Taxonomy of Scholarly Manipulation di Leslie D. McIntosh (5235695)

“...<p dir="ltr">There are three main questions to answer to have a clearer understanding of manipulation in and of scientific scholarship: who or what perpetuated the act (Actors), from where did the information originate (Outlets), and how did they perpetuate the acts (Methods). These classifications offer words and explanations for actions....”

Data Sheet 1_Interleukin-18 in lupus nephritis: a meta-analysis of cytokine signaling dysregulation in immune-mediated nephropathy.docx di Cheng Zhou (307152)

“...Compared with other classifications of LN, IV-LN patients demonstrate the highest serum IL-18 levels....”

Supporting Informantion Table and Figure di Jing Ma (21842357)

“...</p><p dir="ltr">Sequencing data include raw reads, processed feature tables, and taxonomic classifications, while metabolomic data provide quantified metabolite concentrations identified via mass spectrometry....”

<b>Operational and Administrative Challenges of SMEs in Post-COVID Africa: Insights from Zimbabwe</b> di Rudolph Kusangaya (22209643)

“...The dataset includes details of each publication, extracted challenge descriptions, practice recommendations, domain classifications (finance, human resources, marketing, operations, risk, and ICT), and temporal categorization (pre-COVID, post-COVID, or both)....”

Supplementary Materials for Effects of Different Neuromuscular Training Modalities on Balance Performance in Older Adults: A Systematic Review and Network Meta-Analysis di Pengwei Chen (21718649)

“...RoB2</b><br>Detailed documentation of the risk-of-bias evaluation process using the Cochrane RoB2 tool, including decision paths and justifications.</p><p dir="ltr"><b>Supplementary Materials B. ...”

Supplementary Table 2 from Novel Afro-Caribbean Prostate Cancer Model Reveals Ancestry-Specific Drug Vulnerabilities with Therapeutic Implications for Black Patients di Simone Badal (13208448)

“...The table includes gene symbols, descriptions, log2 fold changes, adjusted p-values, and functional classifications. Notable genes include overexpressed AR and underexpressed TNFRSF14 and TIPARP, along with members of growth factor families (VEGFC, FGF2, EGFLAM, HBEGF, and EGFL7) that may influence the cell line's unique response to targeted therapies, particularly its resistance to Olaparib and reduced sensitivity to Enzalutamide....”

Changes in coverage of selected news topics. di Johann D. Gaebler (16979313)

“...<p>An illustration of the changing content of the evening news, using six of the 21 “topic” classifications. Broadcast year is shown on the <i>x</i>-axis, and the proportion of total news time (among non-commercial segments with abstracts) spent on these topics is shown on the <i>y</i>-axis. ...”

<b>Clostridium zhoujianii </b><b>sp. nov.</b><b>, a novel </b><b>g</b><b>ram-negative species isolated from bat feces and its potential public health significance</b> di Jian Zhou (19866375)

“...Table S2: The original prediction results of the complete genome sequence of strain LP20T in the CARD, KEGG, COG, NR, PHI and VFDB databases.Table S3:16S rRNA amplicon sequencing sequences of rectal microbiota from three bat species (n=18).Table S4:The bat sample classifications corresponding to the microbial taxa from the 16S rRNA amplicon sequencing annotation results.Table S5. ...”

Identifying a New Typology of European Health Systems: A Data-Driven Clustering Analysis di Poe Hnin Phyu (21727625)

“...<p dir="ltr">This study addresses the critical need for updated, evidence-based classifications of European health systems that move beyond traditional models. ...”

Inference on Dynamic Spatial Autoregressive Models with Change Point Detection di Zetai Cen (22607122)

“...We further consider two applications of our model in change point detections in spatial autoregressive models, providing theoretical justifications in consistent change point locations estimation and practical implementations. ...”

