Sen Lin
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Articles by Sen Lin
Supply chain-oriented mergers and acquisitions and inventory turnover in manufacturing firms: evidence from China
Abstract Supply chain mergers and acquisitions (M&A) can alter operations at connected firms outside the transaction. Using panel data on Chinese A-share listed firms from 2010 to 2023, we examine upstream supplier and downstream customer M&A in relation to focal-firm inventory turnover. Resource Dependence Theory and Transaction Cost Economics motivate competing dependence and coordination pathways. Expanded firm and year fixed-effects models show positive associations for both directions.
Skin-mimetic adaptive gradient electrode for ambulatory noninvasive brain-computer interfaces
Abstract Noninvasive brain–computer interfaces (BCIs) need stable, comfortable electrodes for long-term wear. Current rigid or uniformly soft electrodes suffer from scalp mismatch, causing motion artifacts and short operation times. Inspired by human skin’s gradient structure, we created a skin-mimetic adaptive gradient electrode (AGE). Based on the Marangoni effect, we induced heterogeneous crosslinking in the hydrogel within a gradient temperature field.
Charge heterogenized PtFe clusters defy activity–selectivity trade-offs in propane dehydrogenation
Abstract Propane dehydrogenation is a pivotal industrial reaction, yet its efficiency is fundamentally constrained by the persistent scaling relation between propane activation and propylene desorption. Here, we transcend this compromise by deliberately constructing charge-state heterogeneity of silica-supported subnanometric PtFe clusters.
Training LLMs for Multi-Agent Collaboration with Verifiable Information Rewards
Published on Oct 13 · Submitted by Keru Chen on Oct 15 Abstract Effective collaboration among large language model (LLM) agents in multi-agent systems requires sharing relevant evidence, requesting missing information, and incorporating teammates' contributions into decisions. Training these behaviors is challenging because final task outcomes provide limited feedback on the value of individual messages.
AI beyond average: from chatting to collaborating
How context, skills, and feedback turn the same model into a different kind of collaborator Press enter or click to view image in full size For the past two years, I have been using AI agents to improve the way I work and design. One question has kept coming back: Since everyone gets the same model, why are the results so different? I kept seeing people like Amanda Askell and Andrej Karpathy use AI in refreshing ways.
A CT-enhanced multi-modal framework for predicting early conversion to arthroplasty in patients with intracapsular hip fractures
Abstract Intracapsular hip fractures are a leading cause of disability in young and middle-aged adults and are associated with high failure and reoperation rates. Accurate preoperative prediction of conversion to arthroplasty is crucial for quantifying individual prognosis and potentially informing individualized, clinician-led treatment decisions. Yet models built solely on structured electronic health records (EHRs) are insufficient.
Zinc Hexacyanoferrate Nanoenzymes Attenuate Neuroinflammation After Spinal Cord Injury by Modulating Mitochondrial Function and Microglial Polarization
Back to Journals » International Journal of Nanomedicine » Volume 21 Authors Liu R , Luo Y, Lin S Received 14 July 2026 Accepted for publication 12 October 2026 Published 16 October 2026 Volume 2026:21 638767 DOI https://doi.org/10.2147/IJN.S638767 Checked for plagiarism Yes Review by Single anonymous peer review Peer reviewer comments 2 Editor who approved publication: Dr RDK Misra Ruifang Liu,1 Yu Luo,1 Sen Lin2 1School of Rehabilitation Medicine, Gannan Medical University, Ganzhou,...
Extract any website's design DNA
Point your AI agent at any website. Get back a complete design breakdown — colors, type, spacing, and the reasoning behind every decision — ready to use in your next build.
Extract any website's design DNA
The part I'd try first is running this on a messy personal portfolio, then using the breakdown as a prompt for a redesign instead of starting from a blank style guide. I like that it tries to explain why the spacing and type choices work, not just list tokens. Does Taste Lab keep a reusable brief/history for a site, or is each scan meant to be a fresh one-off export?
