Tootfinder

Can General-Purpose Omnimodels Compete with Specialists? A Case Study in Medical Image Segmentation
Yizhe Zhang, Qiang Chen, Tao Zhou
https://arxiv.org/abs/2509.00866 https://…

Can General-Purpose Omnimodels Compete with Specialists? A Case Study in Medical Image Segmentation
The emergence of powerful, general-purpose omnimodels capable of processing diverse data modalities has raised a critical question: can these ``jack-of-all-trades'' systems perform on par with highly specialized models in knowledge-intensive domains? This work investigates this question within the high-stakes field of medical image segmentation. We conduct a comparative study analyzing the zero-shot performance of a state-of-the-art omnimodel (Gemini 2.5 Pro, the ``Nano Banana'' model) against …

On Systole, Kissing Number and Volume of Arithmetic Manifolds
Plinio Guillel Pino Murillo
https://arxiv.org/abs/2509.00857 https://arxiv.org/pdf/2509.00857…

On Systole, Kissing Number and Volume of Arithmetic Manifolds
The purpose of this expository article is to give a down-to-hearth introduction to the notion of an arithmetic group and arithmetic manifold. To achieve this we have decided to bring two geometrical questions relating the growth of systole and kissing number in hyperbolic manifolds, as a motivational guide, whose answers so far are given by the use of arithmetic manifolds. As a consequence, we answer these questions in detail for dimension 2, we mention was is known for hyperbolic manifolds of …

The diffusion-driven orthorhombic to tetragonal transition in YBa$_2$Cu$_3$O$_7$ derived with a machine learning interatomic potential
Davide Gambino, Niccol\`o Di Eugenio, Jesper Byggm\"astar, Johan Klarbring, Daniele Torsello, Flyura Djurabekova, Francesco Laviano
https://arxiv.org/abs/2509.26095

The diffusion-driven orthorhombic to tetragonal transition in YBa$_2$Cu$_3$O$_7$ derived with a machine learning interatomic potential
Defects in high temperature superconductors such as YBa$_2$Cu$_3$O$_7$ (YBCO) critically influence their superconducting behavior, as they substantially degrade or even suppress superconductivity. With the renewed interest in cuprates for next-generation superconducting magnets operating in radiation-harsh environments such as fusion reactors and particle accelerators, accurate atomistic modeling of defects and their dynamics has become essential. Here, we present a general-purpose machine-lear…

Chatbots are not therapists. They don't have the foresight or the ethical safeguards that humans are trained in. If you need therapy, find a human being. #AI #chatbot #LLM

A Teen Was Suicidal. ChatGPT Was the Friend He Confided In.
More people are turning to general-purpose chatbots for emotional support. At first, Adam Raine, 16, used ChatGPT for schoolwork, but then he started discussing plans to end his life.

There's a type of guy whose only contribution at work is sheer volume of outputs, whether or not they serve any purpose. #AI tools ask us, "what if everyone could be that guy?"
It turns out that the result is bad for everyone. Systems lose their ability to evaluate whether outputs are fit for purpose. Shared intent disappears.
Scaling up trash only makes more trash. Work tha…

All your problems are people problems (Don't Just Do Things, Part 2)
If you want to do strategy, you must be willing to do process transformation first.

Year after OCD diagnosis, Colts' 'vulnerable' Braden Smith is key part of NFL's best offense https://www.nytimes.com/athletic/6763450/2025/10/30/braden-smith-ocd-colts-offense-nfl/

Lifespan Pancreas Morphology for Control vs Type 2 Diabetes using AI on Largescale Clinical Imaging
Lucas W. Remedios, Chloe Cho, Trent M. Schwartz, Dingjie Su, Gaurav Rudravaram, Chenyu Gao, Aravind R. Krishnan, Adam M. Saunders, Michael E. Kim, Shunxing Bao, Thomas A. Lasko, Alvin C. Powers, Bennett A. Landman, John Virostko
https://arxi…

Lifespan Pancreas Morphology for Control vs Type 2 Diabetes using AI on Largescale Clinical Imaging
Purpose: Understanding how the pancreas changes is critical for detecting deviations in type 2 diabetes and other pancreatic disease. We measure pancreas size and shape using morphological measurements from ages 0 to 90. Our goals are to 1) identify reliable clinical imaging modalities for AI-based pancreas measurement, 2) establish normative morphological aging trends, and 3) detect potential deviations in type 2 diabetes. Approach: We analyzed a clinically acquired dataset of 2533 patients …