1_Cooling_centers di eun lee (6585968)

“...Each facility record includes location coordinates, facility names, addresses, operational type classifications (public, private, other, unknown), and detailed facility categories such as libraries, community centers, government offices, senior centers, recreation centers, and religious organizations. ...”

A Cross-Sectional Analysis of Oil Pulling on YouTube Shorts data di Jun Yaung (21748655)

“...The dataset includes a structured spreadsheet listing video URLs, speaker classifications, coded variables, and summary statistics. ...”

Genomic annotation and distribution of tested variants in cis-eQTL analysis. di Xiya Song (12693053)

“...Variants not fitting these classifications were grouped as “other non-coding”. (B) Distribution of variant distances from transcription start sites (TSSs). ...”

Ecological Drought in Central Asia: Predictive Modeling and Projections for 2030 di Omid Shobairi (22317805)

“...The study also provides networked forecasts, threshold-aware hotspot maps, and skill recognition classifications, offering valuable tools for early warning and contingency planning for future droughts....”

Longitudinal dataset of journal data sharing policies across 22 disciplines for 2014 2019 and 2023 di Ui Ikeuchi (527628)

“...The dataset includes journal metadata —such as publishers, ISSN, and Impact Factor—along with detailed policy descriptions and classifications. This longitudinal dataset provides evidence of changes in data sharing requirements over time and enables comparative studies of journal policies. ...”

<b>Framing of the U.S. Withdrawal from the WHO</b> - Dataset di Tran Minh Trung Nguyen (22782419)

“...</p><p dir="ltr">Data collection period: January 20 - April 01, 2025</p><p dir="ltr">Total comments analyzed: 1,378</p><p dir="ltr">Subreddits: r/Conservative, r/Libertarian, r/politics, r/centrist</p><p dir="ltr">Files included:</p><p dir="ltr">- Raw Reddit comments with metadata (post text, timestamps, subreddit, scores)</p><p dir="ltr">- Coded data with frame classifications</p>...”

Data Sheet 1_New rationales for taxing the digital economy: lessons from the OECD Pillar One consultations.docx di Siona Listokin (22176727)

“...A qualitative coding approach was used to identify recurring themes and conceptual justifications for reforming the allocation of taxing rights....”

Multi-Objective Low-Carbon Decision-Making for Building Decoration (Cradle-to-Site Scope) di Dian Xu (22262284)

“...</p><p dir="ltr">Emission_Factors_Table.csv: A consolidated table of all carbon emission factors used, with their units, sources, and justifications.</p><p dir="ltr">BOQ_Extracts_Transport_Assumptions.pdf: Anonymized extracts from the project's bill of quantities and a detailed description of the transport assumptions (as outlined in the supplementary information)....”

Comparative analysis of hospital information recognition metrics between intervention and control groups across six hospitals. di Chao Song (379006)

“...Individual data points represent hospital-specific values (warm colors: intervention hospitals A, C, F; cool colors: control hospitals B, D, E), dashed horizontal lines indicate group medians with percentage values labeled, vertical lines show full data ranges, and statistical summaries below each panel report Cohen’s d effect sizes with 90% confidence intervals (derived from 5000 bootstrap resamples) alongside clinical significance classifications based on magnitude-based inference thresholds (trivial: |d| < 0.2; small: 0.2 ≤ |d| < 0.5; moderate: 0.5 ≤ |d| < 0.8; large: |d| ≥ 0.8), where beneficial effects indicate >75% probability of exceeding the minimal clinically important difference threshold (d = 0.2)....”

Figure 1 from Biological Misinterpretation of Transcriptional Signatures in Tumor Samples Can Unknowingly Undermine Mechanistic Understanding and Faithful Alignment with Preclinica... di Natalie C. Fisher (15046025)

“...<b>D,</b> Heatmap of MCP-counter scores for the FACS validation cohort. <b>E,</b> CMS classifications (using CMSclassifier) for the matched epithelium and stroma samples in the LCM discovery cohort. ...”