How to make Claude Code follow your design system in Figma
How to make Claude Code follow your design system in Figma 4 Skills that bind every value to your design system, so you can actually iterate on what Claude builds. Press enter or click to view image in full size Claude Code can now write directly to the Figma canvas through . You describe an interface in natural language; it builds it. Visually, the result can be pixel-perfect.
Noise-resilient spatial–channel refinement for robust remote photoplethysmography
Abstract Introduction: Remote photoplethysmography (rPPG) enables non-contact heart rate measurement from facial videos with growing health monitoring applications. Despite advances in deep learning methods, most existing approaches lack task-specific feature refinement across spatial and channel dimensions, which can dilute pulsatile information. Methods: We propose two key contributions to address this challenge.
Comprehensive genome editing and signaling pathway engineering evolve potent and safe adenoviral producer cell
Abstract Dramatic attention has been drawn to adenovirus as a vehicle for vaccine and cancer therapy, due to the capabilities of annihilating tumor cells and stimulating host immune response. However, few producer cells are perfect for adenoviral manufacture.
SLC38A4 promotes Kupffer cell phagocytosis and suppresses tumor liver metastasis
Abstract Metastasis is the main cause of cancer-related death. The liver is an organ with high metastatic tropism for various malignancies. Hepatic-resident macrophage Kupffer cells are the major non-parenchymal cells in the liver that phagocytize disseminated tumor cells to restrict liver metastasis. However, the critical molecules that modulate phagocytosis of tumor cells by Kupffer cells are still largely unknown.
Becoming an AI-native designer
i. Developing a “design sense” inside code Designers have always carried a particular frustration: you can imagine it, but you can’t build it. Or more precisely: what you produce and what actually runs are never quite the same thing. Press enter or click to view image in full size Landscape of AI tools for UX design Figma is a great tool. It slows you down and forces you to think, because it’s a middle layer.
Bridging the Gap in Chinese Legal Conflict Review: A Dataset, Benchmark Tasks, and Framework
Abstract Natural language processing has enabled rapid progress in legal artificial intelligence, but automated review of conflicts between superior and subordinate laws remains largely unexplored. Maintaining consistency across legal hierarchies in Chinese legislation is crucial, yet manual review is labor-intensive and error-prone. To address the absence of systematic research in legal conflict review, this study presents three key contributions.
Fifteen-year real-world pharmacovigilance of multiple sclerosis disease-modifying therapies: adverse event profiles, drug-specific safety signals and clinical implications
Abstract Background: Disease-modifying therapies (DMTs) are the cornerstone of remission-phase management for multiple sclerosis (MS), a prevalent autoimmune neuroinflammatory disorder of the central nervous system. However, their immune-modulating mechanisms carry inherent risks of systemic and neurological adverse events (ADEs), which remain a major barrier to optimal long-term care.
Your AI co-pilot for job hunting
Your AI co-pilot for job hunting 7 followers Your AI co-pilot for job hunting 7 followers Smart job hunting assistant powered by AI. Auto-discover jobs from multiple sources, get AI match scores based on your profile, and generate tailored CVs and cover letters for each role instantly. Track your full application pipeline — from discovery to offer — in one place. Currently available for the Netherlands, Germany, France, Belgium, Switzerland, and the UK. Overview Reviews Built with Team More Free
Nuclear accumulation of PANK4 in hippocampal astrocytes aggravates cuproptosis in association with mild cognitive impairment in aged mice
Abstract Background: Mild cognitive impairment (MCI), a condition that falls somewhere between normal aging and severe cognitive dysfunction (e.g., Alzheimer’s disease), is a common manifestation of the neurocognitive function decline that seniors encounter as they age. The fundamental processes causing its beginning are still not well understood yet.
Deep Learning Analysis Based on Dual-energy CT-Derived Iodine Map for Predicting PD-L1 Expression in Gastric Cancer: A Multicenter Study
Abbreviations CPS (combined positive score) DECT (dual-energy CT) DL (deep learning) DFSigM (deep feature signature model) Enet (elastic net) GC (gastric cancer) Grad-CAM (gradient-weighted class activation mapping) IM (iodine map) ML (machine learning) PD-L1 (programmed death-ligand 1) ResNet50 (residual network 50) VOI (volume of interest) SHAP (Shapley additive exPlanations) Key Words Deep Learning Dual-energy CT Iodine Map PD-L1 Gastric Cancer Get full text access Log in, subscribe or...
