ライフサイエンスコーパス: interpretable

1 it, Rpn1, are now well resolved and rendered interpretable.

2 uplex ultrasound and x-ray, 822 (99.5%) were interpretable.

3 es, the metabolic phenotypes were not easily interpretable.

4 cause dual-phase cone-beam CT scans were not interpretable.

5 date adaptive variants that are biologically interpretable.

6 posed methods are readily understandable and interpretable.

7 etwork that is computationally tractable and interpretable.

8 dels that were equally predictive yet highly interpretable.

9 perationally defined as familiar and readily interpretable.

10 ual patients would be required to be clearly interpretable.

11 zation of the fold space that is intuitively interpretable.

12 a between 70 and 20 A resolution was readily interpretable.

13 rise to product ion spectra that are easily interpretable.

14 sms, metrics of "surrogacy" are not directly interpretable.

15 roaches were predictive, they were minimally interpretable.

16 CCTA studies although the majority remained interpretable.

17 Interpretable 1D NMR spectra were obtained from analytes

18 set analysis are generally more biologically interpretable, accurate and robust than the results base

19 osterior probabilities can be used as easily interpretable alternatives to p values.

20 It allows for flexible and interpretable analyses and may be appropriate for other

21 ary, this simple protocol should help enable interpretable analyses of tissue immune responses.

22 Machine learning algorithms that are both interpretable and accurate are essential in applications

23 Decision trees are interpretable and are therefore used extensively through

24 These are clearly interpretable and can be used for predictions; however,

25 Five clearly interpretable and clinically relevant factors were ident

26 of genomic data has underscored the need for interpretable and comprehensive analyses that can captur

27 In contrast, CSI-Tree provides interpretable and concise summaries of the complete reco

28 To tackle these problems, we present an interpretable and efficient web-server, namely FUEL-mLoc

29 -to-affinity models based on a biophysically interpretable and extensible model of protein-DNA intera

30 These predictions are interpretable and have good test accuracies.

31 (ii) Pseudo-energies remain biophysically interpretable and hold positional information where expe

32 sed on only two genes, which leads to easily interpretable and inexpensive diagnostic tests and (ii)

33 The analysis was simple, fast, and readily interpretable and may be applicable to a variety of situ

34 rements, whereas other data are less clearly interpretable and may be viewed as consistent with eithe

35 perior performance in preserving most of the interpretable and meaningful data.

36 This finding provides an interpretable and parsimonious explanation for previous

37 First, sparse factors are interpretable and provide biological insight into mechan

38 ising methods to ensure that QOL results are interpretable and relevant to patients and physicians.

39 FCDR is particularly interpretable and relevant to the results of CBMA, contr

40 es models employing fragments provide highly interpretable and reliable means for predicting potency

41 SCMs are directly interpretable and reveal that a logic based on local, no

42 structure of HMMs can be designed to favour interpretable and simple structures.

43 he method can correctly recover biologically interpretable and statistically significant differences

44 The regression models obtained are interpretable and the biological implications are in agr

45 wever, for subtle reasons, the data were not interpretable and the experiment was repeated and contes

46 assays, there is a strong need for an easily interpretable and theoretically based quality control (Q

47 w that the output of both mEN and mLASSO are interpretable and they perform significantly better than

48 nsiderable promise as a nonlocalized, easily interpretable, and reliable tool to access the efficient

49 ; first, the new HMMs should be biologically interpretable, and second, we need to control the comple

50 The final model is physically interpretable, and suggests specific pairs of residues t

51 narrowly defined questions, provide readily interpretable answers, and use true gold standards for d

52 at changes in the behaviour of a cell may be interpretable as a switch between attractor basins in th

53 hazard ratio for a binary health outcome is interpretable as an adjusted odds ratio: the odds for th

54 nsmission and acquisition are not as readily interpretable as are effects reported for other loci.

55 injected cell, creating a diffuse background interpretable as dye transfer.

56 g a neuron's response, which become directly interpretable as either excitatory or inhibitory.

57 ing DNA stiffness through a mechanism easily interpretable as electrostatic, the more dominant effect

58 yses of individual microfossils present data interpretable as evidencing the cellular preservation of

59 lting electron density map displayed regions interpretable as loosely ordered RNA that connected orde

60 ds are either statistically insignificant or interpretable as preservational effects.

61 ndard methods, the results of the method are interpretable as the method reports p-values, and the me

62 In these cases, HINGE outputs a visually interpretable assembly graph that encodes all possible f

63 cales, while still being easy to compute and interpretable at a glance.

