 hasConceptScore W4386141808C3020580240 @default.
• W4386141808 hasConceptScore W4386141808C33923547 @default.
• W4386141808 hasConceptScore W4386141808C41008148 @default.
• W4386141808 hasConceptScore W4386141808C52001869 @default.
• W4386141808 hasConceptScore W4386141808C535046627 @default.
• W4386141808 hasConceptScore W4386141808C71924100 @default.
• W4386141808 hasConceptScore W4386141808C84525736 @default.
• W4386141808 hasIssue "17" @default.
• W4386141808 hasLocation W43861418081 @default.
• W4386141808 hasLocation W43861418082 @default.
• W4386141808 hasOpenAccess W4386141808 @default.
• W4386141808 hasPrimaryLocation W43861418081 @default.

• next