Matches in SemOpenAlex for { <https://semopenalex.org/work/W4313220685> ?p ?o ?g. }
Showing items 1 to 77 of
77
with 100 items per page.
- W4313220685 endingPage "137" @default.
- W4313220685 startingPage "137" @default.
- W4313220685 abstract "Introduction: Critical care utilizes complex data platforms to inform time-sensitive decisions for appropriate patient management. Unsurprisingly, increasing number of Artificial Intelligence (AI) models are developed and published in critical care medicine. However, despite the ongoing increase in interest in using AI, the general translation of academic research into deployable AI solutions has been challenging and limited. In this work, we provide a quantitative and qualitative assessment of AI based critical care research publications over time using state-of-the-art NLP(Natural Language Processing) models. Methods: We performed a PubMed search using the terms, “machine learning” or “artificial intelligence”, “healthcare”, restricted to English language and human subject research for the years 2019, 2020 and 2021. We excluded publications due to errors in the PubMed search, limited gene studies and short commentaries. From the final set of selected articles, we manually selected publications pertaining to critical care. We then used a Bidirectional Encoder Representation from Transformer (BERT)-based maturity classification model, that was pre-trained and validated on manually labeled data for ‘Mature’ and ‘Not Mature’ publications, to assess the level of maturity of each selected critical care publication. The level of maturity was determined by the answer to the question, “Does the output of the proposed model have a direct, actionable impact on patient care by providing information to healthcare providers or automated systems?” Results: Our initial PubMed search for the number of AI based publications in healthcare yielded, 1720, 3222, and 2182 articles for the years 2019, 2020, and 2021, respectively. Out of these 32, 41, and 24 publications were critical care related in their respective years. Using the BERT the maturity model, overall 99, 250, and 36 of articles were classed as mature; however, only 0, 2 and 1 of critical care articles published in 2019, 2020, and 2021 respectively, were labeled as mature. Conclusions: With the growing number of publications of AI models in critical care, there is an opportunity to research and publish models with higher levels of maturity and likelihood of clinical deployment, through enhanced collaboration between computer scientists and clinicians." @default.
- W4313220685 created "2023-01-06" @default.
- W4313220685 creator A5010019712 @default.
- W4313220685 creator A5020233467 @default.
- W4313220685 creator A5031770278 @default.
- W4313220685 creator A5045360539 @default.
- W4313220685 creator A5047322462 @default.
- W4313220685 creator A5047911401 @default.
- W4313220685 creator A5050110511 @default.
- W4313220685 creator A5065801628 @default.
- W4313220685 date "2022-12-15" @default.
- W4313220685 modified "2023-10-18" @default.
- W4313220685 title "302: QUANTITATIVE AND QUALITATIVE EVALUATION OF ARTIFICIAL INTELLIGENCE-BASED CRITICAL CARE PUBLICATIONS" @default.
- W4313220685 doi "https://doi.org/10.1097/01.ccm.0000906944.39353.79" @default.
- W4313220685 hasPublicationYear "2022" @default.
- W4313220685 type Work @default.
- W4313220685 citedByCount "1" @default.
- W4313220685 countsByYear W43132206852023 @default.
- W4313220685 crossrefType "journal-article" @default.
- W4313220685 hasAuthorship W4313220685A5010019712 @default.
- W4313220685 hasAuthorship W4313220685A5020233467 @default.
- W4313220685 hasAuthorship W4313220685A5031770278 @default.
- W4313220685 hasAuthorship W4313220685A5045360539 @default.
- W4313220685 hasAuthorship W4313220685A5047322462 @default.
- W4313220685 hasAuthorship W4313220685A5047911401 @default.
- W4313220685 hasAuthorship W4313220685A5050110511 @default.
- W4313220685 hasAuthorship W4313220685A5065801628 @default.
- W4313220685 hasBestOaLocation W43132206851 @default.
- W4313220685 hasConcept C101433766 @default.
- W4313220685 hasConcept C119857082 @default.
- W4313220685 hasConcept C138496976 @default.
- W4313220685 hasConcept C154945302 @default.
- W4313220685 hasConcept C15744967 @default.
- W4313220685 hasConcept C160735492 @default.
- W4313220685 hasConcept C162324750 @default.
- W4313220685 hasConcept C177264268 @default.
- W4313220685 hasConcept C199360897 @default.
- W4313220685 hasConcept C204321447 @default.
- W4313220685 hasConcept C2522767166 @default.
- W4313220685 hasConcept C41008148 @default.
- W4313220685 hasConcept C50522688 @default.
- W4313220685 hasConcept C71924100 @default.
- W4313220685 hasConceptScore W4313220685C101433766 @default.
- W4313220685 hasConceptScore W4313220685C119857082 @default.
- W4313220685 hasConceptScore W4313220685C138496976 @default.
- W4313220685 hasConceptScore W4313220685C154945302 @default.
- W4313220685 hasConceptScore W4313220685C15744967 @default.
- W4313220685 hasConceptScore W4313220685C160735492 @default.
- W4313220685 hasConceptScore W4313220685C162324750 @default.
- W4313220685 hasConceptScore W4313220685C177264268 @default.
- W4313220685 hasConceptScore W4313220685C199360897 @default.
- W4313220685 hasConceptScore W4313220685C204321447 @default.
- W4313220685 hasConceptScore W4313220685C2522767166 @default.
- W4313220685 hasConceptScore W4313220685C41008148 @default.
- W4313220685 hasConceptScore W4313220685C50522688 @default.
- W4313220685 hasConceptScore W4313220685C71924100 @default.
- W4313220685 hasIssue "1" @default.
- W4313220685 hasLocation W43132206851 @default.
- W4313220685 hasLocation W43132206852 @default.
- W4313220685 hasOpenAccess W4313220685 @default.
- W4313220685 hasPrimaryLocation W43132206851 @default.
- W4313220685 hasRelatedWork W2611614995 @default.
- W4313220685 hasRelatedWork W2748952813 @default.
- W4313220685 hasRelatedWork W2899084033 @default.
- W4313220685 hasRelatedWork W2961085424 @default.
- W4313220685 hasRelatedWork W3107474891 @default.
- W4313220685 hasRelatedWork W4285260836 @default.
- W4313220685 hasRelatedWork W4286629047 @default.
- W4313220685 hasRelatedWork W4306321456 @default.
- W4313220685 hasRelatedWork W4306674287 @default.
- W4313220685 hasRelatedWork W4224009465 @default.
- W4313220685 hasVolume "51" @default.
- W4313220685 isParatext "false" @default.
- W4313220685 isRetracted "false" @default.
- W4313220685 workType "article" @default.