Comput Math Methods Med - Ontology-oriented diagnostic system for traditional Chinese medicine based on relation refinement.

Tópicos

{ case(1353) use(1143) diagnosi(1136) }
{ system(1976) rule(880) can(841) }
{ concept(1167) ontolog(924) domain(897) }
{ model(3404) distribut(989) bayesian(671) }
{ studi(1410) differ(1259) use(1210) }
{ research(1085) discuss(1038) issu(1018) }
{ treatment(1704) effect(941) patient(846) }
{ clinic(1479) use(1117) guidelin(835) }
{ system(1050) medic(1026) inform(1018) }
{ health(1844) social(1437) communiti(874) }
{ data(2317) use(1299) case(1017) }
{ gene(2352) biolog(1181) express(1162) }
{ algorithm(1844) comput(1787) effici(935) }
{ method(1557) propos(1049) approach(1037) }
{ featur(1941) imag(1645) propos(1176) }
{ perform(999) metric(946) measur(919) }
{ visual(1396) interact(850) tool(830) }
{ drug(1928) target(777) effect(648) }
{ imag(1947) propos(1133) code(1026) }
{ featur(3375) classif(2383) classifi(1994) }
{ patient(2315) diseas(1263) diabet(1191) }
{ error(1145) method(1030) estim(1020) }
{ data(1714) softwar(1251) tool(1186) }
{ general(901) number(790) one(736) }
{ data(3963) clinic(1234) research(1004) }
{ perform(1367) use(1326) method(1137) }
{ studi(1119) effect(1106) posit(819) }
{ health(3367) inform(1360) care(1135) }
{ model(3480) simul(1196) paramet(876) }
{ research(1218) medic(880) student(794) }
{ model(2656) set(1616) predict(1553) }
{ sampl(1606) size(1419) use(1276) }
{ data(3008) multipl(1320) sourc(1022) }
{ patient(1821) servic(1111) care(1106) }
{ structur(1116) can(940) graph(676) }
{ high(1669) rate(1365) level(1280) }
{ survey(1388) particip(1329) question(1065) }
{ decis(3086) make(1611) patient(1517) }
{ process(1125) use(805) approach(778) }
{ method(1969) cluster(1462) data(1082) }
{ detect(2391) sensit(1101) algorithm(908) }
{ can(774) often(719) complex(702) }
{ data(1737) use(1416) pattern(1282) }
{ inform(2794) health(2639) internet(1427) }
{ measur(2081) correl(1212) valu(896) }
{ imag(1057) registr(996) error(939) }
{ bind(1733) structur(1185) ligand(1036) }
{ sequenc(1873) structur(1644) protein(1328) }
{ method(1219) similar(1157) match(930) }
{ imag(2830) propos(1344) filter(1198) }
{ network(2748) neural(1063) input(814) }
{ imag(2675) segment(2577) method(1081) }
{ take(945) account(800) differ(722) }
{ studi(2440) review(1878) systemat(933) }
{ motion(1329) object(1292) video(1091) }
{ assess(1506) score(1403) qualiti(1306) }
{ surgeri(1148) surgic(1085) robot(1054) }
{ framework(1458) process(801) describ(734) }
{ problem(2511) optim(1539) algorithm(950) }
{ chang(1828) time(1643) increas(1301) }
{ learn(2355) train(1041) set(1003) }
{ extract(1171) text(1153) clinic(932) }
{ design(1359) user(1324) use(1319) }
{ control(1307) perform(991) simul(935) }
{ model(2220) cell(1177) simul(1124) }
{ care(1570) inform(1187) nurs(1089) }
{ method(984) reconstruct(947) comput(926) }
{ search(2224) databas(1162) retriev(909) }
{ howev(809) still(633) remain(590) }
{ risk(3053) factor(974) diseas(938) }
{ import(1318) role(1303) understand(862) }
{ model(2341) predict(2261) use(1141) }
{ compound(1573) activ(1297) structur(1058) }
{ blood(1257) pressur(1144) flow(957) }
{ spatial(1525) area(1432) region(1030) }
{ record(1888) medic(1808) patient(1693) }
{ monitor(1329) mobil(1314) devic(1160) }
{ ehr(2073) health(1662) electron(1139) }
{ state(1844) use(1261) util(961) }
{ patient(2837) hospit(1953) medic(668) }
{ age(1611) year(1155) adult(843) }
{ medic(1828) order(1363) alert(1069) }
{ signal(2180) analysi(812) frequenc(800) }
{ cost(1906) reduc(1198) effect(832) }
{ group(2977) signific(1463) compar(1072) }
{ first(2504) two(1366) second(1323) }
{ intervent(3218) particip(2042) group(1664) }
{ activ(1138) subject(705) human(624) }
{ time(1939) patient(1703) rate(768) }
{ use(2086) technolog(871) perceiv(783) }
{ can(981) present(881) function(850) }
{ analysi(2126) use(1163) compon(1037) }
{ cancer(2502) breast(956) screen(824) }
{ use(976) code(926) identifi(902) }
{ use(1733) differ(960) four(931) }
{ result(1111) use(1088) new(759) }
{ implement(1333) system(1263) develop(1122) }
{ estim(2440) model(1874) function(577) }
{ activ(1452) weight(1219) physic(1104) }
{ method(2212) result(1239) propos(1039) }

