Table 1_Cost shifting or cost cutting by hospitals as a response to reimbursement reform? The case of diagnosis-related groups (DRG) scheme in China.docx حسب Jiabi Wang (9677192)

"…In 2018, both Nanchang and Ganzhou Cities in Jiangxi Province installed DRG information systems, but only Nanchang fully implemented the DRG system during the 2019–2020 pilot period.…"

MCCN Case Study 3 - Select optimal survey locality حسب Donald Hobern (21435904)

"…</p><p dir="ltr">This is a simple implementation that uses four environmental attributes imported for all Australia (or a subset like NSW) at a moderate grid scale:</p><ol><li>Digital soil maps for key soil properties over New South Wales, version 2.0 - SEED - see <a href="https://esoil.io/TERNLandscapes/Public/Pages/SLGA/ProductDetails-SoilAttributes.html" target="_blank">https://esoil.io/TERNLandscapes/Public/Pages/SLGA/ProductDetails-SoilAttributes.html</a></li><li>ANUCLIM Annual Mean Rainfall raster layer - SEED - see <a href="https://datasets.seed.nsw.gov.au/dataset/anuclim-annual-mean-rainfall-raster-layer" target="_blank">https://datasets.seed.nsw.gov.au/dataset/anuclim-annual-mean-rainfall-raster-layer</a></li><li>ANUCLIM Annual Mean Temperature raster layer - SEED - see <a href="https://datasets.seed.nsw.gov.au/dataset/anuclim-annual-mean-temperature-raster-layer" target="_blank">https://datasets.seed.nsw.gov.au/dataset/anuclim-annual-mean-temperature-raster-layer</a></li></ol><h4><b>Dependencies</b></h4><ul><li>This notebook requires Python 3.10 or higher</li><li>Install relevant Python libraries with: <b>pip install mccn-engine rocrate</b></li><li>Installing mccn-engine will install other dependencies</li></ul><h4><b>Overview</b></h4><ol><li>Generate STAC metadata for layers from predefined configuratiion</li><li>Load data cube and exclude nodata values</li><li>Scale all variables to a 0.0-1.0 range</li><li>Select four layers for comparison (soil organic carbon 0-30 cm, soil pH 0-30 cm, mean annual rainfall, mean annual temperature)</li><li>Select 10 random points within NSW</li><li>Generate 10 new layers representing standardised environmental distance between one of the selected points and all other points in NSW</li><li>For every point in NSW, find the lowest environmental distance to any of the selected points</li><li>Select the point in NSW that has the highest value for the lowest environmental distance to any selected point - this is the most different point</li><li>Clean up and save results to RO-Crate</li></ol><p><br></p>…"

Qualitative Dataset (2025) of Embedded Researcher Reflections (Anonymised) حسب Oliver Hamer (8445342)

"…The researchers were embedded within a local authority pilot which included a complex multi-system physical activity intervention in the North West of England. …"

Table 1_Development and testing of an online course on the second victim phenomenon: a three-dimensional evaluation and proof of concept.docx حسب Tobias Bexten (22363990)

"…</p>Conclusion<p>This pilot study demonstrated that a structured online course can effectively improve knowledge and awareness of SVP among HCPs. …"

Neural-Signal Tokenization and Real-Time Contextual Foundation Modelling for Sovereign-Scale AGI Systems حسب Lakshit Mathur (20894549)

"…</p><p dir="ltr"><b>Availability</b> — The repository includes LaTeX sources, trained model checkpoints, Python/PyTorch code, and synthetic datasets. Data are released under a Creative Commons Attribution-NonCommercial-4.0 (CC BY-NC 4.0) license; code under MIT License.…"

Gene Editing using Transformer Architecture حسب Rishabh Garg (5261744)

"…., the H-Bot sequence), it facilitates on-screen gene editing, enabling targeted mutations or the insertion of desired genes. Implementation requires Python and deep learning frameworks like TensorFlow or PyTorch, with optional use of Biopython for genetic sequence handling. …"

Supervised Classification of Burned Areas Using Spectral Reflectance and Machine Learning حسب Baptista Boanha (22424668)

"…Six Python scripts are provided, each implementing a distinct machine learning algorithm—Random Forest, k-Nearest Neighbors (k-NN), Multi-Layer Perceptron (MLP), Decision Tree, Naïve Bayes, and Logistic Regression. …"

Numerical analysis and modeling of water quality indicators in the Ribeirão João Leite reservoir (Goiás, Brazil) حسب Amanda Bueno de Moraes (22559249)

"…The code implements a statistical–computational workflow for parameter selection (VIF, Bartlett and KMO tests, PCA and FA with <i>varimax</i>) and then trains and evaluates machine-learning models to predict three key physico-chemical indicators: turbidity, true color, and total iron. …"

Using artificial intelligence in the development of diagnostic models of coronary artery disease based on ECG features: A scoping review حسب Rong Yang (21661040)

