Supplementary material for 'Automatic pavement texture recognition using lightweight few-shot learning' by Shuo Pan (16488046)

“…Comparative experiments show that the lightweight model with GAP implemented on dense layers and one-dimensional convolution on convolutional layers reduced storage volume by 94% and training time by 99%, despite a 2.9% decrease in classification accuracy. Moreover, the model with only GAP implemented on dense layers achieved the highest accuracy at 93.5%, while reducing storage volume and training time by 83% and 6%, respectively.This article is part of the theme issue 'Artificial intelligence in failure analysis of transportation infrastructure and materials'.…”

PLL binding increases the lifetime <i>τ_P</i> of OPg dimers. by Yuri N. Antonenko (241873)

“…The best fit is attained with the parameters: A₁ = 6.7%, τ_P1 = 0.53 s, A₂ = 6.2%, τ_P2 = 19.5 s. …”

Defective ER and Golgi in <i>γCOP</i> embryos. by Satish Arcot Jayaram (87616)

“…The SG intraluminal matrix is indicated by an asterix in (O) and (P). Scale bars are 10 µm (A–H, K–N), 0.5 µm in (I–J) and 1 µm in (O, P).</p>…”

Choice asymmetry. by Tahra L. Eissa (13119352)

“…Bold markers and errorbars are bootstrapped means and 95% confidence intervals. Filled markers denote a significant population shift away from 0.5 (<i>p</i> < 0.05). …”

DataSheet_1_Incomplete Plasmodium falciparum growth inhibition following piperaquine treatment translates into increased parasite viability in the in vitro parasite reduction ratio... by Annabelle Walz (8053880)

“…In this parasite isolate, incomplete growth inhibition translated to only a 2.5-fold increase in IC₅₀ but a dramatic decrease of parasite killing in the PRR assay. …”

Effects of manipulating TLR signaling on neuronal survival. by Nicole Forgione (147275)

“…Bars represent the mean + s.d. (n = 5) for all groups. Asterisk (*) indicates treatment groups showing significant differences using a one-way ANOVA and a <i>post hoc</i> Tukey-Kramer MSD test. …”

3D and 2D Projections of Pareto Front. by Marko Budinich (3740380)

“…It is evident that a decrease in the growth rate of one organism results in an increase in that of the other two, but not necessarily in equal proportions (see <a href="http://www.plosone.org/article/info:doi/10.1371/journal.pone.0171744#pone.0171744.s003" target="_blank">S1 Video</a> for an animated view). …”

Development of Poly (butylene adipate-co-terephthalate) Filled with Montmorillonite-Polypyrrole for Pressure Sensor Applications by Bruna dos Santos Rosa (6302249)

“…The PBAT/Mt-PPy displays a very sharp insulator-conductor transition and its percolation threshold was reached at 6.5 wt% of Mt-PPy, which was lower than that for PBAT/PPy (11.0 wt% of PPy). …”

Data_Sheet_1_Operant Assessment of DMTP Spatial Working Memory in Mice.docx by Jasper Teutsch (7311953)

“…Its frequent and pharmacoresistent impairment in mental health disorders urges the development of rodent paradigms through back-translation of human WM tests, ideally avoiding the confounds of alternation-based assays. Here we show, that mice can acquire a delayed-matching-to-position (DMTP) operant spatial WM (SWM) paradigm that is akin to the combined attention and memory (CAM) task previously developed for rats, and that relies on a 5-choice wall [5-CSWM, 5-choice based operant testing of SWM (5-CSWM)]. …”

Schematic model of darkness-responsive proteins in chloroplasts of <i>Arabidopsis</i> leaves. by Jing Wang (1228470)

“…The solid line means one step. The dot line means multiple steps. A, Photosynthesis and chlororespiration; B, Chlorophyll synthesis; C, Calvin cycle; D, Transcription; E, Protein synthesis, folding and degradation; F, Fransportation; G, JA signaling; Abbreviations: ADPGlu, ADPglucose; AOC4, allene oxide cyclase 4; AOS, allene oxide synthase; CCL, CCR-like; Chlide, chlorophyllide; CP26, chlorophyll a-b binding protein; CPOX, Coproporphyrinogen-III oxidase 1; CRD1, Magnesium-protoporphyrin IX monomethyl ester [oxidative] cyclase; CYP20-3, cyclophilin 20–3; Cytb6f, cytochrome b6/f; DEG8, Protease DEG 8; DHAP, dihydroxyacetone phosphate; 12,13-EOT, 12,13-epoxy-octadecatrienoic acid; F6P, fructose-6-phosphate; F1,6BP, fructose-1,6-bisphosphate; FBA, fructose-bisphosphate aldolase; FBA3, probable fructose-bisphosphate aldolase 3; Fd, sulfite reductase [ferredoxin]; FKBP16-1, peptidyl-prolylcis-trans isomerase FKBP16-1; FKBP16-4, peptidyl-prolylcis-trans isomerase FKBP16-4; FKBP19, peptidyl-prolylcis-trans isomerase FKBP19; FNR, Fd:NADP⁺ oxidoreductase; FtsH, FtsH extracellular protease family protein; FUG1 Translation initiation factor IF-2; Glu6P, Glucose-6-phosphate; GSH, glutathione; KEA3, K+ efflux antiporter 3; LHCA2, Photosystem I light harvesting complex gene2 protein; LHCB1, light-harvesting chlorophyll protein complex II subunit B1; Mg-Proto, Mg-protoporphyrin; OPDA, (+)-12-oxophytodienoic acid; Pchlide, protochlorophyllide; PDE322, chloroplast RNA-binding protein 33; PEP, phosphoenolpyruvic acid; PEPCK, phosphoenolpyruvate carboxylase family protein; 1,3PGA, 1,3-bisphospoglycerate; 3PGA, 3-phosphoglycerate; PGRL1, PGR5-like protein 1; PHT2;1, inorganic phosphate transporter 2–1; PKP1, Plastidial pyruvate kinase 1; POR, Protochlorophyllide reductase like protein; PQ, plastoquinone pool; Proto-IX, protoporphyrin-IX; PSAA, photosystem I P700 chlorophyll a apoprotein A1; PSB33, Rieske (2Fe-2S) domain-containing protein; PsbP, photosystem II subunit P; PsbQ, photosystem II subunit Q; PSRP2, RNA-binding (RRM/RBD/RNP motifs) family protein; pTAC5, plastid transcriptionally active 5; PTOX, plastid terminal oxidase; R5P, ribulose-5-phosphate; RBP31, 31-kDa RNA binding protein; RRF, ribosome-recycling factor; RuBisCO, ribulose bisphosphate carboxylase; RuBP, Ribulose-1,5-bisphosphate; SBPase, sedoheptulose-1,7-bisphosphatase; SCY1, preprotein translocase subunit SCY1; Sd7P, sedoheptulose-7-phosphate; Sd1,7bP, sedoheptulose-1,7-bisphosphate; STN7, serine/threonine-protein kinase STN7; STN8, serine/threonine-protein kinase STN8; TAL, transaldolase-like protein; TGA, transcription factors; Toc64, Outer envelope protein 64; TPI, triosephosphate isomerase; TPT, triose phosphate/phosphate translocator; Triose P, Glyceraldehyde 3-phosphate; TROL, thylakoid rhodanese-like protein; TRX, thioredoxins; Xy5P, xylulose-5-phosphate.…”