Resumo

Although Chinese medicine treatments have become popular recently, the complicated Chinese medical knowledge has made it difficult to be applied in computer-aided diagnostics. The ability to model and use the knowledge becomes an important issue. In this paper, we define the diagnosis in Traditional Chinese Medicine (TCM) as discovering the fuzzy relations between symptoms and syndromes. An Ontology-oriented Diagnosis System (ODS) is created to address the knowledge-based diagnosis based on a well-defined ontology of syndromes. The ontology transforms the implicit relationships among syndromes into a machine-interpretable model. The clinical data used for feature selection is collected from a national TCM research institute in China, which serves as a training source for syndrome differentiation. The ODS analyzes the clinical cases to obtain a statistical mapping relation between each syndrome and associated symptom set, before rechecking the completeness of related symptoms via ontology refinement. Our diagnostic system provides an online web interface to interact with users, so that users can perform self-diagnosis. We tested 12 common clinical cases on the diagnosis system, and it turned out that, given the agree metric, the system achieved better diagnostic accuracy compared to nonontology method-92% of the results fit perfectly with the experts' expectations.

Resumo Limpo

although chines medicin treatment becom popular recent complic chines medic knowledg made difficult appli computeraid diagnost abil model use knowledg becom import issu paper defin diagnosi tradit chines medicin tcm discov fuzzi relat symptom syndrom ontologyori diagnosi system od creat address knowledgebas diagnosi base welldefin ontolog syndrom ontolog transform implicit relationship among syndrom machineinterpret model clinic data use featur select collect nation tcm research institut china serv train sourc syndrom differenti od analyz clinic case obtain statist map relat syndrom associ symptom set recheck complet relat symptom via ontolog refin diagnost system provid onlin web interfac interact user user can perform selfdiagnosi test common clinic case diagnosi system turn given agre metric system achiev better diagnost accuraci compar nonontolog method result fit perfect expert expect

Resumos Similares

Comput Math Methods Med - Differentiating small (=1cm) focal liver lesions as metastases or cysts by means of computed tomography: a case-study to illustrate a fuzzy logic-based method to assess the impact of diagnostic confidence on radiological diagnosis. ( 0,746345292395936 )
Comput. Biol. Med. - A Bayesian network decision model for supporting the diagnosis of dementia, Alzheimers disease and mild cognitive impairment. ( 0,711587643330166 )
Int J Med Inform - Fuzzy cognitive map in differential diagnosis of alterations in urinary elimination: a nursing approach. ( 0,709306138291112 )
Comput Math Methods Med - Deep learning based syndrome diagnosis of chronic gastritis. ( 0,709153676844202 )
J Telemed Telecare - The accuracy of mobile teleradiology in the evaluation of chest X-rays. ( 0,688652320762685 )
Comput Methods Programs Biomed - Application of clustering analyses to the diagnosis of Huntington disease in mice and other diseases with well-defined group boundaries. ( 0,682584067937012 )
J Telemed Telecare - Dynamic telecytopathology for on-site preliminary diagnosis of endoscopic ultrasound-guided fine needle aspiration of pancreatic masses. ( 0,681205277328377 )
Artif Intell Med - Biomedical visual data analysis to build an intelligent diagnostic decision support system in medical genetics. ( 0,67614881163258 )
J Am Med Inform Assoc - Semantic analysis of SNOMED CT for a post-coordinated database of histopathology findings. ( 0,675777511516949 )
Comput. Biol. Med. - Integration testing through reusing representative unit test cases for high-confidence medical software. ( 0,672371071893603 )
J Telemed Telecare - Telecytology in East Africa: a feasibility study of forty cases using a static imaging system. ( 0,670144272292746 )
BMC Med Inform Decis Mak - Supporting meningitis diagnosis amongst infants and children through the use of fuzzy cognitive mapping. ( 0,666894760613431 )
