FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4313280119> ?p ?o ?g. }

• W4313280119 abstract "Cryopreservation provides a critical tool for dairy herd genetics management. Due to widely varying inter- and within-bull post thaw fertility, recent research on cryoprotectant extender medium has not dramatically improved suboptimal post-thaw recovery in industry. This progress is stymied by the interactions between samples and the many components of extender media and is often compounded by industry irrelevant sample sizes. To address these challenges, here we demonstrate blank-slate optimization of bull sperm cryopreservation media by supervised machine learning. We considered two supervised learning models: artificial neural networks and Gaussian process regression (GPR). Eleven media components and initial concentrations were identified from publications in bull semen cryopreservation, and an initial 200 extender-post-thaw motility pairs were used to train and 32 extender-post-thaw motility pairs to test the machine learning algorithms. The median post-thaw motility after coupling differential evolution with GPR the increased from 52.6 ± 6.9% to 68.3 ± 6.0% at generations 7 and 17 respectively, with several media performing dramatically better than control media counterparts. This is the first study in which machine learning was used to determine the best combination of constituents to optimize bull sperm cryopreservation media, and provides a template for optimization in other cell types." @default.
• W4313280119 created "2023-01-06" @default.
• W4313280119 creator A5006900442 @default.
• W4313280119 creator A5031905189 @default.
• W4313280119 creator A5050278148 @default.
• W4313280119 creator A5051710024 @default.
• W4313280119 creator A5065494091 @default.
• W4313280119 creator A5072422704 @default.
• W4313280119 date "2022-12-25" @default.
• W4313280119 modified "2023-09-27" @default.
• W4313280119 title "Machine learning and hypothesis driven optimization of bull semen cryopreservation media" @default.
• W4313280119 cites W1595159159 @default.
• W4313280119 cites W1913409826 @default.
• W4313280119 cites W1953272488 @default.
• W4313280119 cites W1971452957 @default.
• W4313280119 cites W1973587141 @default.
• W4313280119 cites W1975708850 @default.
• W4313280119 cites W2008039032 @default.
• W4313280119 cites W2016695180 @default.
• W4313280119 cites W2061806090 @default.
• W4313280119 cites W2064218029 @default.
• W4313280119 cites W2067886138 @default.
• W4313280119 cites W2069742319 @default.
• W4313280119 cites W2094082830 @default.
• W4313280119 cites W2101410591 @default.
• W4313280119 cites W2103290680 @default.
• W4313280119 cites W2106286926 @default.
• W4313280119 cites W2120660030 @default.
• W4313280119 cites W2122780106 @default.
• W4313280119 cites W2122782494 @default.
• W4313280119 cites W2131527182 @default.
• W4313280119 cites W2145968057 @default.
• W4313280119 cites W2150267993 @default.
• W4313280119 cites W2169685349 @default.
• W4313280119 cites W2254256350 @default.
• W4313280119 cites W2262435555 @default.
• W4313280119 cites W2395029435 @default.
• W4313280119 cites W2398304967 @default.
• W4313280119 cites W2398957227 @default.
• W4313280119 cites W2480935928 @default.
• W4313280119 cites W2765744127 @default.
• W4313280119 cites W2798098477 @default.
• W4313280119 cites W2804081431 @default.
• W4313280119 cites W2895031929 @default.
• W4313280119 cites W2905021569 @default.
• W4313280119 cites W2965352872 @default.
• W4313280119 cites W2970387392 @default.
• W4313280119 cites W2997639966 @default.
• W4313280119 cites W3002777374 @default.
• W4313280119 cites W3038140374 @default.
• W4313280119 cites W3040158502 @default.
• W4313280119 cites W3088482678 @default.
• W4313280119 cites W3132727981 @default.
• W4313280119 cites W3186456655 @default.
• W4313280119 doi "https://doi.org/10.1038/s41598-022-25104-6" @default.
• W4313280119 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/36567337" @default.
• W4313280119 hasPublicationYear "2022" @default.
• W4313280119 type Work @default.
• W4313280119 citedByCount "2" @default.
• W4313280119 countsByYear W43132801192023 @default.
• W4313280119 crossrefType "journal-article" @default.
• W4313280119 hasAuthorship W4313280119A5006900442 @default.
• W4313280119 hasAuthorship W4313280119A5031905189 @default.
• W4313280119 hasAuthorship W4313280119A5050278148 @default.
• W4313280119 hasAuthorship W4313280119A5051710024 @default.
• W4313280119 hasAuthorship W4313280119A5065494091 @default.
• W4313280119 hasAuthorship W4313280119A5072422704 @default.
• W4313280119 hasBestOaLocation W43132801191 @default.
• W4313280119 hasConcept C105702510 @default.
• W4313280119 hasConcept C119857082 @default.
• W4313280119 hasConcept C154945302 @default.
• W4313280119 hasConcept C178790620 @default.
• W4313280119 hasConcept C179933525 @default.
• W4313280119 hasConcept C185592680 @default.
• W4313280119 hasConcept C196843134 @default.
• W4313280119 hasConcept C2776586616 @default.
• W4313280119 hasConcept C2777632594 @default.
• W4313280119 hasConcept C2778093475 @default.
• W4313280119 hasConcept C2779578285 @default.
• W4313280119 hasConcept C2780395018 @default.
• W4313280119 hasConcept C2781087480 @default.
• W4313280119 hasConcept C41008148 @default.
• W4313280119 hasConcept C59822182 @default.
• W4313280119 hasConcept C68528507 @default.
• W4313280119 hasConcept C86803240 @default.
• W4313280119 hasConcept C95444343 @default.
• W4313280119 hasConceptScore W4313280119C105702510 @default.
• W4313280119 hasConceptScore W4313280119C119857082 @default.
• W4313280119 hasConceptScore W4313280119C154945302 @default.
• W4313280119 hasConceptScore W4313280119C178790620 @default.
• W4313280119 hasConceptScore W4313280119C179933525 @default.
• W4313280119 hasConceptScore W4313280119C185592680 @default.
• W4313280119 hasConceptScore W4313280119C196843134 @default.
• W4313280119 hasConceptScore W4313280119C2776586616 @default.
• W4313280119 hasConceptScore W4313280119C2777632594 @default.
• W4313280119 hasConceptScore W4313280119C2778093475 @default.
• W4313280119 hasConceptScore W4313280119C2779578285 @default.
• W4313280119 hasConceptScore W4313280119C2780395018 @default.
• W4313280119 hasConceptScore W4313280119C2781087480 @default.
• W4313280119 hasConceptScore W4313280119C41008148 @default.

• next