The cohomology of $\mathbb{R}$-motivic $\mathcal{A}(2)$
Konstantin Emming
https://arxiv.org/abs/2509.11266 https://arxiv.org/pdf/2509.11266

The cohomology of $\mathbb{R}$-motivic $\mathcal{A}(2)$
We compute the cohomology of the quotient algebra $\mathcal{A}(2)$ of the $\mathbb{R}$-motivic dual Steenrod algebra. We do so by running a $ρ$-Bockstein spectral sequence whose input is the cohomology of $\mathbb{C}$-motivic $\mathcal{A}(2)$. The purpose of our computation is that the cohomology of $\mathcal{A}(2)$ is the input to an Adams spectral sequence of a hypothetical $\mathbb{R}$-motivic modular forms spectrum. This Adams spectral sequence computes the homotopy groups of such an $\mat…

On continuous embeddings of quantum Sobolev spaces into Schatten classes $\mathfrak{H}_\gamma^{s,p}(G,H) \hookrightarrow S_p(H)$
Alexander Plakhotnikov
https://arxiv.org/abs/2509.24135

On continuous embeddings of quantum Sobolev spaces into Schatten classes $\mathfrak{H}_γ^{s,p}(G,H) \hookrightarrow S_p(H)$
The purpose of this work is an attempt to expand the results obtained by A. K. Lakmon and Y. Mensah on embeddings of quantum Sobolev spaces $\mathfrak{H}_γ^{s,p}(G,H)$ consisting of Hilbert-Schmidt operators, with $p\neq 2$.

Maximal $2$-extensions of Pythagorean fields and Right Angled Artin Groups
Oussama Hamza, Christian Maire, J\'an Min\'a\v{c}, Nguyen Duy T\^an
https://arxiv.org/abs/2510.11970

Maximal $2$-extensions of Pythagorean fields and Right Angled Artin Groups
In this paper, we describe minimal presentations of maximal pro-$2$ quotients of absolute Galois groups of formally real Pythagorean fields of finite type. For this purpose, we introduce a new class of pro-$2$ groups: $Δ$-Right Angled Artin groups. We show that maximal pro-$2$ quotients of absolute Galois groups of formally real Pythagorean fields of finite type are $Δ$-Right Angled Artin groups. Conversely, let us assume that a maximal pro-$2$ quotient of an absolute Galois group is a $Δ$…

Anomalous narrow-band correlation in a natural superconducting heterostructure
Xiupeng Sun, Zhiyuan Wei, Min Shan, Shuting Peng, Yang Luo, Jianchang Shen, Linwei Huai, Yu Miao, Zhipeng Ou, Mehmet Onbasli, Zhenyu Wang, Tao Wu, Junfeng He, Xianhui Chen
https://arxiv.org/abs/2508.18099

Anomalous narrow-band correlation in a natural superconducting heterostructure
A new frontier in condensed matter physics is to stack atomically thin layered-materials with different properties and create intriguing phenomena which do not exist in any of the constituent layers. Transition metal dichalcogenide 4Hb-TaS$_2$, with an alternating stacking of a spin liquid candidate 1T-TaS$_2$ and a superconductor 1H-TaS$_2$, is a natural heterostructure for such a purpose. Recently, rare phenomena are indeed observed, including chiral superconductivity, two-component nematic s…

Turbo Spin Echo Imaging at 7T with Bilateral Orthogonality Generative Acquisitions Method for Homogeneous T_1, T_2 and Proton Density Contrasts
Celik Boga, Anke Henning
https://arxiv.org/abs/2508.15867

Turbo Spin Echo Imaging at 7T with Bilateral Orthogonality Generative Acquisitions Method for Homogeneous T_1, T_2 and Proton Density Contrasts
Purpose: Bilateral Orthogonality Generative Acquisitions (BOGA) method, which was initially implemented for T_2^* contrast via gradient echo acquisitions, is adapted for TSE imaging at 7T using parallel transmission (pTx) system for obtaining homogeneous T_1, T_2 and proton density weighted images. Theory and Methods: Multiple TSE images with complimentary RF modes and scan parameters are acquired as input images for the BOGA method where RF modes have complimentary transmit and receive field i…

Well blimey. It's true. Wikipedia sez
RMS Queen Mary 2 (QM2) is a British ocean liner. She has served as the flagship of the Cunard Line since April 2004, and as of 2025, is the only active, purpose-built ocean liner still in service.