Telemed J E Health - Diagnostic accuracy and image quality using a USB digital eyepiece camera for telecytology-Georgian experience. ( 0,663644581840151 )
J Clin Monit Comput - Anaesthesia monitoring using fuzzy logic. ( 0,661338965661739 )
J Med Syst - A clinical decision support system with an integrated EMR for diagnosis of peripheral neuropathy. ( 0,66055551813227 )
Int J Med Inform - Application of a model based on fuzzy logic for evaluating nursing diagnostic accuracy of students. ( 0,654605923889624 )
AMIA Annu Symp Proc - Diagnostic performance of a telemedicine system for ophthalmology: advantages in accuracy and speed compared to standard care. ( 0,653161239944223 )
Telemed J E Health - Assessment of static telecytological diagnoses' reproducibility in cervical smears prepared by means of liquid-based cytology. ( 0,65308889919253 )
J Telemed Telecare - A preliminary study of the contribution of telemicroscopy to the diagnosis and management of skin tumours in teledermatology. ( 0,645806798770168 )
Comput. Biol. Med. - Fuzzy-based framework for diagnosis of acid-base disorders. ( 0,644413631675251 )
Telemed J E Health - Teledentistry: distant diagnosis of oral disease using e-mails. ( 0,642911200704069 )
Comput. Biol. Med. - Computational diagnosis and risk evaluation for canine lymphoma. ( 0,640162329415529 )
J Med Syst - Knowledge acquisition for medical diagnosis using collective intelligence. ( 0,638363385321965 )
J Med Syst - A novel mathematical approach to diagnose premenstrual syndrome. ( 0,635392615371708 )
Artif Intell Med - A decision support system for cost-effective diagnosis. ( 0,633528960352238 )
J Telemed Telecare - Agreement on diagnoses of mental health problems between an online clinical assignment and a routine clinical assignment. ( 0,632194445533771 )
Comput. Biol. Med. - An approach for solving multi-level diagnosis in high sensitivity medical diagnosis systems through the application of semantic technologies. ( 0,626871424260294 )
J Telemed Telecare - Telecytology for rapid assessment of cytological specimens. ( 0,623041254135381 )
J Telemed Telecare - Validity and reliability of the assessment and diagnosis of musculoskeletal elbow disorders using telerehabilitation. ( 0,621352984831168 )
J Telemed Telecare - Telemedicine for corneal disease in rural Nepal. ( 0,621195201917267 )
Artif Intell Med - Modern parameterization and explanation techniques in diagnostic decision support system: a case study in diagnostics of coronary artery disease. ( 0,620995214226488 )
J Telemed Telecare - A prospective study of mobile phones for dermatology in a clinical setting. ( 0,618856896215307 )
Comput Methods Programs Biomed - A model for diagnosis of pulmonary infections in solid-organ transplant recipients. ( 0,615958642661106 )
Comput Math Methods Med - Development of an expert system as a diagnostic support of cervical cancer in atypical glandular cells, based on fuzzy logics and image interpretation. ( 0,61491365188184 )
Res Synth Methods - Outlier and influence diagnostics for meta-analysis. ( 0,614407750655185 )
Int J Comput Assist Radiol Surg - Evaluation of novice reader diagnostic performance in coronary CT angiography using an advanced cardiac software package. ( 0,613474429621064 )
J Am Med Inform Assoc - Evaluating the state of the art in disorder recognition and normalization of the clinical narrative. ( 0,6120019584094 )
Int J Med Inform - Variations in faculty assessment of NICU flowsheet data: implications for electronic data display. ( 0,611560000760865 )
Int J Comput Assist Radiol Surg - Structured reporting using a shared indexed multilingual radiology lexicon. ( 0,61082174818011 )
Artif Intell Med - Fuzzy logic-based diagnostic algorithm for implantable cardioverter defibrillators. ( 0,609953348930784 )
AMIA Annu Symp Proc - Development and Evaluation of Reference Standards for Image-based Telemedicine Diagnosis and Clinical Research Studies in Ophthalmology. ( 0,608920698692797 )
BMC Med Inform Decis Mak - Development and validation of an algorithm to recalibrate mental models and reduce diagnostic errors associated with catheter-associated bacteriuria. ( 0,601504351622414 )