Interpretable Aging Signatures in Human Retinal Cell Types Revealed by Single-Cell RNA Sequencing and Sparse Logistic Regression
Keywords aging retina single-cell RNA sequencing machine learning transcriptional regulation Abbreviations and Acronyms AC (amacrine cell) AMD (age-related macular degeneration) AO/PI (acridine orange/propidium iodide) AUC (area under the curve) BC (bipolar cell) BSA (bovine serum albumin) DB (diffuse bipolar cell) DEGs (differentially expressed genes) DM (diabetes mellitus) DR (diabetic retinopathy) ECM (extracellular matrix) FDR (false discovery rate) FMB (flat midget bipolar cell) GEMs...
Designing the 3 layers of AI context
Designing the 3 layers of AI context A UX framework for managing library, conversation, and memory in LLM interfaces Press enter or click to view image in full size AI context as a reflection of human memory To make a large language model (LLM) truly useful, everything begins with context management. Context is more than a single prompt, it is the entire accumulation of conversation series.
Failure Modeling of Small and Medium-Sized Water Distribution Networks Based on a Hybrid Ranking Model
This website uses cookies to ensure you get the best experience on our website. Learn more Skip to main content Practical Applications Deep learning algorithms have emerged as powerful tools for predicting failures in water mains, but their effectiveness hinges on access to large volumes of failed pipe data from water distribution networks. However, small and medium-sized WDNs face dual challenges: scarce historical failure records, and the difficulty of collecting granular environmental data.
Construction and evaluation of STZ-induced diabetes and diabetic kidney disease models in C57BL/6J mice
1 Introduction The global prevalence of diabetes mellitus (DM) is increasing at an unprecedented rate. The International Diabetes Federation (IDF) estimates that 589 million adult individuals were affected in 2024, a number projected to rise to 853 million by 2050 (1). Diabetic kidney disease (DKD), the most common and destructive microvascular complication of DM, develops in 30–40% of patients and has become the leading cause of end-stage renal disease (ESRD) worldwide (2–4).
ūü™ź Your cosmic compass through the galaxy
Hi, this is Sen ūüĎč I am a designer and vibe-builder. This is a cosmic compass designed to help you momentarily detach from the present. It guides you to the locations of the eight planets in our solar system. You may not be able to see them, but they are always there. Start navigation ūüĒó https://thereapp.site Here is how to start your journey: Grant location access: This allows the compass to align the stars precisely with where you are standing on Earth.
Design prompt-building interfaces
Design prompt-building interfaces How to help users articulate their intents strategically Press enter or click to view image in full size One of the most persistent problems in AI products today is this: people still aren’t sure what these systems are capable of, or how to get the best out of them. This is because most AI tools still greet users with a single blank box and a placeholder as vague as it is open-ended: “Ask anything.” The result?
BST2 expression at astrocyte borders promotes microglial recruitment via the C3/C3aR signaling
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By Shuang Zhang, Mengqi Yuan, Jin Zhou, Yuan Zhao, HUI LU, Xiaofeng Cheng, Xiaoman Wang, Qian He, Linlin Hu, Yiliang Fang, Sen Lin, Wenjie Zi, Ying He, Chenhao Zhao, Hongting Zheng, Jianqin Niu, Feng Mei, Baoliang Sun, Qi Xie, Qingwu Yang, Liuyongwei Wang, Changxiong Gong, Bingqiao Wang, Chengkang He
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Cell Press
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AI interface: When intelligence outgrows its container
AI interface: When intelligence outgrows its container How AI redefines user interfaces, and why the chat box gets it wrong Press enter or click to view image in full size Image source: Kokonaut Labs / Recreated by author In 1989, Alan Kay published User Interface: A Personal View, building on Marshall McLuhan’s idea that “the medium is the message.” A medium doesn’t just carry information, it reshapes how we think. To make sense of it, we first internalize the medium.
