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IBM Watson

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IBM Watson is an advanced artificial intelligence system developed by IBM, designed to analyze large volumes of data, understand natural language, and provide insights through machine learning and cognitive computing. It is utilized in various fields, including healthcare, finance, and customer service, to enhance decision-making and automate processes.
lightbulbAbout this topic
IBM Watson is an advanced artificial intelligence system developed by IBM, designed to analyze large volumes of data, understand natural language, and provide insights through machine learning and cognitive computing. It is utilized in various fields, including healthcare, finance, and customer service, to enhance decision-making and automate processes.

Key research themes

1. How does IBM Watson contribute to clinical decision support and patient acceptance in oncology?

This theme explores IBM Watson's application in healthcare, specifically Watson for Oncology (WFO), focusing on the tool's clinical decision support capabilities, patient perspectives, and ethical considerations. Understanding patient acceptance and the system's performance is critical for integrating AI-based clinical decision support in oncology practice to improve personalized treatment recommendations without compromising physician-patient relationships.

Key finding: Through nine focus groups with 46 patients with breast, lung, or colorectal cancer, this study identified that patients generally accept using WFO as a decision-support tool rather than a replacement for physician judgment.... Read more
Key finding: This paper provides a detailed ethical analysis of Watson for Oncology, distinguishing between decision-support and decision-making delegation. It notes that while Watson generates prioritized treatment recommendations based... Read more
Key finding: This research explores AI applications in healthcare contexts, including IBM Watson, underscoring AI's roles in predictive analytics and personalized medicine. It discusses data security challenges in healthcare and the... Read more

2. How does IBM Watson enable large-scale natural language processing and content analysis in healthcare and clinical text mining?

This theme focuses on IBM Watson's technological capabilities in parsing, analyzing, and extracting clinically relevant information from unstructured text data such as radiology reports and electronic health records. It investigates Watson's role in automating the retrieval of critical clinical information at scale, addressing healthcare providers' challenges with information overload, and improving operational efficiency while maintaining data security and privacy.

Key finding: Using IBM Watson Content Analytics on large NHS radiology report datasets, the study created dictionaries and rules to identify positive incidences of hydronephrosis and brain metastasis with high reliability. The feasibility... Read more
Key finding: This paper outlines the evolution from manual to computer-aided and AI-enabled content analysis, emphasizing improvements in analyzing complex natural language text, such as clinical records. It argues for hybrid approaches... Read more
Key finding: The paper highlights the challenge of opacity in machine learning models including those used in IBM Watson. It underscores the importance of explainability for accountability, trust, and adoption in clinical domains. The... Read more
Key finding: Demonstrates development of an image classification system on IBM Bluemix platform utilizing IBM Watson's visual recognition API, showcasing Watson’s broader applicability beyond text processing to machine learning-enabled... Read more

3. What are the socio-technical and ethical challenges surrounding IBM Watson and AI-based digital assistants in professional and enterprise contexts?

This theme investigates the integration of IBM Watson and similar AI-based virtual assistants/chatbots in enterprise and specialized domains such as legal assistance and customer service. It emphasizes the balance between AI augmentation and human roles, the ethical risks including bias and privacy, and the critical social dynamics affecting user acceptance and organizational implementation.

Key finding: The paper conceptualizes AI-based digital assistants, including IBM Watson, as sociotechnical systems that augment human task performance through natural language interfaces. It discusses the emerging roles of chatbots in... Read more
Key finding: Through PLS-SEM analysis of 244 survey responses, this study shows that expectation confirmation significantly predicts customer satisfaction with AI digital assistants. It offers evidence relevant for understanding user... Read more
Key finding: Presents development of a legal domain chatbot aimed at improving client support efficiency by navigating complex legal information and handling cases through conversational AI. This application parallels IBM Watson's AI... Read more
Key finding: Analyzes public controversies around algorithmic harms and discrimination, highlighting technology companies’ framing strategies emphasizing system opacity as 'trade secrets' and inscrutability. The findings underscore... Read more
Key finding: Proposes a comprehensive framework that balances AI productivity with ethical safeguards, bias-awareness, and systemic integrity. It envisions future AI systems incorporating emotional intelligence and ethical regulation... Read more