Int J Comput Assist Radiol Surg - A new system for 3D ultrasound-guided placement of cerebral ventricle catheters. ( 0,59652025799477 )
J Med Syst - Developing a semantic web model for medical differential diagnosis recommendation. ( 0,594700718806919 )
Telemed J E Health - Help is in your pocket: the potential accuracy of smartphone- and laptop-based remotely guided resuscitative telesonography. ( 0,593916752053176 )
J Telemed Telecare - Feasibility and diagnostic accuracy of Internet-based dynamic telepathology between Uganda and Germany. ( 0,591549723964539 )
J Med Syst - Decision support algorithm for diagnosis of ADHD using electroencephalograms. ( 0,59132468800374 )
Int J Med Inform - Artificial intelligence techniques applied to the development of a decision-support system for diagnosing celiac disease. ( 0,586654134273641 )
J Med Syst - An ontological case base engineering methodology for diabetes management. ( 0,58625084033329 )
J Med Syst - Prediction of similarities among rheumatic diseases. ( 0,586164598179789 )
J Biomed Inform - Inferences of clinical diagnostic reasoning and diagnostic error. ( 0,585743916973969 )
J Med Syst - Chinese Acupuncture Expert System (CAES)-a useful tool to practice and learn medical acupuncture. ( 0,584343177388799 )
Comput Methods Programs Biomed - A web-based system for clinical decision support and knowledge maintenance for deterioration monitoring of hemato-oncological patients. ( 0,583680103070768 )
Comput Math Methods Med - Analysis of a multilevel diagnosis decision support system and its implications: a case study. ( 0,583389650237943 )
Artif Intell Med - Elicitation of neurological knowledge with argument-based machine learning. ( 0,579680340461072 )
Telemed J E Health - Asynchronous video-otoscopy with a telehealth facilitator. ( 0,577473226315137 )
AMIA Annu Symp Proc - Text Classification towards Detecting Misdiagnosis of an Epilepsy Syndrome in a Pediatric Population. ( 0,577446904054843 )
Comput. Biol. Med. - Computer-aided diagnosis of breast cancer based on fine needle biopsy microscopic images. ( 0,575099808540444 )
J Med Syst - The quantification of the QT-RR interaction in ECG signal using the detrended fluctuationanalysis and ARARX modelling. ( 0,572846049858064 )
Med Decis Making - Bivariate random-effects meta-analysis of sensitivity and specificity with the Bayesian SAS PROC MCMC: methodology and empirical evaluation in 50 meta-analyses. ( 0,572317262830482 )
Comput Methods Programs Biomed - The methodology of Dynamic Uncertain Causality Graph for intelligent diagnosis of vertigo. ( 0,569798491239628 )
J Med Syst - An approach to model Right Iliac Fossa pain using pain-only-parameters for screening acute appendicitis. ( 0,56799353367237 )
Comput. Biol. Med. - Automatic differential diagnosis of pancreatic serous and mucinous cystadenomas based on morphological features. ( 0,567962296869029 )
J Biomed Inform - Formalization of treatment guidelines using Fuzzy Cognitive Maps and semantic web tools. ( 0,567787919819914 )
Int J Comput Assist Radiol Surg - CTPA as the gold standard for the diagnosis of pulmonary embolism. ( 0,562681257670661 )
Comput. Biol. Med. - Using partial decision trees to predict Parkinson's symptoms: a new approach for diagnosis and therapy in patients suffering from Parkinson's disease. ( 0,561679747934563 )
Med Decis Making - Bayesian processing of context-dependent text: reasons for appointments can improve detection of influenza. ( 0,555623306702068 )
J Med Syst - A neuro-fuzzy identification of ECG beats. ( 0,555102135283476 )
AMIA Annu Symp Proc - CNTRO: A Semantic Web Ontology for Temporal Relation Inferencing in Clinical Narratives. ( 0,554460339329266 )
Med Biol Eng Comput - Shoulder impingement revisited: evolution of diagnostic understanding in orthopedic surgery and physical therapy. ( 0,55289475011844 )
Artif Intell Med - A knowledge-based clinical toxicology consultant for diagnosing single exposures. ( 0,549474924816903 )
Artif Intell Med - A knowledge-based clinical toxicology consultant for diagnosing multiple exposures. ( 0,549350071136769 )
Comput Math Methods Med - Automatic evaluation of progression angle and fetal head station through intrapartum echographic monitoring. ( 0,546233482374358 )
