FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4387007186> ?p ?o ?g. }

• W4387007186 abstract "Abstract The degeneration of the intervertebral discs in the lumbar spine is the common cause of neurological and physical dysfunctions and chronic disability of patients, which can be stratified into single- (e.g., disc herniation, disc prolapse, or disc bulge) and comorbidity-type degeneration (i.e., simultaneous presence of two or more conditions of disc herniation, prolapse, and bulge in a patient) respectively. The degenerative changes of the lumbar spine differentiate in the level of severity and type. A sample of lumbar magnetic resonance images from multiple clinical hospitals in China was collected and used in the proposal assessment. Theoretically, we devised a novel transfer learning framework VIRD by ensembling four pre-trained models including Densenet169, ResNet101, InceptionResNetV2, and VGG16. Thereafter, the proposed approach was applied to the clinical data and achieved 99% accuracy versus 94%, 96%, 96%, 96%, and 98% for compositional benchmark models of VGG16, InceptionResNetV2, DenseNet169, ResNet101, and other ensemble deep learning respectively. Furthermore, improved performance was observed as well for the metric of the area under the curve, producing a 1% increase relative to other ensemble learning, a 2% increase relative to most-studied models, and a 3% increase relative to the baseline models. The novel methodology can be used as a guide in the initial and efficient screening of complex degeneration of lumbar intervertebral discs and assist in the early-stage selection of clinically differentiated treatment options." @default.
• W4387007186 created "2023-09-26" @default.
• W4387007186 creator A5002063396 @default.
• W4387007186 creator A5011783529 @default.
• W4387007186 creator A5016622592 @default.
• W4387007186 creator A5017541508 @default.
• W4387007186 creator A5032436944 @default.
• W4387007186 creator A5075278320 @default.
• W4387007186 creator A5085341782 @default.
• W4387007186 creator A5090620536 @default.
• W4387007186 date "2023-09-25" @default.
• W4387007186 modified "2023-09-26" @default.
• W4387007186 title "VIRD: An ensemble transfer learning to improve automatic stratification of types of lumbar intervertebral disc degeneration" @default.
• W4387007186 cites W1901616594 @default.
• W4387007186 cites W1912982817 @default.
• W4387007186 cites W2028184052 @default.
• W4387007186 cites W2096451472 @default.
• W4387007186 cites W2098323408 @default.
• W4387007186 cites W2102013737 @default.
• W4387007186 cites W2117812871 @default.
• W4387007186 cites W2124957100 @default.
• W4387007186 cites W2133533561 @default.
• W4387007186 cites W2194775991 @default.
• W4387007186 cites W2513506629 @default.
• W4387007186 cites W2618530766 @default.
• W4387007186 cites W2739253377 @default.
• W4387007186 cites W2802344721 @default.
• W4387007186 cites W2897673895 @default.
• W4387007186 cites W2944140779 @default.
• W4387007186 cites W2952405152 @default.
• W4387007186 cites W2968446587 @default.
• W4387007186 cites W2991613957 @default.
• W4387007186 cites W3005477201 @default.
• W4387007186 cites W3017309755 @default.
• W4387007186 cites W3043299403 @default.
• W4387007186 cites W3082559593 @default.
• W4387007186 cites W3092106208 @default.
• W4387007186 cites W3106578946 @default.
• W4387007186 cites W3130244078 @default.
• W4387007186 cites W3139252922 @default.
• W4387007186 cites W3176634166 @default.
• W4387007186 cites W3198074471 @default.
• W4387007186 cites W3206047397 @default.
• W4387007186 cites W3206418920 @default.
• W4387007186 cites W4200052220 @default.
• W4387007186 cites W4221151559 @default.
• W4387007186 cites W4224249457 @default.
• W4387007186 cites W4282975957 @default.
• W4387007186 cites W4283367364 @default.
• W4387007186 cites W4300963162 @default.
• W4387007186 cites W4303649629 @default.
• W4387007186 cites W4304890370 @default.
• W4387007186 cites W4306181508 @default.
• W4387007186 cites W4309186195 @default.
• W4387007186 cites W4311989209 @default.
• W4387007186 cites W4317623107 @default.
• W4387007186 cites W4362661149 @default.
• W4387007186 cites W4366124182 @default.
• W4387007186 cites W4366609090 @default.
• W4387007186 cites W4376127404 @default.
• W4387007186 cites W4376865922 @default.
• W4387007186 cites W4377694832 @default.
• W4387007186 cites W4380742369 @default.
• W4387007186 cites W4380930367 @default.
• W4387007186 cites W4381848025 @default.
• W4387007186 doi "https://doi.org/10.21203/rs.3.rs-3362669/v1" @default.
• W4387007186 hasPublicationYear "2023" @default.
• W4387007186 type Work @default.
• W4387007186 citedByCount "0" @default.
• W4387007186 crossrefType "posted-content" @default.
• W4387007186 hasAuthorship W4387007186A5002063396 @default.
• W4387007186 hasAuthorship W4387007186A5011783529 @default.
• W4387007186 hasAuthorship W4387007186A5016622592 @default.
• W4387007186 hasAuthorship W4387007186A5017541508 @default.
• W4387007186 hasAuthorship W4387007186A5032436944 @default.
• W4387007186 hasAuthorship W4387007186A5075278320 @default.
• W4387007186 hasAuthorship W4387007186A5085341782 @default.
• W4387007186 hasAuthorship W4387007186A5090620536 @default.
• W4387007186 hasBestOaLocation W43870071861 @default.
• W4387007186 hasConcept C126838900 @default.
• W4387007186 hasConcept C142724271 @default.
• W4387007186 hasConcept C143409427 @default.
• W4387007186 hasConcept C204787440 @default.
• W4387007186 hasConcept C2777755357 @default.
• W4387007186 hasConcept C2779354088 @default.
• W4387007186 hasConcept C2780907711 @default.
• W4387007186 hasConcept C2992636618 @default.
• W4387007186 hasConcept C44575665 @default.
• W4387007186 hasConcept C71924100 @default.
• W4387007186 hasConceptScore W4387007186C126838900 @default.
• W4387007186 hasConceptScore W4387007186C142724271 @default.
• W4387007186 hasConceptScore W4387007186C143409427 @default.
• W4387007186 hasConceptScore W4387007186C204787440 @default.
• W4387007186 hasConceptScore W4387007186C2777755357 @default.
• W4387007186 hasConceptScore W4387007186C2779354088 @default.
• W4387007186 hasConceptScore W4387007186C2780907711 @default.
• W4387007186 hasConceptScore W4387007186C2992636618 @default.
• W4387007186 hasConceptScore W4387007186C44575665 @default.
• W4387007186 hasConceptScore W4387007186C71924100 @default.
• W4387007186 hasLocation W43870071861 @default.

• next