64 ormation flow in these networks will be most interpretable at the population level, particularly for

65 tanding, single-layer graphene with directly interpretable atomic-resolution imaging combined with th

66 d a mean of 31 electrodes per patient showed interpretable atrial electrograms.

67 g it well-suited for providing standardized, interpretable, automatable, and scalable quality control

68 teen participants enrolled, and 17 underwent interpretable baseline (18)F-fluoride PET imaging before

69 rdial infarction undergoing primary PCI with interpretable baseline and 60-minute post-PCI electrocar

70 All 346 patients with interpretable baseline and 90-minute ECGs, treated with

71 ncies, thus suggesting a more functional and interpretable basis of LFP coherence.

72 ient stimulus associated with observable and interpretable behavioral outcomes and with activation in

73 levels of significance and in providing more interpretable biological models.

74 It is also much more interpretable biologically.

75 These are easily interpretable but may be less mathematically tractable t

76 have high predictive accuracy and be easily interpretable by ageing experts.

77 a into meaningful information that is easily interpretable by biologists.

78 actual data elements, CUR decompositions are interpretable by practitioners of the field from which t

79 sistance predictive values, that are readily interpretable by practitioners to inform decision-making

80 data analysis rapid, reproducible and easily interpretable by proteomics specialists and non-speciali

81 n expression was detectable in 25.6% of 8179 interpretable cancers.

82 Amplification was found in 17.4% of 109 interpretable cases for HER2, 6.4% for EGFR, 17.4% for C

83 s of human and social phenomena that provide interpretable causal mechanisms, while often ignoring th

84 r combinations were used to generate >48,000 interpretable cDNA bands derived from thymic total RNA,

85 n that it offers background-free and readily interpretable chemical contrast.

86 n the shifting peaks, to get more robust and interpretable chemometric models.

87 To enable this, one needs interpretable classification models (supervised machine

88 or all three data sets, we obtain sparse and interpretable classification models based on centroids o

89 bolomics analysis, by providing accurate and interpretable classification results.

90 ut of the proposed algorithm is a sparse and interpretable classification rule based on cluster centr

91 Robust and interpretable classifiers with high accuracy are usually

92 Nevertheless, in a more interpretable competition format, it is shown that nonne

93 robustly decomposes scRNA-seq datasets into interpretable components, thereby facilitating the ident

94 and make it possible to derive more directly interpretable composite scores.

95 till the results of such experiments into an interpretable computational form that will be the basis

96 atency test (MSLT) result, or if MSLT is not interpretable, conclusive, or feasible.

97 to any type of data, provided that there is interpretable correlation among variables, and can also

98 ed their results using quantitative and user-interpretable criteria: detection rate, accuracy, qualit

99 [29%] in the SAVORY registry), 890 [96%] had interpretable CT scans (626 [70%] in the RESOLVE registr

100 ChromEval generates easily interpretable data quickly and thereby enables go/no-go

101 ed in six well-resolved systems that yielded interpretable data.

102 Twenty-eight subjects with interpretable DCE MR imaging results at both baseline an

103 edures determines when the LEM gives readily interpretable DeltaG degrees (N)(-)(D) values with this

104 iscrete values are used to provide an easily interpretable description of differential expression.

105 se functions while providing physiologically interpretable descriptions of neural computation.

106 spite the fact that some provide intuitively interpretable descriptions of the consensuses themselves

107 ortical parcellations, but show significant, interpretable deviations in improperly developed brains.

108 The easily interpretable diagrams can then be used to identify the

109 inder, a principled approach to deconvolving interpretable discriminative sequence features associate

110 astic variability in individual biologically interpretable dose-response properties; and (iii) the so

111 tic Regression can be used to derive readily interpretable drug signatures with high classification p

112 zed symptomatic women with suspected CAD, an interpretable ECG, and >/=5 metabolic equivalents on the

113 Among patients with interpretable echocardiographic images, the association

114 the transformation of external stimuli into interpretable electrical impulses.

115 as the initial test in patients who have an interpretable electrocardiogram and are able to exercise

116 omalous deltaf " contribution, led to easily interpretable electron density, equivalent to the comple

117 terminations is 32 degrees ) and produced an interpretable electron-density map.

118 simony (ie, the need to reduce the number of interpretable end points to control the overall type I e

119 st, a generalized linear model (GLM) is very interpretable especially when forward feature selection

120 rocedures can effectively provide clinically interpretable evidence on safety, even with relatively f

121 of surgical quality-improvement initiatives, interpretable evidence to support existing approaches is

122 In particular, readily interpretable experimental data that can be meaningfully

123 classifiers are simple functions of directly interpretable experimental parameters with clear physica

124 e changes that will enhance reproducible and interpretable experiments by accounting for metagenomic

125 and provides a mechanistic and biologically interpretable explanation for the temperature dependence

126 ic input in a synchronized way, such that an interpretable extracellular synaptic field potential can

127 athway annotations to guide the inference of interpretable factors underpinning the heterogeneity.

