Artif Intell Med - Computerized analysis of pigmented skin lesions: a review.


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


JECTIVE: Computerized analysis of pigmented skin lesions (PSLs) is an active area of research that dates back over 25years. One of its main goals is to develop reliable automatic instruments for recognizing skin cancer from images acquired in vivo. This paper presents a review of this research applied to microscopic (dermoscopic) and macroscopic (clinical) images of PSLs. The review aims to: (1) provide an extensive introduction to and clarify ambiguities in the terminology used in the literature and (2) categorize and group together relevant references so as to simplify literature searches on a specific sub-topic.METHODS AND MATERIAL: The existing literature was classified according to the nature of publication (clinical or computer vision articles) and differentiating between individual and multiple PSL image analysis. We also emphasize the importance of the difference in content between dermoscopic and clinical images.RESULTS: Various approaches for implementing PSL computer-aided diagnosis systems and their standard workflow components are reviewed and summary tables provided. An extended categorization of PSL feature descriptors is also proposed, associating them with the specific methods for diagnosing melanoma, separating images of the two modalities and discriminating references according to our classification of the literature.CONCLUSIONS: There is a large discrepancy in the number of articles published on individual and multiple PSL image analysis and a scarcity of reported material on the automation of lesion change detection. At present, computer-aided diagnosis systems based on individual PSL image analysis cannot yet be used to provide the best diagnostic results. Furthermore, the absence of benchmark datasets for standardized algorithm evaluation is a barrier to a more dynamic development of this research area.

Resumo Limpo

jectiv computer analysi pigment skin lesion psls activ area research date back year one main goal develop reliabl automat instrument recogn skin cancer imag acquir vivo paper present review research appli microscop dermoscop macroscop clinic imag psls review aim provid extens introduct clarifi ambigu terminolog use literatur categor group togeth relev refer simplifi literatur search specif subtopicmethod materi exist literatur classifi accord natur public clinic comput vision articl differenti individu multipl psl imag analysi also emphas import differ content dermoscop clinic imagesresult various approach implement psl computeraid diagnosi system standard workflow compon review summari tabl provid extend categor psl featur descriptor also propos associ specif method diagnos melanoma separ imag two modal discrimin refer accord classif literatureconclus larg discrep number articl publish individu multipl psl imag analysi scarciti report materi autom lesion chang detect present computeraid diagnosi system base individu psl imag analysi yet use provid best diagnost result furthermor absenc benchmark dataset standard algorithm evalu barrier dynam develop research area

Resumos Similares

J Integr Bioinform - On the importance of mathematical methods for analysis of MALDI-imaging mass spectrometry data. ( 0,631221548953439 )
Res Synth Methods - Quality assessment of comparative diagnostic accuracy studies: our experience using a modified version of the QUADAS-2 tool. ( 0,568889077443793 )
Brief. Bioinformatics - Ranking prognosis markers in cancer genomic studies. ( 0,559253857879952 )
Comput Math Methods Med - 3D texture analysis in renal cell carcinoma tissue image grading. ( 0,556400424384727 )
J Am Med Inform Assoc - Design-phase prediction of potential cancer clinical trial accrual success using a research data mart. ( 0,551415535849561 )
IEEE Trans Image Process - Performance evaluation methodology for historical document image binarization. ( 0,548477151150554 )
J Biomed Inform - Transcriptional networks characterize ventricular dysfunction after myocardial infarction: a proof-of-concept investigation. ( 0,540231883121154 )
Comput Math Methods Med - Possible patient early diagnosis by ultrasonic noninvasive estimation of thermal gradients into tissues based on spectral changes modeling. ( 0,536894110393264 )
BMC Med Inform Decis Mak - Evaluating predictive modeling algorithms to assess patient eligibility for clinical trials from routine data. ( 0,526800279352665 )
