Brief. Bioinformatics - Multi-stage learning aids applied to hands-on software training.

Tópicos

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

Resumo

Delivering hands-on tutorials on bioinformatics software and web applications is a challenging didactic scenario. The main reason is that trainees have heterogeneous backgrounds, different previous knowledge and vary in learning speed. In this article, we demonstrate how multi-stage learning aids can be used to allow all trainees to progress at a similar speed. In this technique, the trainees can utilize cards with hints and answers to guide themselves self-dependently through a complex task. We have successfully conducted a tutorial for the molecular viewer PyMOL using two sets of learning aid cards. The trainees responded positively, were able to complete the task, and the trainer had spare time to respond to individual questions. This encourages us to conclude that multi-stage learning aids overcome many disadvantages of established forms of hands-on software training.

Resumo Limpo

deliv handson tutori bioinformat softwar web applic challeng didact scenario main reason traine heterogen background differ previous knowledg vari learn speed articl demonstr multistag learn aid can use allow traine progress similar speed techniqu traine can util card hint answer guid selfdepend complex task success conduct tutori molecular viewer pymol use two set learn aid card traine respond posit abl complet task trainer spare time respond individu question encourag us conclud multistag learn aid overcom mani disadvantag establish form handson softwar train

Resumos Similares

IEEE Trans Neural Netw Learn Syst - Partially shared latent factor learning with multiview data. ( 0,61468986723159 )
BMC Med Inform Decis Mak - Decision tree-based learning to predict patient controlled analgesia consumption and readjustment. ( 0,582575265003535 )
Neural Comput - Learning active fusion of multiple experts' decisions: an attention-based approach. ( 0,577885665085027 )
J Chem Inf Model - Ligand Classifier of Adaptively Boosting Ensemble Decision Stumps (LiCABEDS) and its application on modeling ligand functionality for 5HT-subtype GPCR families. ( 0,56971968186366 )
J Biomed Inform - Incremental Gaussian Discriminant Analysis based on Graybill and Deal weighted combination of estimators for brain tumour diagnosis. ( 0,559798894818791 )
Neural Comput - Incremental learning by message passing in hierarchical temporal memory. ( 0,553457759329671 )
Int J Neural Syst - Structurally enhanced incremental neural learning for image classification with subgraph extraction. ( 0,553324399731506 )
IEEE Trans Pattern Anal Mach Intell - Feature Selection with Conjunctions of Decision Stumps and Learning from Microarray Data. ( 0,548107189915183 )
BMC Med Inform Decis Mak - Event-based knowledge elicitation of operating room management decision-making using scenarios adapted from information systems data. ( 0,543137687679745 )
Comput. Biol. Med. - Robust prediction of protein subcellular localization combining PCA and WSVMs. ( 0,541945212825627 )
IEEE Trans Neural Netw Learn Syst - A Kernel Classification Framework for Metric Learning. ( 0,541761137440259 )
IEEE Trans Image Process - Active learning for solving the incomplete data problem in facial age classification by the furthest nearest-neighbor criterion. ( 0,539138068085838 )
IEEE Trans Neural Netw Learn Syst - A Novel Empirical Mode Decomposition With Support Vector Regression for Wind Speed Forecasting. ( 0,538826240003209 )
Neural Comput - Adaptive metric learning vector quantization for ordinal classification. ( 0,537081215269335 )
IEEE Trans Image Process - Artistic image analysis using graph-based learning approaches. ( 0,536707371237359 )
IEEE Trans Image Process - Assemble new object detector with few examples. ( 0,527725634360329 )
J Med Syst - A study on determining the perception of learning organisation applications by health sector workers. ( 0,526298960298503 )
Neural Comput - Reduction from cost-sensitive ordinal ranking to weighted binary classification. ( 0,525397445789829 )
J Integr Bioinform - BacillOndex: an integrated data resource for systems and synthetic biology. ( 0,518692117061461 )
IEEE Trans Neural Netw Learn Syst - Ordinal Distance Metric Learning for Image Ranking. ( 0,518599512673753 )
J Med Syst - Implementing an integrative multi-agent clinical decision support system with open source software. ( 0,516787624056401 )
J Biomed Inform - Class proximity measures--dissimilarity-based classification and display of high-dimensional data. ( 0,515093761541262 )
J Biomed Inform - Determining the difficulty of Word Sense Disambiguation. ( 0,514121216845744 )
Comput Methods Programs Biomed - Human-robot skills transfer interfaces for a flexible surgical robot. ( 0,513610897106615 )