All papers in IBM Watson

This paper presents a deeply integrated framework for maximizing productivity in Artificial Intelligence systems while preserving ethical safeguards and systemic integrity. Combining the disciplines of data science, machine learning,... more
he Turing test is one of the philosophical foundations of Artificial Intelligence. In the sixty years since Alan Turing's "Computing Machinery and Intelligence" appeared in Mind, there have been two widely accepted interpretations of the... more
This article uses the example of drugs that might cure Alzheimer’s dementia in order to illustrate that consequences of undesirable drugdrug interactions may limit the treatment that may be safely used for any medical condition. As many... more
The integration of Artificial Intelligence (AI) and Blockchain technology offers transformative potential for the healthcare industry. Blockchain provides a secure, immutable, and transparent infrastructure for managing healthcare data,... more
A vast variety of artificial intelligence techniques have been deployed to specific healthcare problems during the last thirty years with varying levels of success while there is a shortage of systematic matching of AI capabilities with... more
A vast variety of artificial intelligence techniques have been deployed to specific healthcare problems during the last thirty years with varying levels of success while there is a shortage of systematic matching of AI capabilities with... more
A vast variety of artificial intelligence techniques have been deployed to specific healthcare problems during the last thirty years with varying levels of success while there is a shortage of systematic matching of AI capabilities with... more
The pace of deploying artificial intelligence (AI) techniques to healthcare has been speeding up. Many of the initiatives have been technology driven aiming at finding problems matching the new technology while systematic, demand driven... more
Bu çalışmada, onkoloji alanında yapay zekâ yöntemleri üzerine yapılan güncel 23 makale çalışması irdelenmiştir ve çalışmalarda kullanılan yapay zekâ yöntemleri ve doğruluk payları literatür özet tablosunda yer verilerek yapılacak diğer... more
Artificial intelligence has contributed significantly to solving various medical problems, including cancer, over the past decade. Artificial intelligence is being applied more and more in various fields of cancer research. Today,... more
Mainframe, büyük ölçekli veri işleme, depolama ve yönetim ihtiyaçlarını karşılamak üzere tasarlanmış, yüksek performanslı bilgisayarlardır. Genellikle finans, sağlık, yüksek teknoloji gerektiren sahalarda, havacılık ve kamu sektörü gibi... more
This paper describes the development of chatbots that can help learners make the most appropriate use of a large body of content. The purpose of a COntent-based Learning Assistant, COLA, is to suggest optimal educational paths, along with... more
The adoption of artificial intelligence with multi-cloud is one useful area that businesses and organizations should explore mainly due to its scalability, flexibility, and efficiency. As a result, this integration must come with several... more
Nota Antes de utilizar esta información y el producto al que se refiere, lea la información en "Avisos" en la página 19. Información del producto Esta edición se aplica a la versión 29, release 0, modificación 1 de IBM ® SPSS Statistics y... more
IBM Nota Antes de utilizar esta información y el producto al que se refiere, lea la información en "Avisos" en la página 25. Información del producto Esta edición se aplica a la versión 29, release 0, modificación 1 de IBM ® SPSS... more
IBM Nota Antes de utilizar esta información y el producto al que se refiere, lea la información en "Avisos" en la página 87. Información del producto Esta edición se aplica a la versión 29, release 0, modificación 1 de IBM ® SPSS... more
IBM Nota Antes de utilizar esta información y el producto al que se refiere, lea la información en "Avisos" en la página 47. Información del producto Esta edición se aplica a la versión 29, release 0, modificación 1 de IBM ® SPSS... more
Reconstruction conjecture asks whether it is possible to reconstruct a unique (up to isomorphism) graph from set of its one vertex deleted subgraphs. We show here the validity of reconstruction conjecture for every connected graph which... more
Nota Antes de utilizar esta información y el producto al que se refiere, lea la información en "Avisos" en la página 87. Información del producto Esta edición se aplica a la versión 29, release 0, modificación 0 de IBM ® SPSS Statistics y... more
RESUMO O presente artigo terá como objetivo estudar os Sistemas Especialistas sob a perspectiva das novas tecnologias de Inteligência Artificial e Big Data e será organizado de maneira a, em um primeiro momento, apresentar os aspectos... more
In the era of digitalization and rapidly changing technology, artificial intelligence is one the fastest evolving technology across the globe. Artificial intelligence deals with the study and development of intelligence of machines and... more
In the era of digitalization and rapidly changing technology, artificial intelligence is one the fastest evolving technology across the globe. Artificial intelligence deals with the study and development of intelligence of machines and... more
Dopo una rapida panoramica degli attuali usi dell'intelligenza artificiale nel campo dell'istruzione, il contributo espone le frontiere e i rischi di una pervasiva presenza in ambito didattico, suggerendo indicazioni per un uso corretto.
The distinguishing number (index) D(G) (D ′ (G)) of a graph G is the least integer d such that G has an vertex labeling (edge labeling) with d labels that is preserved only by a trivial automorphism. A graphoidal cover of G is a... more