Comput Methods Programs Biomed - Computer-aided diagnosis of breast masses using quantified BI-RADS findings. ( 0,524822971833855 )
J Am Med Inform Assoc - Use of electronic health record data to evaluate overuse of cervical cancer screening. ( 0,524140704179659 )
J Biomed Inform - Using PharmGKB to train text mining approaches for identifying potential gene targets for pharmacogenomic studies. ( 0,523885466139197 )
J Med Syst - Primary care efficiency measurement using data envelopment analysis: a systematic review. ( 0,520569271482877 )
Comput Methods Programs Biomed - Comparison of organs' shapes with geometric and Zernike 3D moments. ( 0,515817424319325 )
Comput Methods Programs Biomed - ThyroScreen system: high resolution ultrasound thyroid image characterization into benign and malignant classes using novel combination of texture and discrete wavelet transform. ( 0,512855014829551 )
Int J Comput Assist Radiol Surg - Needs assessment for next generation computer-aided mammography reference image databases and evaluation studies. ( 0,512226598872632 )
Int J Med Robot - A novel haptic robotic viscogram for characterizing the viscoelastic behaviour of breast tissue in clinical examinations. ( 0,512050890027148 )
Int J Comput Assist Radiol Surg - Principal component vector rotation of the tongue color spectrum to predict Mibyou (disease-oriented state). ( 0,511160415226512 )
Methods Inf Med - Health services research evaluation principles. Broadening a general framework for evaluating health information technology. ( 0,509073449534277 )
J Am Med Inform Assoc - Data use and effectiveness in electronic surveillance of healthcare associated infections in the 21st century: a systematic review. ( 0,505452572256046 )
J. Med. Internet Res. - Digital asthma self-management interventions: a systematic review. ( 0,502556241128207 )
BMC Med Inform Decis Mak - Modeling screening, prevention, and delaying of Alzheimer's disease: an early-stage decision analytic model. ( 0,501989511401376 )
Res Synth Methods - Opportunities and challenges in using studies without a control group in comparative effectiveness reviews. ( 0,50074226208963 )
BMC Med Inform Decis Mak - A model building exercise of mortality risk for Taiwanese women with breast cancer. ( 0,499369506109775 )
Inform Health Soc Care - Medical decision-making inspired from aerospace multisensor data fusion concepts. ( 0,497373703452211 )
Comput Methods Programs Biomed - ScolioMedIS: web-oriented information system for idiopathic scoliosis visualization and monitoring. ( 0,497294674997498 )
Res Synth Methods - Handsearching did not yield additional unique FDG-PET diagnostic test accuracy studies compared with electronic searches: a preliminary investigation. ( 0,493126689198771 )
J Am Med Inform Assoc - Using the time and motion method to study clinical work processes and workflow: methodological inconsistencies and a call for standardized research. ( 0,491705955084662 )
Telemed J E Health - A systematic review of e-health interventions for physical activity: an analysis of study design, intervention characteristics, and outcomes. ( 0,488590765755703 )
BMC Med Inform Decis Mak - ASCOT: a text mining-based web-service for efficient search and assisted creation of clinical trials. ( 0,4875625214935 )
Inform Health Soc Care - Spontaneously published illness stories on a website for young women with breast cancer: do writers and themes reflect the wider population? ( 0,487057627527162 )
Int J Med Inform - Reviewing the impact of computerized provider order entry on clinical outcomes: The quality of systematic reviews. ( 0,486694534131394 )
J Biomed Inform - Recommendations for research design and reporting in computer-assisted diagnosis to facilitate meta-analysis. ( 0,48540903581193 )
Methods Inf Med - Feasibility of feature-based indexing, clustering, and search of clinical trials. A case study of breast cancer trials from ( 0,485028241982531 )
Comput Methods Programs Biomed - Automated estimation of disease recurrence in head and neck cancer using routine healthcare data. ( 0,48438386042495 )
Methods Inf Med - Efficiency evaluation of autonomic heart control by using the principal component analysis of ECG P-wave. ( 0,482877395442916 )
AMIA Annu Symp Proc - Oncoshare: lessons learned from building an integrated multi-institutional database for comparative effectiveness research. ( 0,482763670196697 )
J Biomed Inform - Developing an expert panel process to refine health outcome definitions in observational data. ( 0,481918509814409 )