J. Comput. Biol. - Locally learning biomedical data using diffusion frames. ( 0,513490033262818 )
BMC Med Inform Decis Mak - Launching a virtual decision lab: development and field-testing of a web-based patient decision support research platform. ( 0,513044547159944 )
Methods Inf Med - Probability machines: consistent probability estimation using nonparametric learning machines. ( 0,512044394744696 )
IEEE Trans Image Process - A linear support higher-order tensor machine for classification. ( 0,510331235411909 )
J Am Med Inform Assoc - Normalized names for clinical drugs: RxNorm at 6 years. ( 0,50986156102919 )
Comput Methods Programs Biomed - WIMP: web server tool for missing data imputation. ( 0,509178608667467 )
J Am Med Inform Assoc - A sea of standards for omics data: sink or swim? ( 0,508481341528189 )
J Am Med Inform Assoc - Triaging patients at risk of influenza using a patient portal. ( 0,506484457178811 )
IEEE Trans Image Process - Learning discriminative dictionary for group sparse representation. ( 0,506373739350048 )
Comput. Biol. Med. - THEME: a web tool for loop-design microarray data analysis. ( 0,506369683541833 )
IEEE Trans Pattern Anal Mach Intell - Distance-Based Image Classification: Generalizing to New Classes at Near Zero Cost. ( 0,504998455100983 )
Int J Med Inform - Electre Tri-C, a multiple criteria decision aiding sorting model applied to assisted reproduction. ( 0,504778538224101 )
Int J Neural Syst - Code-specific learning rules improve action selection by populations of spiking neurons. ( 0,504763581619474 )
Comput Methods Programs Biomed - Multistage approach for clustering and classification of ECG data. ( 0,503268376961248 )
IEEE Trans Image Process - Manifold regularized multitask learning for semi-supervised multilabel image classification. ( 0,502102784814993 )
Int J Neural Syst - Span: spike pattern association neuron for learning spatio-temporal spike patterns. ( 0,500843056267561 )
J Clin Monit Comput - Integrating Arden-Syntax-based clinical decision support with extended presentation formats into a commercial patient data management system. ( 0,500356379232702 )
Neural Comput - Unsupervised learning of generative and discriminative weights encoding elementary image components in a predictive coding model of cortical function. ( 0,500343959924095 )
Int J Comput Assist Radiol Surg - Virtual mastoidectomy performance evaluation through multi-volume analysis. ( 0,500216403386025 )
IEEE Trans Image Process - Self-supervised online metric learning with low rank constraint for scene categorization. ( 0,499707288490866 )
IEEE Trans Image Process - Improving Web image search by bag-based reranking. ( 0,499202904461712 )
Comput Math Methods Med - Pulse waveform classification using support vector machine with Gaussian time warp edit distance kernel. ( 0,498533413978999 )
J Biomed Inform - Classifying temporal relations in clinical data: a hybrid, knowledge-rich approach. ( 0,498196390486484 )
IEEE Trans Vis Comput Graph - Empirical Studies in Information Visualization: Seven Scenarios. ( 0,498130176942134 )
Neural Comput - Online learning with (multiple) kernels: a review. ( 0,497159993789049 )
IEEE Trans Pattern Anal Mach Intell - Unsupervised Adaptation Across Domain Shifts By Generating Intermediate Data Representations. ( 0,497004177606271 )
Int J Neural Syst - Epileptic EEG classification based on kernel sparse representation. ( 0,495093774064919 )
J Med Syst - Evaluation of fuzzy relation method for medical decision support. ( 0,494770276609063 )
Comput Math Methods Med - A mixture modeling framework for differential analysis of high-throughput data. ( 0,494610067080423 )
J Am Med Inform Assoc - Active learning for clinical text classification: is it better than random sampling? ( 0,494187827068212 )
Int J Neural Syst - Evaluation and application of a hybrid brain computer interface for real wheelchair parallel control with multi-degree of freedom. ( 0,49403963424425 )
IEEE Trans Neural Netw Learn Syst - Adaptive Batch Mode Active Learning. ( 0,494014745305108 )
IEEE Trans Pattern Anal Mach Intell - Label Consistent K-SVD: Learning A Discriminative Dictionary for Recognition. ( 0,493682392114205 )
Med Decis Making - Why do patients derogate physicians who use a computer-based diagnostic support system? ( 0,492701248916294 )
Artif Intell Med - Multi-objective evolutionary algorithms for fuzzy classification in survival prediction. ( 0,491252887340956 )
BMC Med Inform Decis Mak - Applying the theory of planned behaviour to multiple sclerosis patients' decisions on disease modifying therapy--questionnaire concept and validation. ( 0,490152167458055 )
J Integr Bioinform - A flexible statistics web processing service--added value for information systems for experiment data. ( 0,489773609749799 )
BMC Med Inform Decis Mak - Refining a brief decision aid in stable CAD: cognitive interviews. ( 0,489611151020948 )
