Added additions to Main and added test cases

README.md

@@ -11,18 +11,22 @@ This repository contains student project materials, including project report, da
 
 ## Major: Computer Science (DS)
 
-## Project Name: Thats a Fact, No Cap!
+## Project Name: Thats a Fact, No Cap
 
 ---
 
 ## Overview
 
 TODO (250 words minimum): Discuss the overview of the project using and building on the project description provided by the department. In this section, a concise summary is discussed of the study's key elements, offering the reader a quick understanding of the research's scope and goals. The section continues to outline the main topics, research questions, hypotheses, and /or theories in a clear and meaningful language to provide a type of roadmap for the reader to navigate the forthcoming details of the project. This section also needs to motivate the project by providing context for the study, outlining the current state of knowledge in the field, and highlighting any gaps or limitations in existing research. The section serves as a foundational guide that enables the reader to grasp the context of the study, in addition to its structure, before moving into a more technically-based discussion in the following sections of the article. In short, the "Overview" section needs to answer the `what` and `why` questions, that is `what is the project?` and `why is the project important?`
 
+This project was created in order to enhance the validity of using machine learning for text analysis in order to develop a fact-checking system. To implement the 
+
 ## Literature Review
 
 TODO: Conduct literature review by describing relevant work related to the project and hence providing an overview of the state of the art in the area of the project. This section serves to contextualize the study within the existing body of literature, presenting a thorough review of relevant prior research and scholarly contributions. In clear and meaningful language, this section aims to demonstrate the problems, gaps, controversies, or unanswered questions that are associated with the current understanding of the topic. In addition, this section serves to highlight the current study's unique contribution to the field. By summarizing and critiquing existing works, this section provides a foundation for readers to appreciate the novelty and significance of the study in relation to the broader academic discourse. The "Literature Review" section further contributes to the `why is the project important?` question. The number of scholarly work included in the literature review may vary depending on the project.
 
+Utilizing machine learning in 
+
 ## Methods
 
 TODO: Discuss the methods of the project to be able to answer the `how` question (`how was this project completed?`). The methods section in an academic research outlines the specific procedures, techniques, and methodologies employed to conduct the study, offering a transparent and replicable framework for the research. It details the resources behind the work, in terms of, for example, the design of the algorithm and the experiment(s), data collection methods, applied software libraries, required tools, the types of statistical analyses and models which are applied to ensure the rigor and validity of the study. This section provides clarity for other researchers to understand and potentially replicate the study, contributing to the overall reliability and credibility of the research findings.

src/corpus_data/PMC001xxxxxx/PMC1283140.xml

@@ -0,0 +1,2 @@
+<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Archiving and Interchange DTD v1.0 20120330//EN" "JATS-archivearticle1.dtd">
+<article xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML" article-type="research-article"><?properties open_access?><front><journal-meta><journal-id journal-id-type="nlm-ta">J Cell Biol</journal-id><journal-id journal-id-type="iso-abbrev">J. Cell Biol</journal-id><journal-title-group><journal-title>The Journal of Cell Biology</journal-title></journal-title-group><issn pub-type="ppub">0021-9525</issn><issn pub-type="epub">1540-8140</issn><publisher><publisher-name>The Rockefeller University Press</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="pmid">8991098</article-id><article-id pub-id-type="pmc">PMC1283140</article-id><article-id pub-id-type="publisher-id">97145456</article-id><article-categories><subj-group subj-group-type="heading"><subject>Articles</subject></subj-group></article-categories><title-group><article-title>Regulation of epidermal differentiation by a Distal-less homeodomain gene</article-title></title-group><pub-date pub-type="ppub"><day>2</day><month>12</month><year>1996</year></pub-date><volume>135</volume><issue>6</issue><fpage>1879</fpage><lpage>1887</lpage><permissions><license license-type="openaccess"><license-p>This article is distributed under the terms of an Attribution&#x02013;Noncommercial&#x02013;Share Alike&#x02013;No Mirror Sites license for the first six months after the publication date (see <ext-link ext-link-type="uri" xlink:href="http://www.rupress.org/terms">http://www.rupress.org/terms</ext-link>). After six months it is available under a Creative Commons License (Attribution&#x02013;Noncommercial&#x02013;Share Alike 4.0 Unported license, as described at <ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by-nc-sa/4.0/">http://creativecommons.org/licenses/by-nc-sa/4.0/</ext-link>).</license-p></license></permissions><abstract><p>The Distal-less-related homeodomain gene Dlx3 is expressed in terminally differentiated murine epidermal cells. Ectopic expression of this gene in the basal cell layer of transgenic skin results in a severely abnormal epidermal phenotype and leads to perinatal lethality. The basal cells of affected mice ceased to proliferate, and expressed the profilaggrin and loricrin genes which are normally transcribed only in the latest stages of epidermal differentiation. All suprabasal cell types were diminished and the stratum corneum was reduced to a single layer. These data indicate that Dlx3 misexpression results in transformation of basal cells into more differentiated keratinocytes, suggesting that this homeoprotein is an important regulator of epidermal differentiation.</p></abstract></article-meta></front></article>