Providing the CR. حسب Albatoul Almohana (20370514)

"…They notably lack the provision for direct communication and knowledge transfer between doctors from different hospitals. Therefore, this paper introduces a pioneering Blockchain-based Unified Medical Consultancy Service (B-UMCS) that leverages blockchain’s robustness to revolutionize telehealth services by (a) alleviating the shortage of medical expertise through facilitating the interconnection of physicians from diverse hospitals and geographical areas onto a consolidated platform, (b) promoting the seamless sharing of medical consultations, electronic health records (EHRs), and expert insights while upholding rigorous security and privacy protocols, (c) integrating the inherent security mechanisms of blockchain with the distributed data storage functionality offered by the Interplanetary File System (IPFS). …"

Uploading the EHR. حسب Albatoul Almohana (20370514)

"…They notably lack the provision for direct communication and knowledge transfer between doctors from different hospitals. Therefore, this paper introduces a pioneering Blockchain-based Unified Medical Consultancy Service (B-UMCS) that leverages blockchain’s robustness to revolutionize telehealth services by (a) alleviating the shortage of medical expertise through facilitating the interconnection of physicians from diverse hospitals and geographical areas onto a consolidated platform, (b) promoting the seamless sharing of medical consultations, electronic health records (EHRs), and expert insights while upholding rigorous security and privacy protocols, (c) integrating the inherent security mechanisms of blockchain with the distributed data storage functionality offered by the Interplanetary File System (IPFS). …"

Contract transaction details. حسب Albatoul Almohana (20370514)

"…They notably lack the provision for direct communication and knowledge transfer between doctors from different hospitals. Therefore, this paper introduces a pioneering Blockchain-based Unified Medical Consultancy Service (B-UMCS) that leverages blockchain’s robustness to revolutionize telehealth services by (a) alleviating the shortage of medical expertise through facilitating the interconnection of physicians from diverse hospitals and geographical areas onto a consolidated platform, (b) promoting the seamless sharing of medical consultations, electronic health records (EHRs), and expert insights while upholding rigorous security and privacy protocols, (c) integrating the inherent security mechanisms of blockchain with the distributed data storage functionality offered by the Interplanetary File System (IPFS). …"

Proposed system. حسب Albatoul Almohana (20370514)

"…They notably lack the provision for direct communication and knowledge transfer between doctors from different hospitals. Therefore, this paper introduces a pioneering Blockchain-based Unified Medical Consultancy Service (B-UMCS) that leverages blockchain’s robustness to revolutionize telehealth services by (a) alleviating the shortage of medical expertise through facilitating the interconnection of physicians from diverse hospitals and geographical areas onto a consolidated platform, (b) promoting the seamless sharing of medical consultations, electronic health records (EHRs), and expert insights while upholding rigorous security and privacy protocols, (c) integrating the inherent security mechanisms of blockchain with the distributed data storage functionality offered by the Interplanetary File System (IPFS). …"

Block data structure. حسب Albatoul Almohana (20370514)

"…They notably lack the provision for direct communication and knowledge transfer between doctors from different hospitals. Therefore, this paper introduces a pioneering Blockchain-based Unified Medical Consultancy Service (B-UMCS) that leverages blockchain’s robustness to revolutionize telehealth services by (a) alleviating the shortage of medical expertise through facilitating the interconnection of physicians from diverse hospitals and geographical areas onto a consolidated platform, (b) promoting the seamless sharing of medical consultations, electronic health records (EHRs), and expert insights while upholding rigorous security and privacy protocols, (c) integrating the inherent security mechanisms of blockchain with the distributed data storage functionality offered by the Interplanetary File System (IPFS). …"

Block components. حسب Albatoul Almohana (20370514)

"…They notably lack the provision for direct communication and knowledge transfer between doctors from different hospitals. Therefore, this paper introduces a pioneering Blockchain-based Unified Medical Consultancy Service (B-UMCS) that leverages blockchain’s robustness to revolutionize telehealth services by (a) alleviating the shortage of medical expertise through facilitating the interconnection of physicians from diverse hospitals and geographical areas onto a consolidated platform, (b) promoting the seamless sharing of medical consultations, electronic health records (EHRs), and expert insights while upholding rigorous security and privacy protocols, (c) integrating the inherent security mechanisms of blockchain with the distributed data storage functionality offered by the Interplanetary File System (IPFS). …"

Transcription factor of Key regulator genes. حسب Kankana Bhattacharjee (20623639)