Neural Comput - EEG data space adaptation to reduce intersession nonstationarity in brain-computer interface. ( 0,489503939433697 )
IEEE Trans Pattern Anal Mach Intell - Weakly Supervised Recognition of Daily Life Activities with Wearable Sensors. ( 0,489319214806397 )
Neural Comput - Computing sparse representations of multidimensional signals using Kronecker bases. ( 0,486112866841778 )
Comput Math Methods Med - Correlation kernels for support vector machines classification with applications in cancer data. ( 0,483783902159554 )
IEEE Trans Image Process - Multiview Hessian regularization for image annotation. ( 0,483622448680301 )
Int J Neural Syst - Aggregation of sparse linear discriminant analyses for event-related potential classification in brain-computer interface. ( 0,483238164451597 )
Artif Intell Med - Automatic classification of epilepsy types using ontology-based and genetics-based machine learning. ( 0,482367959559075 )
Int J Neural Syst - Linear time relational prototype based learning. ( 0,482263663809228 )
J Med Syst - 3D similarity-dissimilarity plot for high dimensional data visualization in the context of biomedical pattern classification. ( 0,481931597341499 )
Int J Neural Syst - Online semi-supervised growing neural gas. ( 0,481864880969531 )
Int J Med Inform - Design of decision support interventions for medication prescribing. ( 0,480783879674181 )
IEEE Trans Pattern Anal Mach Intell - Learning Categories from Few Examples with Multi Model Knowledge Transfer. ( 0,480675927182664 )
J. Comput. Biol. - The irredundant class method for remote homology detection of protein sequences. ( 0,480029235649822 )
Artif Intell Med - An implicit approach to deal with periodically repeated medical data. ( 0,479970323798716 )
AMIA Annu Symp Proc - Learning medical diagnosis models from multiple experts. ( 0,479276219754302 )
Med Decis Making - Framing Options as Choice or Opportunity: Does the Frame Influence Decisions? ( 0,479121310666132 )
Neural Comput - Representing objects, relations, and sequences. ( 0,478737250988234 )
IEEE Trans Image Process - Geodesic propagation for semantic labeling. ( 0,478410167148669 )
Comput Math Methods Med - On multilabel classification methods of incompletely labeled biomedical text data. ( 0,477722972431439 )
BMC Med Inform Decis Mak - Data mining of audiology patient records: factors influencing the choice of hearing aid type. ( 0,477713935858013 )
Neural Comput - Divergence-based vector quantization. ( 0,477497056160283 )
BMC Med Inform Decis Mak - Barriers and facilitators to implementing Decision Boxes in primary healthcare teams to facilitate shared decisionmaking: a study protocol. ( 0,477458988728473 )
Int J Med Inform - Where should electronic records for patients be stored? ( 0,47712906798747 )
Neural Comput - Metacognitive learning in a fully complex-valued radial basis function neural network. ( 0,476277873952418 )
IEEE Trans Image Process - Removing label ambiguity in learning-based visual saliency estimation. ( 0,476241585921772 )
Neural Comput - On nonnegative matrix factorization algorithms for signal-dependent noise with application to electromyography data. ( 0,475436333717794 )
BMC Med Inform Decis Mak - Intention to adopt clinical decision support systems in a developing country: effect of physician's perceived professional autonomy, involvement and belief: a cross-sectional study. ( 0,475377168800331 )
Comput Methods Programs Biomed - Machine learning-based assessment tool for imbalance and vestibular dysfunction with virtual reality rehabilitation system. ( 0,475016868796284 )
AMIA Annu Symp Proc - A collaborative framework for Distributed Privacy-Preserving Support Vector Machine learning. ( 0,474884355938529 )
Med Decis Making - Contributions of Second Opinions, Outcome Forecasts, and Testimonials to Patient Decisions about Knee Replacement Surgery. ( 0,474588824062412 )
J Chem Inf Model - Crowdsourcing yields a new standard for kinks in protein helices. ( 0,47416632407045 )
J. Comput. Biol. - Imbalanced class learning in epigenetics. ( 0,473874662788459 )
IEEE Trans Image Process - Hyperspectral image classification through bilayer graph-based learning. ( 0,473096844018879 )
Artif Intell Med - From decision to shared-decision: Introducing patients' preferences into clinical decision analysis. ( 0,472716945388949 )
BMC Med Inform Decis Mak - Development and initial evaluation of a treatment decision dashboard. ( 0,472384189570599 )
AMIA Annu Symp Proc - Sim?TwentyFive: an interactive visualization system for data-driven decision support. ( 0,472249747057839 )
J Biomed Inform - Learning classification models from multiple experts. ( 0,472225558572799 )
Methods Inf Med - Censoring weighted separate-and-conquer rule induction from survival data. ( 0,472195445649474 )