In this article we describe the narratives of two characters who in the last decade published videos about their most intimate secrets, usually love affairs and everyday life that have gained worldwide repercussion, through the space... more
The distinguishing number (index) D(G) (D ′ (G)) of a graph G is the least integer d such that G has an vertex labeling (edge labeling) with d labels that is preserved only by a trivial automorphism. A graphoidal cover of G is a... more
Inserted in the field of communication in strong dialogue with socio-anthropology, from the methodological approach of ethnography to the internet, this article identifies the existence of groups on digital social media that create spaces... more
Los tres trabajos que siguen tratan el ejercicio de la historia de la medicina, pero desde tres diferentes posiciones. La idea es sumamente atractiva, porque los escritos reflejan las ideas, experiencias, sentimientos e incluso... more
Traditional Power Grid is transformed to Smart Grid by utilizing the technological advancements of Information and Communication Technology. In Smart Grid data is flowing between different components of the system. Advanced and online... more
Background: Breast cancer has the highest incidence and is the leading cause of cancer-related mortality among women worldwide. IBM Watson® for Oncology (WfO), an artificial intelligence-based clinical decision-support system, provides... more
O impacto da obra de J. B. Watson tem sido explorado na historiografia da psicologia. Neste âmbito, destacam-se estudos que utilizam como método a análise bibliométrica. Tais pesquisas, no entanto, não utilizam parâmetros comparativos que... more
Labelled "ground truth" datasets are routinely used to evaluate and audit AI algorithms applied in high-stakes settings. However, there do not exist widely accepted benchmarks for the quality of labels in these datasets. We provide... more
Bireylerin doğumlarından önce başlayan ve hayatları boyunca devam eden temel ihtiyaçlarının başında sağlık hizmetleri gelmektedir. Teknolojinin insanlara sunduğu gelişmeler sonucunda medikal cihazlar sadece sağlık kurumları ve personeli... more
Author profiling consists of predicting some author's characteristics (e.g. age, gender, personality) from her writing. After addressing at PAN@CLEF mainly age and gender identification, and also personality recognition in Twitter 1 , in... more
Despite the progressive research and recent advances in drug therapy to treat solid tumours, the number of cases and deaths in patients with cancer is still a major health problem. Drug repurposing coupled to drug combination strategies... more
Several central nervous system (CNS) drugs exhibit potent anti-cancer activities. This study aimed to design a novel model of combination that combines different CNS agents and antineoplastic drugs (5-fluorouracil (5-FU) and paclitaxel... more
Introduction: Cancer cells may exhibit outsourcing of their high energy need in order to avoid the intrinsic mitochondrial apoptosis. Reduced mitochondrial respiration and accumulation of mitochondrial genome mutations are among metabolic... more
This edition reflected new findings and the latest trends in the areas of pharmacological treatment. The aim of this study is to present strategies and treatment options according to the subtype of depression using data from the... more
This paper proposes a general approach for using conversational interfaces such as chatbots to offer adaptive learning of business processes in an environment involving different actors. Adaptivity concerns both the content being... more
Author profiling consists of predicting some author's characteristics (e.g. age, gender, personality) from her writing. After addressing at PAN@CLEF mainly age and gender identification, and also personality recognition in Twitter 1 , in... more
In the industry domains such as transportation, power generation and heavy engineering industries utilize complex machinery, as their working principles are very complex and it is very difficult to predict their exact life and operational... more
In 1967 IBM (International Business Machines) commissioned Henri Cartier-Bresson to produce a portfolio of photographs depicting human relationships with technology around the world. These images, along with a selection from the... more
The paper presents the convergences and divergences of Nonprofit Organizations (NPO) theory and Social Management. Then, it present the possibilities of development of Social Management in the NPO. At the end of the paper, the main... more
Sağlık alanında dijital dönüşüm, sağlıkla ilgili tüm verilerin, bilgilerin ve süreçlerin dijitalize edilmesini içeren kapsayıcı dönüşümdür. Kriptopara konusunda duymaya alıştığımız blokzincir teknolojisi, verilerin işlenmesi, güvenliği,... more
We present IoTutor that is a cognitive computing solution for education of students in the IoT domain. We implement the IoTutor as a platform-independent web-based application that is able to interact with users via text or speech using... more
This is a research project presentation to show the benefits  of the use of IBM Watson and the AI for managing the resumes from various persons for various purposes.
Il contributo descrive due proposte didattiche CLIL per la scuola secondaria di primo e secondo grado tese a stimolare una riflessione sui sistemi di Intelligenza Artificiale (IA). La prima proposta prevede l’impiego del software di AI... more
Given the financial and resource constraints of the thesis, semi structured interviews and Wizard of Oz experiments were chosen as the methods of study. These methods helped in delving deep into user issues within limited time period. The... more
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