FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3204760650> ?p ?o ?g. }

• W3204760650 abstract "Abstract Matrix-Assisted Laser Desorption Ionization Time-Of-Flight (MALDI-TOF) Mass Spectrometry (MS) is a reference method for microbial identification and it can be used to predict Antibiotic Resistance (AR) when combined with artificial intelligence methods. However, current solutions need time-costly preprocessing steps, are difficult to reproduce due to hyperparameter tuning, are hardly interpretable, and do not pay attention to epidemiological differences inherent to data coming from different centres, which can be critical. We propose using a multi-view heterogeneous Bayesian model (KSSHIBA) for the prediction of AR using MALDI-TOF MS data together with their epidemiological differences. KSSHIBA is the first model that removes the ad-hoc preprocessing steps that work with raw MALDI-TOF data. In addition, due to its Bayesian probabilistic nature, it does not require hyperparameter tuning, provides interpretable results, and allows exploiting local epidemiological differences between data sources. To test the proposal, we used data from 402 Klebsiella pneumoniae isolates coming from two different domains and 20 different hospitals located in Spain and Portugal. KSSHIBA outperforms current state-of-the-art approaches in antibiotic susceptibility prediction, obtaining a 0.78 AUC score in Wild Type classification and a 0.90 AUC score in Extended-Spectrum Beta-Lactamases (ESBL)+Carbapenemases (CP)-producers. The proposal consistently removes the need for ad-hoc preprocessing by working with raw MALDI-TOF data, which, in turn, reduces the time needed to obtain the results of the resistance mechanism in microbiological laboratories. The proposed model implementation as well as both data domains are publicly available." @default.
• W3204760650 created "2021-10-11" @default.
• W3204760650 creator A5003821732 @default.
• W3204760650 creator A5030465880 @default.
• W3204760650 creator A5036220332 @default.
• W3204760650 creator A5036817679 @default.
• W3204760650 creator A5049610126 @default.
• W3204760650 creator A5056885032 @default.
• W3204760650 creator A5066828138 @default.
• W3204760650 creator A5070432277 @default.
• W3204760650 creator A5071487615 @default.
• W3204760650 creator A5074485232 @default.
• W3204760650 creator A5080299359 @default.
• W3204760650 date "2021-10-05" @default.
• W3204760650 modified "2023-10-16" @default.
• W3204760650 title "Automatic antibiotic resistance prediction in<i>Klebsiella pneumoniae</i>based on MALDI-TOF mass spectra" @default.
• W3204760650 cites W1054633467 @default.
• W3204760650 cites W120550985 @default.
• W3204760650 cites W2039115800 @default.
• W3204760650 cites W2095792753 @default.
• W3204760650 cites W2101728049 @default.
• W3204760650 cites W2115653462 @default.
• W3204760650 cites W2117945077 @default.
• W3204760650 cites W2120968240 @default.
• W3204760650 cites W2147214095 @default.
• W3204760650 cites W2164768742 @default.
• W3204760650 cites W2317594584 @default.
• W3204760650 cites W2602056101 @default.
• W3204760650 cites W2731242120 @default.
• W3204760650 cites W2757141323 @default.
• W3204760650 cites W2779019546 @default.
• W3204760650 cites W2789704179 @default.
• W3204760650 cites W2903295599 @default.
• W3204760650 cites W2904179783 @default.
• W3204760650 cites W2919831875 @default.
• W3204760650 cites W2942654287 @default.
• W3204760650 cites W2953864635 @default.
• W3204760650 cites W2970805873 @default.
• W3204760650 cites W3000018659 @default.
• W3204760650 cites W3004466117 @default.
• W3204760650 cites W3007441389 @default.
• W3204760650 cites W3029998718 @default.
• W3204760650 cites W3043423599 @default.
• W3204760650 cites W3093549455 @default.
• W3204760650 cites W3101380508 @default.
• W3204760650 cites W3102476541 @default.
• W3204760650 cites W3111168308 @default.
• W3204760650 cites W3170402919 @default.
• W3204760650 cites W3174504169 @default.
• W3204760650 cites W4223530030 @default.
• W3204760650 cites W4226275940 @default.
• W3204760650 cites W4239510810 @default.
• W3204760650 doi "https://doi.org/10.1101/2021.10.04.463058" @default.
• W3204760650 hasPublicationYear "2021" @default.
• W3204760650 type Work @default.
• W3204760650 sameAs 3204760650 @default.
• W3204760650 citedByCount "0" @default.
• W3204760650 crossrefType "posted-content" @default.
• W3204760650 hasAuthorship W3204760650A5003821732 @default.
• W3204760650 hasAuthorship W3204760650A5030465880 @default.
• W3204760650 hasAuthorship W3204760650A5036220332 @default.
• W3204760650 hasAuthorship W3204760650A5036817679 @default.
• W3204760650 hasAuthorship W3204760650A5049610126 @default.
• W3204760650 hasAuthorship W3204760650A5056885032 @default.
• W3204760650 hasAuthorship W3204760650A5066828138 @default.
• W3204760650 hasAuthorship W3204760650A5070432277 @default.
• W3204760650 hasAuthorship W3204760650A5071487615 @default.
• W3204760650 hasAuthorship W3204760650A5074485232 @default.
• W3204760650 hasAuthorship W3204760650A5080299359 @default.
• W3204760650 hasBestOaLocation W32047606501 @default.
• W3204760650 hasConcept C104317684 @default.
• W3204760650 hasConcept C10551718 @default.
• W3204760650 hasConcept C107673813 @default.
• W3204760650 hasConcept C116834253 @default.
• W3204760650 hasConcept C119857082 @default.
• W3204760650 hasConcept C124101348 @default.
• W3204760650 hasConcept C150394285 @default.
• W3204760650 hasConcept C154945302 @default.
• W3204760650 hasConcept C162711632 @default.
• W3204760650 hasConcept C178790620 @default.
• W3204760650 hasConcept C185592680 @default.
• W3204760650 hasConcept C2777058267 @default.
• W3204760650 hasConcept C34736171 @default.
• W3204760650 hasConcept C41008148 @default.
• W3204760650 hasConcept C547475151 @default.
• W3204760650 hasConcept C55493867 @default.
• W3204760650 hasConcept C59822182 @default.
• W3204760650 hasConcept C75280812 @default.
• W3204760650 hasConcept C8642999 @default.
• W3204760650 hasConcept C86803240 @default.
• W3204760650 hasConceptScore W3204760650C104317684 @default.
• W3204760650 hasConceptScore W3204760650C10551718 @default.
• W3204760650 hasConceptScore W3204760650C107673813 @default.
• W3204760650 hasConceptScore W3204760650C116834253 @default.
• W3204760650 hasConceptScore W3204760650C119857082 @default.
• W3204760650 hasConceptScore W3204760650C124101348 @default.
• W3204760650 hasConceptScore W3204760650C150394285 @default.
• W3204760650 hasConceptScore W3204760650C154945302 @default.
• W3204760650 hasConceptScore W3204760650C162711632 @default.
• W3204760650 hasConceptScore W3204760650C178790620 @default.

• next