Nematic Fluctuations and Electronic Correlations in Heavily Hole-Doped Ba$_{1-x}$K$_x$Fe$_2$As$_2$ Probed by Elastoresistance
Franz Eckelt, Steffen Sykora, Xiaochen Hong, Vilmos Koscis, Vadim Grinenko, Bernd B\"uchner, Kunihiro Kihou, Chu-Ho Lee, Christian Hess
https://arxiv.org/abs/2510.09151…

Nematic Fluctuations and Electronic Correlations in Heavily Hole-Doped Ba$_{1-x}$K$_x$Fe$_2$As$_2$ Probed by Elastoresistance
This work investigates nematic fluctuations and electronic correlations in the hole-doped iron pnictide superconductor Ba$_{1-x}$K$_x$Fe$_2$As$_2$ by means of longitudinal and transverse elastoresistance measurements over a wide doping range ($0.63 < x < 0.98$). For this purpose, the orbital character of the electronic response was revealed by decomposition of the elastoresistance into the $A_{1g}$ and $B_{2g}$ symmetry channels. It was shown that at lower doping levels nematic fluctuations in …

Fermionic greybody factors and strong gravitational lensing by Lorentz-violating global monopole
F. M. Belchior, R. V. Maluf, A. R. M. Oliveira, A. Yu. Petrov, P. J. Porf\'irio
https://arxiv.org/abs/2508.14861

Fermionic greybody factors and strong gravitational lensing by Lorentz-violating global monopole
In this work, we study the greybody factors (GFs) of spin 1/2 and spin 3/2 fermions for a black hole with global monopole in self-interacting Kalb-Ramond gravity with Lorentz symmetry violation. For our purpose, we consider the Dirac and Rarita-Schwinger equations in curved spacetime by proceeding with separating these equations into sets of radial and angular equations. Using the analytical solution of the angular equation, the Schrödinger-like wave equations with potentials are derived by de…

Spin-polarised surface fermiology of ohmic WSe$_2$/NbSe$_2$ interfaces
Oliver J. Clark, Thi-Hai-Yen Vu, Ben A. Chambers, Federico Mazzola, Sadhana Sridhar, Geetha Balakrishnan, Aaron Bostwick, Chris Jozwiak, Eli Rotenberg, Sarah L. Harmer, Michael S. Fuhrer, Mark T. Edmonds
https://arxiv.org/abs/2509.14937

Spin-polarised surface fermiology of ohmic WSe$_2$/NbSe$_2$ interfaces
Discovering and engineering spin-polarised surface states in the electronic structures of condensed matter systems is a crucial first step in development of spintronic devices, wherein spin-polarised bands crossing the Fermi level can facilitate information transfer. Here, we show how the spin-orbit split K-point valleys of monolayer WSe$_2$ can be made potentially suitable for this purpose, despite the semiconducting ground state. By interfacing with metallic 2H-NbSe$_2$, these valence band ex…

A Novel Summation Formula for the Hurwitz-Kronecker Class Number
Yi-Ju Tsai (Shanghai Jiao Tong University)
https://arxiv.org/abs/2509.08281 https://arxiv.…

A Novel Summation Formula for the Hurwitz-Kronecker Class Number
The purpose of this paper is to present a novel and elegant summation formula for $H_w$, the Kronecker-Hurwitz class number. Specifically, for any prime $p$, we have the formula: $$ \sum_{t^2

Fusing Structural Phenotypes with Functional Data for Early Prediction of Primary Angle Closure Glaucoma Progression
Swati Sharma, Thanadet Chuangsuwanich, Royston K. Y. Tan, Shimna C. Prasad, Tin A. Tun, Shamira A. Perera, Martin L. Buist, Tin Aung, Monisha E. Nongpiur, Micha\"el J. A. Girard
https://arxiv.org/abs/2508.14922

Fusing Structural Phenotypes with Functional Data for Early Prediction of Primary Angle Closure Glaucoma Progression
Purpose: To classify eyes as slow or fast glaucoma progressors in patients with primary angle closure glaucoma (PACG) using an integrated approach combining optic nerve head (ONH) structural features and sector-based visual field (VF) functional parameters. Methods: PACG patients with >5 reliable VF tests over >5 years were included. Progression was assessed in Zeiss Forum, with baseline VF within six months of OCT. Fast progression was VFI decline <-2.0% per year; slow progression >-2.0% per y…