"…</p><p dir="ltr">Extracted Fields:</p><table><tr><td><p dir="ltr">​​Category​​</p></td><td><p dir="ltr">​​Variables​​</p></td></tr><tr><td><p dir="ltr">Study Metadata​​</p></td><td><p dir="ltr">Authors, year, country, design, objectives</p></td></tr><tr><td><p dir="ltr">Population & Data Source​​</p></td><td><p dir="ltr">Cohort characteristics (age, sex), database (e.g., PTB-XL), sample size</p></td></tr><tr><td><p dir="ltr">AI Model Details​​</p></td><td><p dir="ltr">Algorithm (e.g., 1D-CNN, SVM), ECG features (e.g., QTc, spectral entropy)</p></td></tr><tr><td><p dir="ltr">Performance & Validation​​</p></td><td><p dir="ltr">Metrics (Acc, Sens, Spec), validation method (internal/external), generalizability</p></td></tr><tr><td><p dir="ltr">Critical Appraisal​​</p></td><td><p dir="ltr">Clinical relevance, limitations, implementation barriers</p></td></tr></table><p dir="ltr">7. …"

Supplementary file 1_Patient and clinician perspectives on pharmacogenetic testing for antipsychotics.docx حسب Maria Richards-Brown (22400587)

"…Therefore, understanding stakeholder perspectives on acceptability is critical.</p>Methods<p>This pilot study is part of ‘GEMS’ (Genetics and Environment in Mental Health Study), which investigates pharmacogenetic testing for psychosis. …"

Data from: Circadian activity predicts breeding phenology in the Asian burying beetle <i>Nicrophorus nepalensis</i> حسب Hao Chen (20313552)

"…</p><p dir="ltr">The dataset includes:</p><ol><li>Raw locomotor activity measurements (.txt files) with 1-minute resolution</li><li>Breeding experiment data (Pair_breeding.csv) documenting nest IDs, population sources, photoperiod treatments, and breeding success</li><li>Activity measurement metadata (Loc_metadataset.csv) containing detailed experimental parameters and daily activity metrics extracted using tsfresh</li></ol><p dir="ltr">The repository also includes complete analysis pipelines implemented in both Python (3.8.8) and R (4.3.1), featuring:</p><ul><li>Data preprocessing and machine learning model development</li><li>Statistical analyses</li><li>Visualization scripts for generating Shapley plots, activity pattern plots, and other figures</li></ul><p></p>…"

Characteristics of patients. حسب Morgan B. Krauter (20577357)

"…</p><p>Methods</p><p>This review followed the scoping review framework proposed by Arksey and O’Malley and PRIMSA-ScR. …"

PRISMA flow diagram. حسب Morgan B. Krauter (20577357)

"…</p><p>Methods</p><p>This review followed the scoping review framework proposed by Arksey and O’Malley and PRIMSA-ScR. …"

Characteristics of included studies. حسب Morgan B. Krauter (20577357)

"…</p><p>Methods</p><p>This review followed the scoping review framework proposed by Arksey and O’Malley and PRIMSA-ScR. …"

PlayMyMath UK data حسب Nina Polytimou (10236914)

"…In this study, we tested the feasibility of PlayMyMath in UK schools, an innovative EdTech approach that combines the teaching of fractions with the building of musical rhythms. We employed a mixed-methods approach: a qualitative strand explored implementation of PlayMyMath with teaching staff and a quasi-experimental pretest/post-test design study examined whether PlayMyMath can improve fraction skills in Year 4 students in the UK. …"

Void-Center Galaxies and the Gravity of Probability Framework: Pre-DESI Consistency with VGS 12 and NGC 6789 حسب Jordan Waters (21620558)

"…<br><br><br><b>ORCID ID: https://orcid.org/0009-0009-0793-8089</b><br></p><p dir="ltr"><b>Code Availability:</b></p><p dir="ltr"><b>All Python tools used for GoP simulations and predictions are available at:</b></p><p dir="ltr"><b>https://github.com/Jwaters290/GoP-Probabilistic-Curvature</b><br><br>The Gravity of Probability framework is implemented in this public Python codebase that reproduces all published GoP predictions from preexisting DESI data, using a single fixed set of global parameters. …"

Table 1_The impact of diagnosis-related group-based medical insurance payment model on the prognosis and nursing care of patients undergoing composite trabeculectomy: a retrospecti... حسب Yu Wang (12152)

"…Background<p>The implementation of Diagnosis-Related Groups (DRG) in China’s medical insurance payment system commenced in May 2019, with 30 pilot cities being selected, including Kunming City of Yunnan Province. …"

Genomic Surveillance of Pemivibart (VYD2311) Escape-Associated Mutations in SARS-CoV-2: December 2025 BioSamples (n=2) حسب Tahir Bhatti (20961974)

"…Full source code and version details are available upon request.…"

Table 2_Developing a digital phenotype to subdivide adult immunosuppressed COVID-19 outcomes within the English Primary Care Sentinel Network.xlsx حسب Meredith Leston (20380737)

"…A clinically meaningful and computerised medical record (CMR) compatible method to subdivide immunosuppressed COVID-19 data is urgently needed.…"

Refining processing of positive memories technique: client perspectives on components, format, and feasibility حسب Madeline M. Rodenbaugh (22401823)

"…While initial findings of pilot PPMT studies are promising, further refinement of PPMT is needed to optimize its effectiveness and applicability.…"