128 In this paper we propose two interpretable feature types based on Kyoto Encyclopedia

129 CoRAL uses biologically interpretable features including fragment length and cle

130 In addition, our assay provides interpretable features that could aid pathological inspe

131 sification performance and more biologically interpretable findings in gene expression and arrayCGH d

132 vestigated thoroughly for calculations to be interpretable for individual patients.

133 itions, how many phenotypes are biologically interpretable for predicting gene function, and what exp

134 lts so as to make them easily accessible and interpretable for researchers, we developed ERGR, a comp

135 and competition to these loops in a simple, interpretable form, showing their equivalent potential t

136 th an overview of cutting edge science in an interpretable format, and provide direction for those de

137 t detail of protein association in a readily interpretable format.

138 is presenting the data to researchers in an interpretable format.

139 of bisulfite converted DNA in a compact and interpretable format.

140 ase searches that are dependent on acquiring interpretable fragmentation spectra (MS2) of peptide-lig

141 xplore Bayesian networks as a convenient and interpretable framework for the simultaneous modeling of

142 effects gives rise to complex, but now more interpretable, free energy relationships for reductive e

143 rs of features corresponding to biologically interpretable gene sets.

144 network measures, while also yielding easily interpretable generators.

145 ng a novel method to generate predictive and interpretable genetic networks that influence quantitati

146 titative high-content imaging data as easily interpretable glyphs, and we illustrate how PhenoPlot ca

147 l exclusivity of FGFR3 and TP53 mutations is interpretable if FGFR3 is mutated first.

148 Interpretable IHC and ISH scores were available in 1,212

149 Interpretable image quality was obtained in 130 (96%) of

150 Interpretable images were obtained in 26 of the 28 patie

151 sis, the greatest accuracy and proportion of interpretable images were obtained using harmonic imagin

152 Sixty-seven eyes (91%) had interpretable images, of which 50 (75%) had anomalous mi

153 For the LV LGE study, all patients had interpretable images.

154 ched pairs of LGFCL and progressed DLCL with interpretable immunohistochemical staining, 9 of 9 (100%

155 CXRs were interpretable in 3587 (85%) cases, of which 1935 (54%) w

156 ssful in 103 of the 106 children (97.2%) and interpretable in 99 of these 103 (96.1%).

157 In order to make the data interpretable in a genomic context, features such as gen

158 on between the four nutrient limitations are interpretable in light of known involvement of the genes

159 rs on patterns of brain activity, which were interpretable in terms of differing forms of evidence ac

160 The networks inferred by R/cape are readily interpretable in terms of directed influences that indic

161 entally determined stiffness spectrum become interpretable in terms of the underlying contractile mec

162 The method is interpretable in that it generates drug interaction cand

163 MRCP image quality was not interpretable in two cases due to artifacts.

164 ces could provide important and biologically interpretable information to identify molecular subgroup

165 We expand the range of interpretable isotope effects by assigning this spectral

166 ty-wide, consensus-based, human- and machine-interpretable language for describing phenotypes and the

167 s and the expression of a comprehensive, but interpretable list of transcriptional programs that repr

168 tional approach that infers small and easily interpretable logic models of binary input features that

169 ortant step towards practical application of interpretable logic models.

170 ntly outperformed in accuracy by other, less-interpretable machine learning models, such as ensemble

171 a statistically meaningful and biologically interpretable manner.

172 nbiased estimates of predictive accuracy and interpretable maps of which regions are most important f

173 Interpretable maps were obtained at a resolution up to 3

174 We introduce a predictive, interpretable, matrix-level QC metric, mQC, based on a m

175 ne expression profiles, and we define easily interpretable measures of cluster-specific reproducibili

176 urrent state-of-the-art methods and provides interpretable measures of feature importance.

177 We have proposed two simple and interpretable measures of the complexity of molecules pr

178 e mathematical approaches produce physically interpretable membrane shapes, energy estimates for the

179 The interpretable model structure suggests a DNA code in whi

180 regulation using a simple, yet biologically interpretable, model to find the logic by which a set of

181 (TFs) as unobserved, provide a biologically interpretable modelling framework, integrating gene expr

182 al combinations of binary predictors, yields interpretable models of the complex interactions in biol

183 compared to regular wavelet compression and interpretable models.

