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Transformers for Clinical Coding in Spanish
2021
IEEE Access
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the clinical coding problem in Spanish using transformers. ...
Compared with the general-domain transformers, the clinical version of the models improved the performance for clinical coding in Spanish. ...
doi:10.1109/access.2021.3080085
fatcat:y3qh3udqjrfxdfa7xdi2olmzjm
CLIN-X: pre-trained language models and a study on cross-task transfer for concept extraction in the clinical domain
[article]
2021
arXiv
pre-print
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We introduce the pre-trained CLIN-X (Clinical XLM-R) language models and show how CLIN-X outperforms other pre-trained transformer models by a large margin for ten clinical concept extraction tasks from ...
Despite showing great improvements in benchmark datasets for various tasks, these models often perform sub-optimal in non-standard domains like the clinical domain where a large gap between pre-training ...
Besides English, the clinical domain is well addressed for Spanish, and there exists an active community of researchers for natural language processing of Spanish clinical texts. ...
arXiv:2112.08754v2
fatcat:h35tbxngwjbozi2go4csvonmpa
Obtaining EHR-derived datasets for COVID-19 research within a short time: a flexible methodology based on Detailed Clinical Models
2021
Journal of Biomedical Informatics
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These specifications share clinical concepts, but differ in format and recording criteria, something that creates data entry redundancy in multiple electronic data capture systems (EDCs) with the consequent ...
However, it is usual for each data analysis initiative to define its own information model in line with its requirements. ...
We would also like to thank María Elena Hernando (Bioengineering and Telemedicine Centre GBT-UPM) for the support in the revision of the manuscript. ...
doi:10.1016/j.jbi.2021.103697
pmid:33548541
pmcid:PMC7857038
fatcat:lvca76avmjcnzbddveuhofn2ky
A Review of Recent Work in Transfer Learning and Domain Adaptation for Natural Language Processing of Electronic Health Records
2021
IMIA Yearbook of Medical Informatics
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Results: The ubiquity of pre-trained transformers in clinical NLP research has contributed to an increase in domain adaptation and generalization-focused work that uses these models as the key component ...
trends in this area and identify opportunities for future research. ...
One effort created a multilingual corpus (German and Spanish) of clinical text by scraping biomedical publications in those languages for clinical case reports [55] . ...
doi:10.1055/s-0041-1726522
pmid:34479396
fatcat:gvx2ohjdl5dell3mtubgtug6wq
Clinical and sociodemographic predictors of oral pain and eating problems among adult and senior Spaniards in the national survey performed in 2010
2015
Medicina Oral
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The aim of this study is to analyze and quantify the sociodemographic, behavioural and clinical factors modulating the oral pain and eating difficulties reported by Spanish adults and elderly Spanish people ...
Eating problems and oral pain were mainly associated with prosthetic and caries treatment needs as clinical predictors, but female sex was also seen to be a relevant and significant risk factor for suffering ...
Acknowledgements The authors are grateful to the Spanish Dental Association (Consejo General de Colegios de Dentistas de España) for providing access to the database used. ...
pmid:25858078
pmcid:PMC4523250
fatcat:qip56rk35bco3lgovgq224z7ui
Diabetes Care Quality Is Highly Correlated With Patient Panel Characteristics
2013
Journal of the American Board of Family Medicine
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Quality scores that do not account for these differences could create disincentives to clinics providing diabetes care for vulnerable patients. (J Am Board Fam Med 2013;26:669 -679.) ...
Using regression models, we estimated the proportion of variability in clinics' preventive services rates associated with the variability in the clinics' patient panel characteristics. ...
For example, the percentage of clinic patients whose primary language was Spanish ranged from 0% to 87.4% in both the full panels (median, 28.3%) and restricted patient panels (median, 27.6%). ...
doi:10.3122/jabfm.2013.06.130018
pmid:24204063
pmcid:PMC3922763
fatcat:eijaac4puvajzitgksxr7zsidi
Applying diagnosis and pharmacy-based risk models to predict pharmacy use in Aragon, Spain: The impact of a local calibration
2010
BMC Health Services Research
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Developed primarily for the U.S. health care setting, a secondary objective was to evaluate the benefit of a local calibration in order to adapt the PMs to the Spanish health care system. ...
In the financing of a national health system, where pharmaceutical spending is one of the main cost containment targets, predicting pharmacy costs for individuals and populations is essential for budget ...
Diagnoses were originally coded according to the International Classification of Primary Care (ICPC-2) [17] ; the codes were subsequently transformed to correspond with the International Classification ...
doi:10.1186/1472-6963-10-22
pmid:20092654
pmcid:PMC2828433
fatcat:zieick6jjze7phkk3ttw4n7q34
The ANIBES Study on Energy Balance in Spain: Design, Protocol and Methodology
2015
Nutrients
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in tandem (for example, each food or drink recorded in the tablet corresponded to a food/serving code). ...