J. Med. Internet Res. - Maximizing the value of mobile health monitoring by avoiding redundant patient reports: prediction of depression-related symptoms and adherence problems in automated health assessment services. ( 0,481241063535462 )
Comput Methods Programs Biomed - Single stage and multistage classification models for the prediction of liver fibrosis degree in patients with chronic hepatitis C infection. ( 0,480675607176028 )
Comput. Biol. Med. - Intelligent data analysis of instrumented gait data in stroke patients-a systematic review. ( 0,480362417496043 )
BMC Med Inform Decis Mak - ExaCT: automatic extraction of clinical trial characteristics from journal publications. ( 0,479449061243221 )
Artif Intell Med - Leucocyte classification for leukaemia detection using image processing techniques. ( 0,478988719415462 )
AMIA Annu Symp Proc - A method for analyzing commonalities in clinical trial target populations. ( 0,478928769108144 )
Int J Med Inform - Sirius: a web-based system for retinal image analysis. ( 0,478707510676011 )
AMIA Annu Symp Proc - Semi-Automatically Inducing Semantic Classes of Clinical Research Eligibility Criteria Using UMLS and Hierarchical Clustering. ( 0,478501857959678 )
Comput Methods Programs Biomed - Breast mass contour segmentation algorithm in digital mammograms. ( 0,475594447144188 )
Res Synth Methods - Survey of the methods and reporting practices in published meta-analyses of test performance: 1987 to 2009. ( 0,475280371002833 )
Res Synth Methods - Methodological quality of meta-analyses: matched-pairs comparison over time and between industry-sponsored and academic-sponsored reports. ( 0,47515404394893 )
J. Med. Internet Res. - Effectiveness and cost-effectiveness of ehealth interventions in somatic diseases: a systematic review of systematic reviews and meta-analyses. ( 0,47265912276362 )
IEEE Trans Image Process - HANS: controlling ink-jet print attributes via Neugebauer primary area coverages. ( 0,472476475077464 )
Comput Math Methods Med - A voxel-map quantitative analysis approach for atherosclerotic noncalcified plaques of the coronary artery tree. ( 0,472132859797038 )
J Clin Monit Comput - Comprehensive diagnosis of whole-body acid-base and fluid-electrolyte disorders using a mathematical model and whole-body base excess. ( 0,472056621506358 )
Comput. Biol. Med. - Breast cancer detection from MR images through an auto-probing discrete Fourier transform system. ( 0,471404987047844 )
Med Decis Making - Quantitative benefit-risk assessment using only qualitative information on utilities. ( 0,471078184863572 )
Comput Methods Programs Biomed - Histology image analysis for carcinoma detection and grading. ( 0,470935538784387 )
BMC Med Inform Decis Mak - Addressing tensions when popular media and evidence-based care collide. ( 0,47013007516174 )
Appl Clin Inform - The contribution of the vaccine adverse event text mining system to the classification of possible Guillain-Barr? syndrome reports. ( 0,469922663744215 )
Perspect Health Inf Manag - A comparison of two approaches to text processing: facilitating chart reviews of radiology reports in electronic medical records. ( 0,469168490896644 )
J Chem Inf Model - Beyond the scope of free-Wilson analysis. 2: Can distance encoded R-group fingerprints provide interpretable nonlinear models? ( 0,467803293327353 )
Comput Math Methods Med - Scale-specific multifractal medical image analysis. ( 0,4677811732379 )
Med Biol Eng Comput - Distribution quantification on dermoscopy images for computer-assisted diagnosis of cutaneous melanomas. ( 0,46760326030471 )
Comput. Biol. Med. - Automatic differential diagnosis of pancreatic serous and mucinous cystadenomas based on morphological features. ( 0,467111138932229 )
IEEE Trans Image Process - Least-squares luma-chroma demultiplexing algorithm for Bayer demosaicking. ( 0,466638569313846 )
J Biomed Inform - Data mining methods for classification of Medium-Chain Acyl-CoA dehydrogenase deficiency (MCADD) using non-derivatized tandem MS neonatal screening data. ( 0,466241506894985 )
J Med Syst - Evaluation of the efficiency of biofield diagnostic system in breast cancer detection using clinical study results and classifiers. ( 0,465611311213303 )
Res Synth Methods - The role of systematic reviews of qualitative evidence in evaluating interventions: a case study. ( 0,464263904596724 )
Comput Biol Chem - Image database analysis of Hodgkin lymphoma. ( 0,463597776069489 )