184 hold significant advantages for identifying interpretable molecular signatures for disease classific

185 ective study was the random selection of 111 interpretable MR examination cases of subjects from the

186 s, 14 gorillas, and six orangutans, in which interpretable MSY sequence ranges from 2.61 to 3.80 Mb.

187 t should be possible to conduct detailed and interpretable mutational studies in the PGQ9 background.

188 tant patterns then are integrated to produce interpretable niche gradients, ordinations and classific

189 attributes to produce a small set of highly interpretable numeric patterns of amino acid variability

190 Interpretable OCTA images were obtained in 82% of partic

191 es may not be relevant, and thus expand the 'interpretable 'omics' of single subjects (e.g. personalo

192 hosphonate substitution is clear and readily interpretable; omit refinement density at the phosphorus

193 ments of coronary arteries (84 percent) were interpretable on magnetic resonance angiography.

194 Patient genomes are interpretable only in the context of other genomes; howe

195 e led to promising signals but not to easily interpretable or translatable results.

196 inary Alignment/Map file and produces easily interpretable output.

197 P = .001), but only 21% of MR venograms were interpretable (P = .004).

198 od includes fast model fitting that provides interpretable parameter estimates corresponding to how q

199 n alternative modeling approach, based on an interpretable parameterization and driven by careful con

200 enerative models which infer mechanistically interpretable parameters (of computational or physiologi

201 ol can follow slight changes in biologically interpretable parameters or to the initial amounts of pa

202 nal research as a means of interrogating the interpretable part of the human genome at relatively low

203 Clustered image maps revealed biologically interpretable patterns of protein expression.

204 subtraction angiography (DSA) diagnosis, an interpretable perfusion scan and chest radiographs, and

205 Interpretable PFTs (188 HIV-infected and 132 HEU partici

206 entify miRNAs whose deregulation can lead to interpretable phenotypic consequences.

207 dditional advantage in that it produces more interpretable posterior probabilities for each variable

208 re comprehensive, accurate, and biologically interpretable prediction models for relapse versus no-re

209 ading to improved feature selection and more interpretable principal component loadings and potential

210 This method yields interpretable principal components and loading vectors t

211 fluorescent AEDANS-peptides revealed readily interpretable product ion spectra with the label intact.

212 of a mAEDANS-labeled peptide also reveals an interpretable product ion spectrum with the label intact

213 Our approach provides human-interpretable profiles and automatic determination of on

214 of using curated barcode libraries to obtain interpretable quantitative data and underline the need f

215 ing-based system for automatically computing interpretable, quantitative measures of animal behavior.

216 pic microimaging and to furnish biologically interpretable, quantitative, and dynamic molecular maps

217 A total of 496 of 915 people (54%) returned interpretable questionnaires, and endoscopy was performe

218 This produces a readily interpretable ranking of the relative effectiveness of c

219 e results demonstrate that the GP models are interpretable, recapitulating biological knowledge of gr

220 This allows for a low-dimensional, interpretable representation and can be used for high-ac

221 Providing a compact yet biologically interpretable representation ofDrosophilaexpression patt

222 s guidance will facilitate more accurate and interpretable research that will support the development

223 h expresses interaction energies as a sum of interpretable residue-pair and triplet terms, achieves a

224 future studies from neurons that have easily interpretable response tuning to the widely observed, bu

225 good linear response to single analytes, and interpretable responses to analyte mixtures.

226 rmal karyotype, but the best protocol for an interpretable result was PCR and karyotyping or FISH and

227 49 of the children with interpretable results (49.5%) had GERD according to RI,

228 The method produces easily interpretable results because of its focus on subnetwork

229 Interpretable results can be obtained on more than 96% o

230 Of these, 58 patients displaying interpretable results constituted the study group.

231 Interpretable results emerged for 95% of the SNPs (nearl

232 ound that our methods yielded consistent and interpretable results for these three data sets.

233 We demonstrated that DOLite results in more interpretable results than DO for gene-disease associati

234 stimate in a consistent framework, providing interpretable results that meaningfully deal with enviro

235 This assay generates robust and easily interpretable results that provide direct experimental e

236 oposed methods offer improved power and more interpretable results when compared to traditional metho

237 Out of the 67 isolates that gave interpretable results, 23 different spoligopatterns were

238 It produces easily interpretable results, can represent abrupt and gradual

239 with anti-VEGF Ab (bevacizumab) yielded less interpretable results, probably because of endothelial t

240 In addition to outputting meaningful and interpretable results, we demonstrate in a variety of da

241 d experimental design that will yield clean, interpretable results.