Spin actions and Polygon spaces
Eunjeong Lee, Jae-Hyouk Lee
https://arxiv.org/abs/2510.03067 https://arxiv.org/pdf/2510.03067

Spin actions and Polygon spaces
In this article, we construct correspondences between polygon spaces in Euclidean spaces of dimension $2,3,5,9\ $and the quotient spaces of $2$-Steifel manifolds along the normed division algebra$\ \mathbb{F}$ real $\mathbb{R}$, complex $\mathbb{C}$, quaternions $\mathbb{H}$, octonions $\mathbb{O}$. For the purpose, we introduce Hopf map on $\mathbb{F}^{2}\ $and consider the spin action of $SU\left( 2,\mathbb{F}\right) $ to spinor $\mathbb{F}^{2}\ $and the induced $SO\ $action to the Euclidean …

Exploration of vertical self-resonant bifurcations from DRO in the Earth-Moon CR3BP
Cengiz Aydin
https://arxiv.org/abs/2508.17286 https://arxiv.org/pdf/250…

Exploration of vertical self-resonant bifurcations from DRO in the Earth-Moon CR3BP
The purpose of this paper is to investigate vertical self-resonant (VSR) bifurcations from distant retrograde orbit (DRO) family in the framework of the Earth-Moon CR3BP. To this end, by using a classical corrector-predictor algorithm we compute the vertical stability of DROs and identify twelve vertical-critical DROs. We split them into three groups according to orbiting around libration points $L_i$, $i=1,2,4,5$. (i) We first analyze six VSR bifurcations of multiplicity from five to ten assoc…

Yes, please.
https://deanebarker.net/tech/blog/let-me-know/

Smart copolymer microgels with high volume phase transition temperature: Composition, swelling, and morphology
Aditi Gujare, Stefanie Uredat, Jonas Runge, Felix Morgenstern, Domenico Truzzolillo, Thomas Hellweg, Julian Oberdisse
https://arxiv.org/abs/2509.19942

Smart copolymer microgels with high volume phase transition temperature: Composition, swelling, and morphology
The thermosensitivity and microstructure of microgels made by copolymerizing standard microgel-forming monomers with more hydrophilic comonomers is investigated, with the aim of increasing the volume phase transition temperature (VPTT). We precisely determine the incorporation of N-(hydroxymethyl)acrylamide (HMAM) and purpose-synthesized N-(2-hydroxyisopropyl)acrylamide (HIPAM) into microgels -- neither of which forms microgels on its own by precipitation polymerization. The swelling properties…

The power and purpose of the elite modern training center https://www.nytimes.com/athletic/6631290/2025/09/19/building-training-center-nfl-nba-premier-league-mls/

Zhu algebras of superconformal vertex algebras
Ryo Sato, Shintarou Yanagida
https://arxiv.org/abs/2509.13124 https://arxiv.org/pdf/2509.13124

Zhu algebras of superconformal vertex algebras
The purpose of this note is to demonstrate the advantages of Y.-Z.\ Huang's definition of the Zhu algebra (Comm.\ Contemp.\ Math., 7 (2005), no.\ 5, 649--706) for an arbitrary vertex algebra, not necessarily equipped with Hamiltonian operators or Virasoro elements, by achieving the following two goals: (1) determining the Zhu algebras of $N=1,2,3,4$ and big $N=4$ superconformal vertex algebras, and (2) introducing the Zhu algebras of $N_K=N$ supersymmetric vertex algebras.

Explicit computation of the generic degree of the generalized Verschiebung in rank two
Yuki Kondo, Yasuhiro Wakabayashi
https://arxiv.org/abs/2509.03993 https://

Explicit computation of the generic degree of the generalized Verschiebung in rank two
The purpose of this paper is to apply previous work on dormant opers to the study of the moduli space of stable bundles in positive characteristic. We affirmatively resolve the rank $2$ case of a conjecture proposed by the second author, which predicts a direct relationship between the number of higher-level dormant $\mathrm{PGL}_2$-opers and the generic degree of the generalized Verschiebung map for rank $2$ stable bundles induced by Frobenius pull-back. As a consequence, we obtain a procedure…

I didn't do it on purpose, but it just happened that I had the opportunity to get the it for cheap when we signed a cellphone contract in Taipei, so upgraded from AWU to AWU2, and I have working pulseox on mine. But interesting development.
https://www.techmeme.com/250814/p21#a250814p21…