Comput Methods Programs Biomed - A hybrid fuzzy-ontology based intelligent system to determine level of severity and treatment recommendation for Benign Prostatic Hyperplasia. ( 0,545912610918886 )
J Med Syst - Application of Bayesian classifier for the diagnosis of dental pain. ( 0,545507216409724 )
Int J Comput Assist Radiol Surg - Comprehensive visualization of multimodal cardiac imaging data for assessment of coronary artery disease: first clinical results of the SMARTVis tool. ( 0,543508570579945 )
Comput. Biol. Med. - Aortic root 3D parametric morphological model from 2D-echo images. ( 0,541396796790809 )
J Biomed Inform - Employing UMLS for generating hints in a tutoring system for medical problem-based learning. ( 0,541192452221899 )
J Telemed Telecare - Video-otoscopy recordings for diagnosis of childhood ear disease using telehealth at primary health care level. ( 0,5406125619898 )
Int J Comput Assist Radiol Surg - Content-based image-retrieval system in chest computed tomography for a solitary pulmonary nodule: method and preliminary experiments. ( 0,538836826149955 )
Comput. Biol. Med. - Uncertainty modeling for ontology-based mammography annotation with intelligent BI-RADS scoring. ( 0,538158960655267 )
Med Decis Making - Continuously rethinking the definition of influenza for surveillance systems: a Dependent Bayesian Expert System. ( 0,537542764610344 )
Health Informatics J - Tuberculosis-Diagnostic Expert System: an architecture for translating patients information from the web for use in tuberculosis diagnosis. ( 0,537131846166841 )
Spat Spatiotemporal Epidemiol - STI phase and the geography of sexual partnerships: prevalence of long-distance sexual contacts among chlamydia, gonorrhea, and coinfected STI cases in Manitoba, Canada. ( 0,535086405515897 )
Int J Comput Assist Radiol Surg - Computer-aided simple triage. ( 0,533809469967454 )
Int J Comput Assist Radiol Surg - Toward a clinical lumbar CAD: herniation diagnosis. ( 0,533303961102848 )
J Telemed Telecare - Development and evaluation of a PDA-based teleradiology terminal in thyroid nodule diagnosis. ( 0,529678069625769 )
Methods Inf Med - Generating reference models for structurally complex data. Application to the stabilometry medical domain. ( 0,529103080292661 )
Comput. Biol. Med. - Randomized pilot study and qualitative evaluation of a clinical decision support system for brain tumour diagnosis based on SV ?H MRS: evaluation as an additional information procedure for novice radiologists. ( 0,528664151203896 )
Methods Inf Med - Long-term impact of physician encoding on detail and number of recorded diagnoses. Support by a speciality specific list of diseases. ( 0,527649931967155 )
J. Med. Internet Res. - Movement-based interaction applied to physical rehabilitation therapies. ( 0,527126749262619 )
Artif Intell Med - Instance-based classifiers applied to medical databases: diagnosis and knowledge extraction. ( 0,525904755964083 )
Artif Intell Med - Sepsis mortality prediction with the Quotient Basis Kernel. ( 0,525036327743426 )
Int J Med Inform - WhatsApp Messenger is useful and reproducible in the assessment of tibial plateau fractures: inter- and intra-observer agreement study. ( 0,520138352727082 )
Comput Math Methods Med - A general latent class model for performance evaluation of diagnostic tests in the absence of a gold standard: an application to Chagas disease. ( 0,519844515388452 )
J Telemed Telecare - Teledermatology consultation using a smartphone multimedia messaging service for common skin diseases in the Korean army: a clinical evaluation of its diagnostic accuracy. ( 0,519707061736901 )
Comput Methods Programs Biomed - A new sensitivity-preferred strategy to build prediction rules for therapy response of cancer patients using gene expression data. ( 0,518872238888808 )
J. Med. Internet Res. - A smartphone client-server teleradiology system for primary diagnosis of acute stroke. ( 0,518646322614152 )
IEEE J Biomed Health Inform - Automated detection of sleep apnea and hypopnea events based on robust airflow envelope tracking in the presence of breathing artifacts. ( 0,518463019089265 )
J Med Syst - Quantitative grading using Grey Relational Analysis on ultrasonographic images of a fatty liver. ( 0,517401510573494 )