[2504.03793] Outlook Towards Deployable Continual Learning for Particle Accelerators
[Submitted on 4 Apr 2025] Title:Outlook Towards Deployable Continual Learning for Particle Accelerators View a PDF of the paper titled Outlook Towards Deployable Continual Learning for Particle Accelerators, by Kishansingh Rajput and Sen Lin and Auralee Edelen and Willem Blokland and Malachi Schram View PDF HTML (experimental) Abstract:Particle Accelerators are high power complex machines.
Assessing Geographic Barriers to Access Long-Term Services and Supports in Chengdu, China: A Spatial Accessibility Analysis
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Maternal and Fetal Bile Acid Homeostasis Regulated by Sulfated Progesterone Metabolites through FXR Signaling Pathway in a Pregnant Sow Model
Keywords Animals, Female, Pregnancy, Bile Acids and Salts, Chromatography, Liquid, Fetus, Homeostasis, Liver, Progesterone, Receptors, Cytoplasmic and Nuclear, Signal Transduction, Sulfates, Swine, Tandem Mass Spectrometry, bile acid homeostasis, pregnancy, sulfated progesterone metabolites, FXR, sows Abstract Abnormally elevated circulating bile acids (BA) during pregnancy endanger fetal survival and offspring health; however, the pathology and underlying mechanisms are poorly understood.
A Comprehensive Survey of Mixture-of-Experts: Algorithms, Theory, and Applications
[Submitted on 10 Mar 2025 ( v1 ), last revised 11 Apr 2025 (this version, v2)] Title:A Comprehensive Survey of Mixture-of-Experts: Algorithms, Theory, and Applications View a PDF of the paper titled A Comprehensive Survey of Mixture-of-Experts: Algorithms, Theory, and Applications, by Siyuan Mu and Sen Lin View PDF HTML (experimental) Abstract:Artificial intelligence (AI) has achieved astonishing successes in many domains, especially with the recent breakthroughs in the development of...
Identification of genetic loci associated with protein and fiber digestibility in alfalfa (Medicago sativa L.)
CONFLICT OF INTEREST STATEMENT The authors declare no conflicts of interest. Supporting Information Filename Description csc270004-sup-0001-SuppMat.xlsx9.6 KB Supplementary Material REFERENCES , , , , , , , & (2007). Thioredoxin-linked proteins are reduced during germination of Medicago truncatula seeds. Plant Physiology, 144, 1559–1579. https://doi.org/10.1104/pp.107.098103 , , , , , , & (2022). New in vivo approach to broaden the thioredoxin family interactome in chloroplasts.
Single-Cell Transcriptomics Reveals Dynamic Microglial States and Neural-Immune Networks in Human Diabetic Retinopathy
Abstract Diabetic retinopathy (DR) is a major cause of vision loss worldwide. Here, we perform single-cell RNA sequencing of thirteen human retina samples (from living and post-mortem donors) across non-diabetic, diabetic, and DR states to create a comprehensive transcriptomic atlas.
Novel Genetic Variants Associated with Gout Identified Through a Genome-Wide Study in the UK Biobank (N = 150,542)
The authors have declared no competing interest. This research was primarily supported by the Pioneer and Leading Goose R&D Program of Zhejiang Province 2023 (Grant No. 2023C04049) and the Ningbo International Collaboration Program 2023 (Grant No. 2023H025). I confirm all relevant ethical guidelines have been followed, and any necessary IRB and/or ethics committee approvals have been obtained.
Single‐Atom Metal Species as A Promoter to Enhance Heterogeneous Catalysis
Single-atom catalysts (SACs) have emerged as a focal point of research in the field of heterogeneous catalysis. This paper reviews the progress in the studies of single atoms as promoters in various catalytic reactions, elucidating their distinctive role in comparison to the dominant active sites.
Integrating transcriptomic data with metabolic model unravels the electron transfer mechanisms of Methanosarcina barkeri
Abstract Methanogenic archaea, particularly Methanosarcina, are pivotal to the global carbon cycle and renewable energy production due to their versatile metabolic capabilities.