US ethnic cleansing and what to do about it
Reposting link to source article instead of screenshot of tweet that had no alt text:
Data on arrests shows that ICE was heavily engaged in racial profiling in LA, because their arrest numbers fell by ~66% after that were ordered to stop making arrests based just in factors like skin color, with place, or language spoken.
#ICE #USPol

Finished #Severance yesterday. Phew... what a ride.
The technology and its purpose still feels pretty murky to me, but maybe I'm just bad at paying attention :-) I usually stay away from the people dissecting shows on youtube who are turning over every stone to build fan theories.
Halfway through season 2, however, I discovered the insight videos that Apple has for every episode.…

Evaluating LLM-Generated Legal Explanations for Regulatory Compliance in Social Media Influencer Marketing
Haoyang Gui, Thales Bertaglia, Taylor Annabell, Catalina Goanta, Tjomme Dooper, Gerasimos Spanakis
https://arxiv.org/abs/2510.08111

Evaluating LLM-Generated Legal Explanations for Regulatory Compliance in Social Media Influencer Marketing
The rise of influencer marketing has blurred boundaries between organic content and sponsored content, making the enforcement of legal rules relating to transparency challenging. Effective regulation requires applying legal knowledge with a clear purpose and reason, yet current detection methods of undisclosed sponsored content generally lack legal grounding or operate as opaque "black boxes". Using 1,143 Instagram posts, we compare gpt-5-nano and gemini-2.5-flash-lite under three prompting str…

Root Cause Analysis of Radiation Oncology Incidents Using Large Language Models
Yuntao Wang, Mariluz De Ornelas, Matthew T. Studenski, Elizabeth Bossart, Siamak P. Najad-Davarani, Yunze Yang
https://arxiv.org/abs/2508.17201

Root Cause Analysis of Radiation Oncology Incidents Using Large Language Models
Purpose To evaluate the reasoning capabilities of large language models (LLMs) in performing root cause analysis (RCA) of radiation oncology incidents using narrative reports from the Radiation Oncology Incident Learning System (RO-ILS), and to assess their potential utility in supporting patient safety efforts. Methods and Materials Four LLMs, Gemini 2.5 Pro, GPT-4o, o3, and Grok 3, were prompted with the 'Background and Incident Overview' sections of 19 public RO-ILS cases. Using a standard…

A resolution of the Gaussian hyperplane tessellation conjecture on the sphere
Sjoerd Dirksen, Nigel Q. D. Strachan
https://arxiv.org/abs/2508.05194 https://

A resolution of the Gaussian hyperplane tessellation conjecture on the sphere
We investigate how many hyperplanes with independent standard Gaussian directions one needs to produce a $δ$-uniform tessellation of a subset $S$ of the Euclidean sphere, meaning that for any pair of points in $S$ the fraction of hyperplanes separating them corresponds to their geodesic distance up to an additive error $δ$. It was conjectured that $δ^{-2}w_*(S)^2$ Gaussian random hyperplanes are necessary and sufficient for this purpose, where $w_*(S)$ is the Gaussian complexity of $S$. We f…

Semi n-submodules of modules over commutative rings
Hani Khashan, Ece Yetkin Celikel
https://arxiv.org/abs/2509.08397 https://arxiv.org/pdf/2509.08397

Semi n-submodules of modules over commutative rings
Let $R$ be a commutative ring with identity and $M$ a unitary $R$-module. The purpose of this paper is to introduce the concept of semi-$n$-submodules as an extension of semi $n$-ideals and $n$-submodules. A proper submodule $N$ of $M$ is called a semi $n$-submodule if whenever $r\in R$, $m\in M$ with $r^{2}m\in N$, $r\notin\sqrt{0}$ and $Ann_{R}(m)=0$, then $rm\in N$. Several properties, characterizations of this class of submodules with many supporting examples are presented. Furthermore, sem…

Branch & Solve for Hub Location
Elena Fern\'andez, Nicol\'as Zerega
https://arxiv.org/abs/2508.02665 https://arxiv.org/pdf/2508.02665

Branch & Solve for Hub Location
This paper introduces a new formulation and solution framework for hub location problems. The formulation is based on 2-index aggregated flow variables and incorporates a set of aggregated demand constraints, which are novel in hub location. With minor adaptations, the approach applies to a large class of single- and multiple-allocation models, possibly incorporating flow bounds on activated arcs. General-purpose feasibility and optimality inequalities are also developed. Because of the small n…