Data Sheet 3_Identification of telomere-related gene subtypes and prognostic signatures in osteosarcoma.xlsx by Zhaoguang Song (20778602)

“…High-risk group was correlated with inferior prognosis of OS patients, and risk score model was correlated with TME. Finally, we discovered that expression of PDK2, PPARG, MORC4, SP110, TERT and MAP3K5 was significantly decreased in OS cells.…”

Image 1_Identification of telomere-related gene subtypes and prognostic signatures in osteosarcoma.jpeg by Zhaoguang Song (20778602)

“…High-risk group was correlated with inferior prognosis of OS patients, and risk score model was correlated with TME. Finally, we discovered that expression of PDK2, PPARG, MORC4, SP110, TERT and MAP3K5 was significantly decreased in OS cells.…”

Data Sheet 2_Identification of telomere-related gene subtypes and prognostic signatures in osteosarcoma.xlsx by Zhaoguang Song (20778602)

“…High-risk group was correlated with inferior prognosis of OS patients, and risk score model was correlated with TME. Finally, we discovered that expression of PDK2, PPARG, MORC4, SP110, TERT and MAP3K5 was significantly decreased in OS cells.…”

Data Sheet 1_Identification of telomere-related gene subtypes and prognostic signatures in osteosarcoma.xlsx by Zhaoguang Song (20778602)

“…High-risk group was correlated with inferior prognosis of OS patients, and risk score model was correlated with TME. Finally, we discovered that expression of PDK2, PPARG, MORC4, SP110, TERT and MAP3K5 was significantly decreased in OS cells.…”

Categorising trajectories and individual item changes of the North Star Ambulatory Assessment in patients with Duchenne muscular dystrophy by Francesco Muntoni (228210)

“…Using the NorthStar Clinical Network database, 395 patients with >1 NSAA assessment were identified. We utilised latent class trajectory analysis of longitudinal NSAA scores, which produced evidence for at least four clusters of boys sharing similar trajectories versus age in decreasing order of clinical severity: 25% of the boys were in cluster 1 (NSAA falling to ≤ 5 at age ~10y), 35% were in cluster 2 (NSAA ≤ 5 ~12y), 21% in were cluster 3 (NSAA≤ 5 ~14y), and 19% in cluster 4 (NSAA > 5 up to 15y). …”

Predictors of high hospital care and medication costs and cost trajectories in community-dwellers with Alzheimer’s disease by Joosep Kalamägi (7203953)

“…<p>We studied the determinants of high healthcare costs (highest decile of hospital care and medication costs) and cost trajectories among all community-dwellers with clinically verified Alzheimer’s disease (AD), diagnosed during 2005–2011 in Finland (<i>N</i> = 70,531).…”

Table 2_The impact of long-term trends in continuity of care on the medical expenses of hypertensive patients: based on group-based trajectory model.xlsx by Yanqiu Du (6817550)

“…Patients in the high-level maintenance group incurred the lowest annual medical expenses (mean range: ¥3,786–¥5,088), while the low-level maintenance group exhibited the highest (mean range: ¥6,450–¥10,321). …”

Effects of oral florfenicol and azithromycin on gut microbiota and adipogenesis in mice by Rui Li (4631)

“…The two experimental groups were administered florfenicol or azithromycin at 5 mg/kg/day for four weeks. Body weight was measured weekly. …”

Phosphate Binding with Sevelamer Preserves Mechanical Competence of Bone Despite Acidosis in Advanced Experimental Renal Insufficiency by Jarkko Jokihaara (94570)

“…</p><p>Methods</p><p>Forty-eight 8-week-old rats were assigned to surgical 5/6 nephrectomy (CRI) or renal decapsulation (Sham). …”

Table 1_The impact of long-term trends in continuity of care on the medical expenses of hypertensive patients: based on group-based trajectory model.docx by Yanqiu Du (6817550)

“…Patients in the high-level maintenance group incurred the lowest annual medical expenses (mean range: ¥3,786–¥5,088), while the low-level maintenance group exhibited the highest (mean range: ¥6,450–¥10,321). …”