Artif Intell Med - How to use contextual knowledge in medical case-based reasoning systems: a survey on very recent trends.

Tópicos

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

Resumo

JECTIVES: This paper aims at systematizing the ways in which the contextual knowledge embedded in the case library can support decision making, within case-based reasoning (CBR) systems. In particular, CBR applications to the medical domain are considered.METHODS AND MATERIAL: After a quick survey on the definition and on the role of context in artificial intelligence research, we have focused on CBR, with a particular emphasis on medical applications. In this field, we have identified a number of very recent contributions, which strongly recognize context per se as a major knowledge source. These contributions propose to maintain and to rely on contextual information, in order to support human reasoning in different fashions.RESULTS: We have distinguished three main directions in which contextual knowledge can be resorted to, in order to optimize physicians' decision making. Such directions can be summarized as follows: (1) to reduce the search space in the case retrieval step; (2) to maintain the overall knowledge content always valid and up to date, and (3) to adapt knowledge application and reasoning to local/personal constraints. We have also properly categorized the surveyed works within these three clusters, and identified the most significant ones, able to exploit contextual knowledge along more than one direction.CONCLUSIONS: Innovative applications of the contextual knowledge recorded in the case library, described and systematized in this paper, can trace promising research directions for the future.

Resumo Limpo

jectiv paper aim systemat way contextu knowledg embed case librari can support decis make within casebas reason cbr system particular cbr applic medic domain consideredmethod materi quick survey definit role context artifici intellig research focus cbr particular emphasi medic applic field identifi number recent contribut strong recogn context per se major knowledg sourc contribut propos maintain reli contextu inform order support human reason differ fashionsresult distinguish three main direct contextu knowledg can resort order optim physician decis make direct can summar follow reduc search space case retriev step maintain overal knowledg content alway valid date adapt knowledg applic reason localperson constraint also proper categor survey work within three cluster identifi signific one abl exploit contextu knowledg along one directionconclus innov applic contextu knowledg record case librari describ systemat paper can trace promis research direct futur