Periodic solutions in a tumor-immune competition system with time-delay and chemotherapy effects
Pablo Amster, Andr\'es Rivera, Jhon A. Arredondo
https://arxiv.org/abs/2510.11135

Periodic solutions in a tumor-immune competition system with time-delay and chemotherapy effects
The main purpose of this paper is to analyze the dynamics of the system of time-delay differential equations (DDEs) \begin{equation*} \begin{split} \dot{T}(t)&=T(t) f(t,T(t))-γE(t)T(t),\\ \dot{E}(t)&=σ+ \frac{pE(t)T(t-τ_1)}{g+a T(t-τ_1)}-\frac{mE(t)T(t-τ_2)}{g+a T(t-τ_2)}-ηE(t), \end{split} \end{equation*} where $T=T(t)$ and $E=E(t)$ represent the concentrations of tumor and effector cells at the time $t$. The coefficients $σ$, $μ$, $γ$, and $η$ are all positive, and $f(t, T)$ repres…

Microscopic study of nuclei synthesis in pycnonuclear reaction $\isotope[12]{C} \isotope[12]{C}$ in neutron stars
S. P. Maydanyuk (Southern Center for Nuclear-Science Theory, Institute for Nuclear Research, National Academy of Sciences of Ukraine, Kyiv, 03680, Ukraine), Ju-Jun Xie (Southern Center for Nuclear-Science Theory, School of Nuclear Sciences and Technology, University of Chinese Academy of Sciences, Beijing 101408, China), V. S. Vasilevsky (Bogolyubov Institute for Theoreti…

Microscopic study of nuclei synthesis in pycnonuclear reaction $\isotope[12]{C} + \isotope[12]{C}$ in neutron stars
Purpose To investigate synthesis of nuclei in pycnonuclear reactions in dense medium of neutron stars on the basis of understanding, how the compound nucleus is formed during collision of two nuclei. To implement microscopic formulation of nuclear interactions and fusion in pycnonuclear reactions in dense medium. Methods (1) Nuclei synthesis in pycnonuclear reaction in dense medium of neutron star is investigated in the folding approximation of the cluster model. (2) Formation of compound nucle…

Dynamic Structural Recovery Parameters Enhance Prediction of Visual Outcomes After Macular Hole Surgery
Yinzheng Zhao, Zhihao Zhao, Rundong Jiang, Louisa Sackewitz, Quanmin Liang, Mathias Maier, Daniel Zapp, Peter Charbel Issa, Mohammad Ali Nasseri
https://arxiv.org/abs/2509.09227

Dynamic Structural Recovery Parameters Enhance Prediction of Visual Outcomes After Macular Hole Surgery
Purpose: To introduce novel dynamic structural parameters and evaluate their integration within a multimodal deep learning (DL) framework for predicting postoperative visual recovery in idiopathic full-thickness macular hole (iFTMH) patients. Methods: We utilized a publicly available longitudinal OCT dataset at five stages (preoperative, 2 weeks, 3 months, 6 months, and 12 months). A stage specific segmentation model delineated related structures, and an automated pipeline extracted quantitativ…

From Offline to Inline Without Pain: A Practical Framework for Translating Offline MR Reconstructions to Inline Deployment Using the Gadgetron Platform
Zihan Ning, Yannick Brackenier, Sarah McElroy, Sara Neves Silva, Lucilio Cordero-Grande, Sam Rot, Liane S. Canas, Rebecca E Thornley, David Leit\~ao, Davide Poccecai, Andrew Cantell, Rene Kerosi, Anthony N Price, Jon Cleary, Donald J Tournier, Jana Hutter, Philippa Bridgen, Pierluigi Di Cio, Michela Cleri, Inka Granlund, Lucy Billimoria…

From Offline to Inline Without Pain: A Practical Framework for Translating Offline MR Reconstructions to Inline Deployment Using the Gadgetron Platform
Purpose: To develop and validate a practical framework to overcome common issues in inline deployment of established offline MR reconstruction, including (1) delay from lengthy reconstructions, (2) limited support for multi-scan input reconstructions, (3) the need to adapt scripts for different raw formats, and (4) limited guidance and experience in retaining scanner reconstructions and applying scanner-based post-processing to custom outputs. Methods: The framework builds upon the Gadgetron pl…