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Bibliographic Details
Main Authors:	Wu, Jinge, Kim, Yunsoo, Keller, Eva C., Chow, Jamie, Levine, Adam P., Pontikos, Nikolas, Ibrahim, Zina, Taylor, Paul, Williams, Michelle C., Wu, Honghan
Format:	Preprint
Published:	2023
Subjects:	Computation and Language Computer Vision and Pattern Recognition
Online Access:	https://arxiv.org/abs/2312.13103
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RadEyeVideo: Enhancing general-domain Large Vision Language Model for chest X-ray analysis with video representations of eye gaze
by: Kim, Yunsoo, et al.
Published: (2025)

Error Correction in Radiology Reports: A Knowledge Distillation-Based Multi-Stage Framework
by: Wu, Jinge, et al.
Published: (2024)

RadBARTsum: Domain Specific Adaption of Denoising Sequence-to-Sequence Models for Abstractive Radiology Report Summarization
by: Wu, Jinge, et al.
Published: (2024)

MedExQA: Medical Question Answering Benchmark with Multiple Explanations
by: Kim, Yunsoo, et al.
Published: (2024)

Look & Mark: Leveraging Radiologist Eye Fixations and Bounding boxes in Multimodal Large Language Models for Chest X-ray Report Generation
by: Kim, Yunsoo, et al.
Published: (2025)

Enhancing Human-Computer Interaction in Chest X-ray Analysis using Vision and Language Model with Eye Gaze Patterns
by: Kim, Yunsoo, et al.
Published: (2024)

SLaVA-CXR: Small Language and Vision Assistant for Chest X-ray Report Automation
by: Wu, Jinge, et al.
Published: (2024)

HARE: an entity and relation centric evaluation framework for histopathology reports
by: Kim, Yunsoo, et al.
Published: (2025)

BioHopR: A Benchmark for Multi-Hop, Multi-Answer Reasoning in Biomedical Domain
by: Kim, Yunsoo, et al.
Published: (2025)

Chain-of-Though (CoT) prompting strategies for medical error detection and correction
by: Wu, Zhaolong, et al.
Published: (2024)

IHC-LLMiner: Automated extraction of tumour immunohistochemical profiles from PubMed abstracts using large language models
by: Kim, Yunsoo, et al.
Published: (2025)

Hierarchical Attention for Sparse Volumetric Anomaly Detection in Subclinical Keratoconus
by: Kandakji, Lynn, et al.
Published: (2025)

LoV3D: Grounding Cognitive Prognosis Reasoning in Longitudinal 3D Brain MRI via Regional Volume Assessments
by: Jiang, Zhaoyang, et al.
Published: (2026)

METHOD: Modular Efficient Transformer for Health Outcome Discovery
by: Qian, Linglong, et al.
Published: (2025)

A Hybrid Framework with Large Language Models for Rare Disease Phenotyping
by: Wu, Jinge, et al.
Published: (2024)

Generative Large Language Models Trained for Detecting Errors in Radiology Reports
by: Sun, Cong, et al.
Published: (2025)

GREEN: Generative Radiology Report Evaluation and Error Notation
by: Ostmeier, Sophie, et al.
Published: (2024)

MAIRA-Seg: Enhancing Radiology Report Generation with Segmentation-Aware Multimodal Large Language Models
by: Sharma, Harshita, et al.
Published: (2024)

Improving VTE Identification through Language Models from Radiology Reports: A Comparative Study of Mamba, Phi-3 Mini, and BERT
by: Deng, Jamie, et al.
Published: (2024)

Infusing clinical knowledge into tokenisers for language models
by: Hasan, Abul, et al.
Published: (2024)

MAIRA-2: Grounded Radiology Report Generation
by: Bannur, Shruthi, et al.
Published: (2024)

ReXErr: Synthesizing Clinically Meaningful Errors in Diagnostic Radiology Reports
by: Rao, Vishwanatha M., et al.
Published: (2024)