"…Our analysis revealed 33 key regulators were predominantly enriched in neuroactive ligand-receptor interaction, Cell adhesion molecules, Leukocyte transendothelial migration pathways; positive regulation of cell proliferation, positive regulation of protein kinase B signaling biological functions; G-protein beta-subunit binding, receptor binding molecular functions etc. …"

Gene-drug interaction of the key regulators. حسب Kankana Bhattacharjee (20623639)

"…Our analysis revealed 33 key regulators were predominantly enriched in neuroactive ligand-receptor interaction, Cell adhesion molecules, Leukocyte transendothelial migration pathways; positive regulation of cell proliferation, positive regulation of protein kinase B signaling biological functions; G-protein beta-subunit binding, receptor binding molecular functions etc. …"

Data envelopment analysis clustering: an optimization based machine learning حسب Qingxian An (6837521)

"…<p>Clustering algorithms are commonly used to group units based on their intrinsic characteristics, represented by various features, typically divided into cost features and benefit features. …"

Table1_Comprehensive analysis of IRF8-related genes and immune characteristics in lupus nephritis.DOC حسب Zhibin Yu (1450102)

"…</p>Methods<p>We used differential expression analysis, functional enrichment, protein-protein interaction (PPI) network construction, and the CIBERSORT algorithm for immune infiltration assessment. …"

DataSheet1_Comprehensive analysis of IRF8-related genes and immune characteristics in lupus nephritis.ZIP حسب Zhibin Yu (1450102)

"…</p>Methods<p>We used differential expression analysis, functional enrichment, protein-protein interaction (PPI) network construction, and the CIBERSORT algorithm for immune infiltration assessment. …"

Data Sheet 1_Identification and validation of the nicotine metabolism-related signature of bladder cancer by bioinformatics and machine learning.zip حسب Yating Zhan (5048351)

"…</p>Methods<p>NRGs were collected from MSigDB to identify the clusters associated with nicotine metabolism. …"

Risk prediction for acute kidney disease and adverse outcomes in patients with chronic obstructive pulmonary disease: an interpretable machine learning approach حسب Siqi Jiang (4092664)

"…Eight machine learning algorithms were used, and model performance was evaluated using various metrics. …"

Oryza australiensis species-specific gene and protein candidates حسب Sabrina Morrison (19846869)

"…<i>japonica </i>Illumina read data was extracted from the NCBI (SRR15967546 & SRR15967547) and mapped against the <i>O. australiensis </i>gene list to identify candidate unique coding sequences. …"

Supplementary data حسب Joon Young Kim (22352152)

"…Variables included age, sex, anthropometric measures, thyroid function tests, and prior dosage history. Multiple algorithms were tested, with XGBoost showing the best performance. …"

Table 1_Identification and validation of immune and diagnostic biomarkers for interstitial cystitis/painful bladder syndrome by integrating bioinformatics and machine-learning.docx حسب Tao Zhou (117050)

"…The integration of predictions from the three machine-learning algorithms highlighted three pivotal genes: PLAC8 (AUC: 0.887), S100A8 (AUC: 0.818), and PPBP (AUC: 0.871). …"

Image 2_Construction and clinical visualization application of a predictive model for mortality risk in sepsis patients based on an improved machine learning model.jpeg حسب Ting Chen (15205)

"…</p>Results<p>The improved algorithm significantly outperformed other algorithms on 23 standard test functions. …"

Image 3_Construction and clinical visualization application of a predictive model for mortality risk in sepsis patients based on an improved machine learning model.jpeg حسب Ting Chen (15205)

"…</p>Results<p>The improved algorithm significantly outperformed other algorithms on 23 standard test functions. …"

Image 1_Construction and clinical visualization application of a predictive model for mortality risk in sepsis patients based on an improved machine learning model.jpeg حسب Ting Chen (15205)

"…</p>Results<p>The improved algorithm significantly outperformed other algorithms on 23 standard test functions. …"

Data Sheet 1_Inclusive orchestral music therapy according to the Euterpe Method: a multimodal framework for neurodevelopmental disorders.pdf حسب Tommaso Liuzzi (19956546)

"…This perspective proposes the IncluSive Orchestral mUsic therapy accordiNg to the euterpe methoD (I-SOUND), a clinically adapted orchestral framework structured to integrate three complementary modules: Individual Music Therapy (IMT), an Orchestral Music Therapy module (OMT), and a Multidirectional and Iterative Transfer Process (MIT-P). Developed from the progressive refinement of the Euterpe Method and the pediatric EM Active algorithm, the model is intended to target specific neurofunctional domains and to explore generalization to everyday contexts. …"