Resumos Similares

AMIA Annu Symp Proc - Handling age specification in the SNOMED CT to ICD-10-CM cross-map. ( 0,64367323997228 )
J Biomed Inform - Assertion modeling and its role in clinical phenotype identification. ( 0,543796520599526 )
IEEE Trans Neural Netw Learn Syst - An Interval Type-2 Neural Fuzzy System for Online System Identification and Feature Elimination. ( 0,541843244468864 )
J Chem Inf Model - Modeling phospholipidosis induction: reliability and warnings. ( 0,537403840606665 )
J Chem Inf Model - inSARa: intuitive and interactive SAR interpretation by reduced graphs and hierarchical MCS-based network navigation. ( 0,536527641557713 )
AMIA Annu Symp Proc - Data-driven order set generation and evaluation in the pediatric environment. ( 0,532963581505781 )
Artif Intell Med - A quantifier-based fuzzy classification system for breast cancer patients. ( 0,518674453667273 )
J Chem Inf Model - Enumeration of ring-chain tautomers based on SMIRKS rules. ( 0,513403160121839 )
BMC Med Inform Decis Mak - Open source challenges for hospital information system (HIS) in developing countries: a pilot project in Mali. ( 0,509808583970901 )
Comput Math Methods Med - A probability approach to the study on uncertainty effects on gamma index evaluations in radiation therapy. ( 0,507257166285555 )
Sci Data - Erratum: Parallel genome-scale loss of function screens in 216 cancer cell lines for the identification of context-specific genetic dependencies. ( 0,505490360671557 )
IEEE Trans Image Process - Measuring the quality of quality measures. ( 0,504406901040966 )
J. Comput. Biol. - On the A-optimality criterion for finding two-color microarray optimal designs. ( 0,503587459308662 )
Brief. Bioinformatics - Case studies in reproducibility. ( 0,501628003526389 )
Comput. Biol. Med. - Improved explanation of human intelligence using cortical features with second order moments and regression. ( 0,496553301606104 )
Comput. Biol. Med. - Mathematical modelling of thermoregulation processes for premature infants in closed convectively heated incubators. ( 0,496313273785962 )
IEEE Trans Vis Comput Graph - Visualization of the Static Aspects of Software: A Survey. ( 0,495938157267308 )
J Telemed Telecare - Differences between surrogate telephone triage calls in an adult population and self calls. ( 0,494476659682796 )
Spat Spatiotemporal Epidemiol - Geostatistical analysis of health data with different levels of spatial aggregation. ( 0,494448678093226 )
IEEE Trans Vis Comput Graph - Visualizing the Evolution and Interaction of Vortices and Shear Layers in Time-Dependent 3D Flow. ( 0,492404699175342 )
J Med Syst - A 21 CFR Part 11 compliant graphically based electronic system for clinical research documentation. ( 0,492053296336524 )
Comput. Biol. Med. - Development and evaluation of a computerized Mandarin speech test system in China. ( 0,491002023076612 )
Lifetime Data Anal - Generalized random sign and alert delay models for imperfect maintenance. ( 0,489875699488673 )
J Chem Inf Model - Insight into the allosteric inhibition of Abl kinase. ( 0,489541428795274 )
IEEE Trans Vis Comput Graph - Extended Keyframe Detection with Stable Tracking for Multiple 3D Object Tracking. ( 0,487769750826751 )
J Med Syst - Privacy and security in mobile health apps: a review and recommendations. ( 0,486210682807062 )
Med Biol Eng Comput - Microfluidics for cell separation. ( 0,484698359756886 )
Comput Math Methods Med - A semiparametric bivariate probit model for joint modeling of outcomes in STEMI patients. ( 0,484206660800205 )
Comput Math Methods Med - Optimization of contrast-to-tissue ratio by adaptation of transmitted ternary signal in ultrasound pulse inversion imaging. ( 0,483561712037647 )
Res Synth Methods - The use of meta-analytic statistical significance testing. ( 0,482488549189478 )
Comput Math Methods Med - An epidemiological model of Rift Valley fever with spatial dynamics. ( 0,481894999185012 )
Comput. Biol. Med. - Suggestions for a web based universal exchange and inference language for medicine. Continuity of patient care with PCAST disaggregation. ( 0,481591758218925 )
Int J Health Geogr - Effects of georeferencing effort on mapping monkeypox case distributions and transmission risk. ( 0,480425288352674 )
AMIA Annu Symp Proc - A large-scale analysis of the reasons given for excluding articles that are retrieved by literature search during systematic review. ( 0,480101353188916 )
J Am Med Inform Assoc - Coreference resolution of medical concepts in discharge summaries by exploiting contextual information. ( 0,478124993057605 )
Comput. Biol. Med. - How to standardize the pulse-taking method of traditional Chinese medicine pulse diagnosis. ( 0,477556484073002 )
J Med Syst - Smart health monitoring systems: an overview of design and modeling. ( 0,472995302436906 )
Methods Inf Med - A survey on visual information search behavior and requirements of radiologists. ( 0,471344947682153 )
Comput Methods Programs Biomed - Information system analysis of an e-learning system used for dental restorations simulation. ( 0,468418094208037 )
Comput Math Methods Med - A biological hierarchical model based underwater moving object detection. ( 0,464186039843293 )
J Med Syst - AMI screening using linguistic fuzzy rules. ( 0,463391106201496 )
J Chem Inf Model - Improving Trichoderma reesei Cel7B thermostability by targeting the weak spots. ( 0,461922929297888 )
Neural Comput - Risk-sensitive reinforcement learning. ( 0,460626557308071 )
Int J Health Geogr - Associations between street connectivity and active transportation. ( 0,460181367562675 )
IEEE J Biomed Health Inform - Service for the pseudonymization of electronic healthcare records based on ISO/EN 13606 for the secondary use of information. ( 0,459620837654135 )
Perspect Health Inf Manag - From novice to expert: problem solving in ICD-10-PCS procedural coding. ( 0,457276521665982 )
J Chem Inf Model - Sequence, structure, and active site analyses of p38 MAP kinase: exploiting DFG-out conformation as a strategy to design new type II leads. ( 0,456745760988169 )
J. Med. Internet Res. - Clinician search behaviors may be influenced by search engine design. ( 0,455070523251466 )
Int J Med Inform - Development and initial validation of a content taxonomy for patient records in general dentistry. ( 0,454146209170681 )