242 g, necessary tasks for establishing robustly interpretable results.

243 certain standards of study design to lead to interpretable results.

244 ssignment changed, providing more clinically interpretable results.

245 hers to generate biologically meaningful and interpretable results.

246 Equally important will be the ethical and interpretable return of results to practicing oncologist

247 joint analysis of V1 and S1 profiles outputs interpretable RNA structure states, while approaches tha

248 The proportion of results classified as interpretable rose from 52 to 100% (P < 0.001).

249 in the (non)substrates and incorporated into interpretable rule-based models.

250 ression data is to extract accurate, readily interpretable rules providing biological insight as to h

251 ision trees have the advantage of generating interpretable rules with robust estimates of prediction

252 1 led to a series of oxadiazoles possessing interpretable SAR and potencies as much as 500-fold grea

253 eries are immediately identified that convey interpretable SAR information in isolation or in the str

254 All subjects with interpretable scans (N=41) had normal MIBI uptake.

255 d biases in the data, yielding statistically interpretable scores for the probability of nucleotide m

256 these data instantly accessible in an easily interpretable, searchable and reusable manner and thus o

257 16 to 0.53 mSv), yielding 96.9% (436 of 450) interpretable segments.

258 mposition methods provides more complete and interpretable sequence information and yielded >93% sequ

259 The analysis of interpretable sequences revealed that 55/65 dried salted

260 imulation patterns and provides a simple and interpretable set of computations that can be used to ch

261 individual sequence data as an accurate and interpretable signal, we developed F-Seq, a software pac

262 hroic spectroscopy, which provides an easily interpretable signal.

263 h molecular data analytics that can discover interpretable single-subject signals (N-of-1).

264 Both algorithms can yield sparse and interpretable solutions.

265 The model produces highly interpretable, spatially-circumscribed topics that enabl

266 Highly sensitive and easily interpretable spectra were obtained through post-column

267 w Bayesian statistics, which provide clearly interpretable statements about probabilities that the va

268 showing that the results yield powerful and interpretable statistics on the quantities of interest.

269 d HRQOL data from each study into clinically interpretable statistics.

270 Euclidean space, oriented to yield the most interpretable structure with respect of the Munsell colo

271 is of post-implantation variables, the first interpretable study (</=6 months) was used.

272 ecular interactions to find high-confidence, interpretable subnetworks that best explain the data.

273 fect estimates were not consistent or easily interpretable, suggesting that they were perhaps due to

274 Graphical views provide easily interpretable summaries of large quantities of data, and

275 over these interrelations and to generate an interpretable summary of the massive datasets of the ENC

276 to EHR to provide physicians with real time (interpretable) support.

277 One goal was to see if a few DSM-interpretable symptom dimensions economically captured i

278 and organizing such information into easily interpretable tabular format outputs.

279 ide quantification tool and provides readily interpretable tandem mass spectra for de novo peptide se

280 Interpretable techniques known as white box methods incl

281 chine learning methods, ranging from simpler interpretable techniques to complex (non-linear) "black-

282 g is complementary to, and often more easily interpretable than information provided by global molecu

283 d IMS-MS does not yield spectra more readily interpretable than pure MS spectra.

284 ffect predictions that are more accurate and interpretable than those of alternative tools.

285 the distributed-resources model and is more interpretable theoretically.

286 modynamic analysis does not directly provide interpretable thermodynamic parameters.

287 mplex data into meaningful concepts that are interpretable to healthcare givers to make use of them.

288 st of both worlds: it grows a single, highly interpretable tree that has the high accuracy of ensembl

289 erotonin receptors are complex and cannot be interpretable uniquely as NGF losing its ability to indu

290 h a given genetic variant, as a biologically interpretable unit for quantifying the effect size of ci

291 ures, and at the same time allows for easily interpretable visualizations of the most significant dif

292 f gene fusion products and generating easily interpretable visualizations.

293 They provide a simple but elegant and interpretable way to model certain kinds of nonlinear re

294 iple phenotypes simultaneously in a fast and interpretable way.

295 ex "omics" data in an interactive and easily interpretable way.

296 To ensure that our models remain interpretable, we use feature selection to identify a sm

297 ial to calculate, and results are not easily interpretable when analyzing more than a handful of sequ

298 patterns), whereas dietary factors were less interpretable with the use of PCA (smaller median of fac

299 rectly, GG causality estimates alone are not interpretable without examining the component behaviors

300 5 female ET patients investigated, 61 had an interpretable XCIP, and a clonal pattern was observed in