Javier Aranceta, MD, PhD Chairman of the Scientific Committee of the Spanish Society of Community Nutrition (SENC), Clinic Director of the Spanish Foundation for Nutritional Research (FIN), and Associate ...
doi:10.3390/nu7020970
pmid:25658237
pmcid:PMC4344570
fatcat:cwuarkkx2bevxnuorhywglq6jq
Clinical and sociodemographic predictors of oral pain and eating problems among adult and senior Spaniards in the national survey performed in 2010
2015
Medicina Oral
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for suffering pain and eating restrictions. ...
The aim of this study is to analyze and quantify the sociodemographic, behavioural and clinical factors modulating the oral pain and eating difficulties reported by Spanish adults and elderly Spanish people ...
Acknowledgements The authors are grateful to the Spanish Dental Association (Consejo General de Colegios de Dentistas de España) for providing access to the database used. ...
doi:10.4317/medoral.20400
fatcat:cpjd5ymcjnhcxnhhhc6uaftokq
Properties and units in the clinical laboratory sciences: Part IV. Properties and their code values (Technical Report)
1997
Pure and Applied Chemistry
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"Compendium of terminology and nomenclature of properties in clinical laboratory sciences" [5] . often is not readily transformed to coded sets from other coding schemes. presented a system of concepts ...
. = 5,6 mmol/l Swedish Spanish
Internet access The information on properties is given in three forms on the Home page: 1. Code value strings preceded by an NPU code value as in Sample page 1. ...
doi:10.1351/pac199769122583
fatcat:7absqojwg5fmzl2ozxzoquiuou
Page 531 of British Journal of Clinical Pharmacology Vol. 37, Issue 6
[page]
1994
British Journal of Clinical Pharmacology
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The Internet Archive has digitized a microfilm copy of this work. It may be possible to borrow a copy for reading.
Drug sales for the years 1990-1992 were summarized, coded, classified and transformed into the number of defined daily doses (DDD) per 1000 inhabitants per day (DDD/1000/day). ...
In the ‘extensive metabolizer’ phenotype CYP2D6 can be saturated, and thus is a potential site for a number of clinically important pharmacokinetic interactions [2]. ...
Psychometric properties of stress and anxiety measures among nulliparous women
2016
Journal of Psychosomatic Obstetrics and Gynaecology
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Reliable and valid measures are needed for use in clinical settings to identify pregnant women experiencing high levels of stress and anxiety. ...
and transformations in personal and social identities and in the meanings, values, and priorities they attached to work" (p. 41). ...
doi:10.1080/0167482x.2016.1252910
pmid:27830971
pmcid:PMC5555297
fatcat:d5mklnb5ljcz3czivx32zvhwji
ICD-10 Coding of Spanish Electronic Discharge Summaries: An Extreme Classification Problem
2020
IEEE Access
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Objective: Medical coding is used to identify and standardize clinical concepts in the records collected from healthcare services. ...
These distribution attributes, along with high lexical variability, severely restrict performance when coded clinical records are used to infer code sets in uncoded records. ...
Spanish clinical word embeddings have been generated using the fastText approach proposed by Bojanowski et al. [37] . ...
doi:10.1109/access.2020.2997241
fatcat:qz4n4pgy6nc4lkxpmkaiymsjku
Transforming Nursing Documentation
2019
Studies in Health Technology and Informatics
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Beginning with SOAP and terminology required for billing, students create a clinical note adding elements of the Nursing Minimum Data Set, using Clinical Care Classification terms. ...
Graduate nursing education is positioned to transform nursing documentation so that it more fully describes nursing assessments, diagnoses, interventions, and outcomes to measure improvements in care. ...
Procedural Terminology (CPT) coded medical interventions [12] , and E & M codes [7] ), DNP students in the Rutgers IT course are asked to create a clinical note that adds elements of the Nursing Minimum ...
doi:10.3233/shti190298
pmid:31437999
fatcat:ciupj5gzcfbndiaub47sn7q2d4
Biomedical and Clinical Language Models for Spanish: On the Benefits of Domain-Specific Pretraining in a Mid-Resource Scenario
[article]
2021
arXiv
pre-print
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To the best of our knowledge, we provide the first biomedical and clinical transformer-based pretrained language models for Spanish, intending to boost native Spanish NLP applications in biomedicine. ...
suitable for real-world clinical data. ...
Acknowledgements This work was partially funded by the Spanish State Secretariat for Digitalization and Artificial Intelligence (SEDIA) within the framework of the Plan-TL and by Fundació La Marató de ...
arXiv:2109.03570v2
fatcat:kxnedqd43ng7hnedtjfdmrgpmm
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