J Chem Inf Model - Power keys: a novel class of topological descriptors based on exhaustive subgraph enumeration and their application in substructure searching. ( 0,453644433493159 )
J. Med. Internet Res. - Movement-based interaction applied to physical rehabilitation therapies. ( 0,452209815351328 )
Inform Health Soc Care - iPixel: a visual content-based and semantic search engine for retrieving digitized mammograms by using collective intelligence. ( 0,451518899718573 )
J. Comput. Biol. - Probabilistic cellular automata. ( 0,449045445858466 )
J Chem Inf Model - The valence state combination model: a generic framework for handling tautomers and protonation states. ( 0,448363906650903 )
J Integr Bioinform - Using surveys of Affymetrix GeneChips to study antisense expression. ( 0,446536277473817 )
IEEE Trans Pattern Anal Mach Intell - Feature Coding in Image Classification: A Comprehensive Study. ( 0,445194669291917 )
J Am Med Inform Assoc - Using FDA reports to inform a classification for health information technology safety problems. ( 0,445110754771774 )
IEEE Trans Image Process - A computational intelligibility model for assessment and compression of American sign language video. ( 0,444151682646222 )
J Chem Inf Model - Handling of tautomerism and stereochemistry in compound registration. ( 0,443751827819873 )
AMIA Annu Symp Proc - An Empirical Validation of Recursive Noisy OR (RNOR) Rule for Asthma Prediction. ( 0,441181834919061 )
J Am Med Inform Assoc - Normalized names for clinical drugs: RxNorm at 6 years. ( 0,439965766109571 )
J. Comput. Biol. - Compound Poisson approximation and testing for gene clusters with multigene families. ( 0,439385863346236 )
IEEE Trans Image Process - Convex total variation denoising of Poisson fluorescence confocal images with anisotropic filtering. ( 0,439314590394888 )
Comput Math Methods Med - Nested quantization index modulation for reversible watermarking and its application to healthcare information management systems. ( 0,439104670956498 )
Int J Med Inform - Text mining of cancer-related information: review of current status and future directions. ( 0,437509574159279 )
AMIA Annu Symp Proc - Analyzing the heterogeneity and complexity of Electronic Health Record oriented phenotyping algorithms. ( 0,435331743377845 )
IEEE Trans Vis Comput Graph - Integrating Isosurface Statistics and Histograms. ( 0,434608509770129 )
J Integr Bioinform - Key2Ann: a tool to process sequence sets by replacing database identifiers with a human-readable annotation. ( 0,433255347703384 )
Comput Methods Programs Biomed - Optimal control for SIRC epidemic outbreak. ( 0,432675887987593 )
J Am Med Inform Assoc - Recent trends in biomedical informatics: a study based on JAMIA articles. ( 0,432666392760118 )
Int J Health Geogr - Demarcation of local neighborhoods to study relations between contextual factors and health. ( 0,432639834849574 )
J Med Syst - Stream processing health card application. ( 0,430994755476039 )
Comput Methods Programs Biomed - Long-term staff scheduling with regular temporal distribution. ( 0,43032024221523 )
IEEE Trans Image Process - General road detection from a single image. ( 0,429518107204346 )
Artif Intell Med - A knowledge-based clinical toxicology consultant for diagnosing multiple exposures. ( 0,429161181409557 )
Spat Spatiotemporal Epidemiol - Visualizing health data with micromaps. ( 0,429154211754346 )
J Clin Monit Comput - Tight reservoir bag: the bag itself may be the culprit. ( 0,42868487594888 )
Comput. Biol. Med. - Proposal of an innovative benchmark for accuracy evaluation of dental crown manufacturing. ( 0,427810274964826 )
J Biomed Inform - A comparison of two methods for retrieving ICD-9-CM data: the effect of using an ontology-based method for handling terminology changes. ( 0,427717635656428 )
Comput Methods Programs Biomed - KmL3D: a non-parametric algorithm for clustering joint trajectories. ( 0,42730572845271 )
BMC Med Inform Decis Mak - How are the different specialties represented in the major journals in general medicine? ( 0,426186533812855 )
BMC Med Inform Decis Mak - Diagnosis and management of people with venous thromboembolism and advanced cancer: how do doctors decide? A qualitative study. ( 0,425943306001697 )
Int J Med Inform - The MITRE Identification Scrubber Toolkit: design, training, and assessment. ( 0,425123229837327 )
J Telemed Telecare - Paediatric health calls to Swedish telenurses: a descriptive study of content and outcome. ( 0,425007291405624 )
Int J Health Geogr - An evaluation framework for comparing geocoding systems. ( 0,424730789324282 )
J Med Syst - A generic simulation model to manage a vaccination program. ( 0,424421091672962 )
J Biomed Inform - Auditing consistency and usefulness of LOINC use among three large institutions - using version spaces for grouping LOINC codes. ( 0,423221884829972 )
Brief. Bioinformatics - A practical guide for the functional annotation of genetic variations using SNPnexus. ( 0,422994080369035 )
Comput Math Methods Med - The MATCHIT automaton: exploiting compartmentalization for the synthesis of branched polymers. ( 0,42230079032399 )
Comput Methods Programs Biomed - Ontology-driven execution of clinical guidelines. ( 0,421791532974967 )
J Biomed Inform - Publishing data from electronic health records while preserving privacy: a survey of algorithms. ( 0,421723921379478 )
Neural Comput - Time-free spiking neural P systems. ( 0,42171078618731 )
Artif Intell Med - Detecting and resolving inconsistencies between domain experts' different perspectives on (classification) tasks. ( 0,419689412763506 )
Int J Med Inform - Agents applied in health care: A review. ( 0,419584179321893 )
J Med Syst - Using machine learning classifiers to assist healthcare-related decisions: classification of electronic patient records. ( 0,418827806275538 )
Comput Methods Programs Biomed - An experimental comparison of fuzzy logic and analytic hierarchy process for medical decision support systems. ( 0,418677604564538 )
Med Decis Making - Cost-effectiveness on a local level: whether and when to adopt a new technology. ( 0,418298591776531 )
IEEE Trans Image Process - Directional filtering transform for image/intra-frame compression. ( 0,417699255690883 )
Neural Comput - Improved sparse coding under the influence of perceptual attention. ( 0,417631797515078 )
Methods Inf Med - A remote operating slit lamp microscope system. Development and its utility in ophthalmologic examinations. ( 0,417168049102382 )