Stepwise Planarizing Geometries of D-A Type Red Thermally Activated Delayed Fluorescence Molecules in Condensed States Toward High‐Efficiency Red/NIR OLEDs - Wang - Advanced Functional Materials - Wiley Online Library
Conflict of Interest The authors declare no conflict of interest. Supporting Information Filename Description adfm202420489-sup-0001-SuppMat.docx5 MB Supporting Information References 1a) , , , , , Nature 2012, 492, 234; b) , , , , , , , , , Chem. Soc. Rev. 2017, 46, 915; c) , , , , , Nat. Rev. Mater. 2018, 3, 18020; d) , , , , , , Adv. Mater. 2023, 35, 2208602; e) , , , , , , , Adv. Mater. 2024, 36, 2313656. 2a) , , , , , , Angew. Chem., Int. Ed. 2022, 61, 202213463; b) , , , , , , Chem. Mater. 2017, 29, 1946.
Why you should learn Craft
Sen Lin · Follow 4 min read · -- This year, I aspire to create tutorials on topics like research, design, or job-seeking. Teaching others is the best way to learn, as the Feynman technique suggests. I’ve explored various online tutorials that typically offer a mix of theory, models, and toolkits alongside practical methods. These tutorials often help me complete tasks in a step-by-step manner, but they don’t truly enable me to excel.
A Spatial-Temporal Multi-Feature Network (STMF-Net) for Skeleton-Based Construction Worker Action Recognition
All articles published by MDPI are made immediately available worldwide under an open access license. No special permission is required to reuse all or part of the article published by MDPI, including figures and tables. For articles published under an open access Creative Common CC BY license, any part of the article may be reused without permission provided that the original article is clearly cited. For more information, please refer to https://www.mdpi.com/openaccess.
Study of Self-Locking Structure Based on Surface Microstructure of Dung Beetle Leg Joint
All articles published by MDPI are made immediately available worldwide under an open access license. No special permission is required to reuse all or part of the article published by MDPI, including figures and tables. For articles published under an open access Creative Common CC BY license, any part of the article may be reused without permission provided that the original article is clearly cited. For more information, please refer to https://www.mdpi.com/openaccess.
Bionic Design of High-Performance Joints: Differences in Failure Mechanisms Caused by the Different Structures of Beetle Femur-Tibial Joints
All articles published by MDPI are made immediately available worldwide under an open access license. No special permission is required to reuse all or part of the article published by MDPI, including figures and tables. For articles published under an open access Creative Common CC BY license, any part of the article may be reused without permission provided that the original article is clearly cited. For more information, please refer to https://www.mdpi.com/openaccess.
How to Retrieve HTML Form Values Using JavaScript
In web development, it’s a common requirement to capture user input from a form and then process or submit that data to a server. In this article, we’ll explore how to retrieve HTML form values using JavaScript efficiently. The FormData object is a powerful and convenient tool that packages all the data from a form into key-value pairs. Let’s walk through an example to understand how it works.
Sustainable solar drying: Recent advances in materials, innovative designs, mathematical modeling, and energy storage solutions
In an era defined by the dual imperatives of environmental sustainability and increasing food demands, solar drying has emerged as a pivotal technology at the intersection of these global challenges. Food production, preservation, and security are central concerns in a world marked by a burgeoning population, while the adverse consequences of climate change loom ever larger.
The Impact of Urban Forest Landscape on Thermal Environment Based on Deep Learning: A Case of Three Main Cities in Southeastern China
All articles published by MDPI are made immediately available worldwide under an open access license. No special permission is required to reuse all or part of the article published by MDPI, including figures and tables. For articles published under an open access Creative Common CC BY license, any part of the article may be reused without permission provided that the original article is clearly cited. For more information, please refer to https://www.mdpi.com/openaccess.
PerNet: Progressive and Efficient All-in-One Image-Restoration Lightweight Network
All articles published by MDPI are made immediately available worldwide under an open access license. No special permission is required to reuse all or part of the article published by MDPI, including figures and tables. For articles published under an open access Creative Common CC BY license, any part of the article may be reused without permission provided that the original article is clearly cited. For more information, please refer to https://www.mdpi.com/openaccess.
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