Adversarial Attacks on VQA-NLE: Exposing and Alleviating Inconsistencies in Visual Question Answering Explanations
by: Yeh, Yahsin, et al.
Published: (2025)

Why Does ChatGPT "Delve" So Much? Exploring the Sources of Lexical Overrepresentation in Large Language Models
by: Juzek, Tom S., et al.
Published: (2024)

Sentiment analysis of preservice teachers' reflections using a large language model
by: Park, Yunsoo, et al.
Published: (2024)

Minuscule Cell Detection in AS-OCT Images with Progressive Field-of-View Focusing
by: Chen, Boyu, et al.
Published: (2025)

CRG Score: A Distribution-Aware Clinical Metric for Radiology Report Generation
by: Hamamci, Ibrahim Ethem, et al.
Published: (2025)

HH-SAE: Discovering and Steering Hierarchical Knowledge of Complex Manifolds
by: Wu, Honghan, et al.
Published: (2026)

RaTEScore: A Metric for Radiology Report Generation
by: Zhao, Weike, et al.
Published: (2024)

RED-DOT: Multimodal Fact-checking via Relevant Evidence Detection
by: Papadopoulos, Stefanos-Iordanis, et al.
Published: (2023)

DEFAME: Dynamic Evidence-based FAct-checking with Multimodal Experts
by: Braun, Tobias, et al.
Published: (2024)

Phrase-grounded Fact-checking for Automatically Generated Chest X-ray Reports
by: Mahmood, Razi, et al.
Published: (2025)

The Quantum Cliff: A Critical Proton Tunneling Threshold Determines Clinical Severity in RPE65-Mediated Retinal Disease
by: Ghoshal, Biraja, et al.
Published: (2026)

Fact-Aware Multimodal Retrieval Augmentation for Accurate Medical Radiology Report Generation
by: Sun, Liwen, et al.
Published: (2024)

RA-RRG: Multimodal Retrieval-Augmented Radiology Report Generation with Key Phrase Extraction
by: Park, Jonggwon, et al.
Published: (2025)

UniCrossAdapter: Multimodal Adaptation of CLIP for Radiology Report Generation
by: Chen, Yaxiong, et al.
Published: (2025)

Direct Preference Optimization for Suppressing Hallucinated Prior Exams in Radiology Report Generation
by: Banerjee, Oishi, et al.
Published: (2024)

Act Like a Radiologist: Radiology Report Generation across Anatomical Regions
by: Chen, Qi, et al.
Published: (2023)

CT2Rep: Automated Radiology Report Generation for 3D Medical Imaging
by: Hamamci, Ibrahim Ethem, et al.
Published: (2024)

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// Anecdotal testing Today and Yesterday seems to indicate destroy() // is called by the garbage collector and everything is good. // Something to keep in mind though. return 0; } /** * Write function that is called when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ public function write($sessId, $data): bool { if ($this->writesDisabled) { return true; } return $this->saveSession($sessId, $data); } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ abstract protected function saveSession($sessId, $data): bool; }

* * @return void */ public function writeClose() { // The assumption is that we're using PHP's ext/session. // session_write_close() will actually overwrite $_SESSION with an // empty array on completion -- which leads to a mismatch between what // is in the storage object and $_SESSION. To get around this, we // temporarily reset $_SESSION to an array, and then re-link it to // the storage object. // // Additionally, while you _can_ write to $_SESSION following a // session_write_close() operation, no changes made to it will be // flushed to the session handler. As such, we now mark the storage // object isImmutable. $storage = $this->getStorage(); if (! $storage->isImmutable()) { $_SESSION = $storage->toArray(true); session_write_close(); $storage->fromArray($_SESSION); $storage->markImmutable(); } } /** * Attempt to set the session name * * If the session has already been started, or if the name provided fails * validation, an exception will be raised. * * @param string $name * @return SessionManager * @throws Exception\InvalidArgumentException */ public function setName($name) { if ($this->sessionExists()) { throw new Exception\InvalidArgumentException( 'Cannot set session name after a session has already started'

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