IEEE Trans Image Process - Constrained acquisition of ink spreading curves from printed color images. ( 0,463138953021479 )
IEEE Trans Image Process - Anisotropic diffusion filter with memory based on speckle statistics for ultrasound images. ( 0,463074415456314 )
Telemed J E Health - A systematic review of the evidence base for telehospice. ( 0,462889899770452 )
J Biomed Inform - Reducing systematic review workload through certainty-based screening. ( 0,461579941321942 )
Neural Comput - Diffusive feedback influences on hierarchical information processing. ( 0,461292633851146 )
IEEE Trans Pattern Anal Mach Intell - Image-Based Separation of Reflective and Fluorescent Components using Illumination Variant and Invariant Color. ( 0,459280260208547 )
Methods Inf Med - Appropriateness of ICD-coded diagnostic inpatient hospital discharge data for medical practice assessment. A systematic review. ( 0,459273489637983 )
AMIA Annu Symp Proc - Early prediction of the response of breast tumors to neoadjuvant chemotherapy using quantitative MRI and machine learning. ( 0,458696312893173 )
J Med Syst - Prediction of breast cancer using artificial neural networks. ( 0,458166685617055 )
Res Synth Methods - How to critically read ecological meta-analyses. ( 0,457885740613947 )
Artif Intell Med - Characterization of spatiotemporal changes for the classification of dynamic contrast-enhanced magnetic-resonance breast lesions. ( 0,457114937638988 )
Int J Med Inform - Organizational issues in the implementation and adoption of health information technology innovations: an interpretative review. ( 0,456843363023298 )
Comput. Biol. Med. - Detection of masses in mammogram images using CNN, geostatistic functions and SVM. ( 0,455357887673119 )
J Telemed Telecare - Teledentistry: a systematic review of the literature. ( 0,455018959518311 )
J Med Syst - Effective automated prediction of vertebral column pathologies based on logistic model tree with SMOTE preprocessing. ( 0,454299044136866 )
Int J Neural Syst - NEV2lkit: a new open source tool for handling neuronal event files from multi-electrode recordings. ( 0,452791736357991 )
Brief. Bioinformatics - A review of in silico approaches for analysis and prediction of HIV-1-human protein-protein interactions. ( 0,451806244850997 )
BMC Med Inform Decis Mak - Applying data mining techniques to improve diagnosis in neonatal jaundice. ( 0,451783568811824 )
J Am Med Inform Assoc - Effects of clinical decision-support systems on practitioner performance and patient outcomes: a synthesis of high-quality systematic review findings. ( 0,45126063913987 )
Artif Intell Med - Machine learning for improved pathological staging of prostate cancer: a performance comparison on a range of classifiers. ( 0,451132834572673 )
IEEE J Biomed Health Inform - Computer-aided staging of lymphoma patients with FDG PET/CT imaging based on textural information. ( 0,450394235802036 )
J Telemed Telecare - A systematic review of the mediating role of knowledge, self-efficacy and self-care behaviour in telehealth patients with heart failure. ( 0,450251685083359 )
BMC Med Inform Decis Mak - Artificial neural network aided non-invasive grading evaluation of hepatic fibrosis by duplex ultrasonography. ( 0,450240447804939 )
Med Decis Making - Use of multiparameter evidence synthesis to assess the appropriateness of data and structure in decision models. ( 0,449614668859679 )
AMIA Annu Symp Proc - Automated extraction of reported statistical analyses: towards a logical representation of clinical trial literature. ( 0,448025604512683 )
J Biomed Inform - A human-computer collaborative approach to identifying common data elements in clinical trial eligibility criteria. ( 0,447511777945909 )
J Am Med Inform Assoc - Clinical decision support for genetically guided personalized medicine: a systematic review. ( 0,446324691863004 )
Comput. Biol. Med. - Gene expression microarray classification using PCA-BEL. ( 0,446249639203115 )
J Med Syst - Construction the model on the breast cancer survival analysis use support vector machine, logistic regression and decision tree. ( 0,446080965873249 )
J Am Med Inform Assoc - Metrics associated with NIH funding: a high-level view. ( 0,446007790808047 )
Comput. Biol. Med. - A non-linear morphometric feature selection approach for breast tumor contour from ultrasonic images. ( 0,445153211923285 )
J Clin Monit Comput - Assessment and confirmation of tracheal intubation when capnography fails: a novel use for an USB camera. ( 0,445077085658338 )