keyword-test-cord

Introduction

This is a Distant Reader "study carrel", a set of structured data intended to help the student, researcher, or scholar use & understand a corpus.

This study carrel was created on 2021-05-25 by Eric Morgan <emorgan@nd.edu>. The carrel was created using the Distant Reader cord process, and the input was the result of a query applied to a local mirror of CORD, a data set of scholarly articles on the topic of COVID-19. The actual query was: keywords:test. The results of this query were saved in a cache and transformed into a set of plain text files. All of the analysis -- "reading" -- has been done against these plain text files. For example, a short narrative report has been created. This Web page is a more verbose version of that report.

All study carrels are self-contained -- no Internet connection is necessary to use them. Download this carrel for offline reading. The carrel is made up of many subdirectories and data files. The manifest describes each one in greater detail.

Size

There are 112 item(s) in this carrel, and this carrel is 2,120,179 words long. Each item in your study carrel is, on average, 19,451 words long. If you dig deeper, then you might want to save yourself some time by reading a shorter item. On the other hand, if your desire is for more detail, then you might consider reading a longer item. The following charts illustrate the overall size of the carrel.

Readability

On a scale from 0 to 100, where 0 is very difficult and 100 is very easy, the documents have an average readability score of 51. Consequently, if you want to read something more simplistic, then consider a document with a higher score. If you want something more specialized, then consider something with a lower score. The following charts illustrate the overall readability of the carrel.

Word Frequencies

By merely counting & tabulating the frequency of individual words or phrases, you can begin to get an understanding of the carrel's "aboutness". Excluding "stop words", some of the more frequent words include:

blood, patients, results, test, study, transfusion, testing, positive, using, tests, group, donors, time, data, anti, clinical, used, cells, one, may, patient, samples, also, methods, cell, two, disease, use, treatment, based, number, cases, studies, performed, negative, high, system, plasma, case, platelet, risk, ml, i, analysis, well, specific, covid, years, method, control

Using the three most frequent words, the three files containing all of those words the most are Abstracts TPS, Abstract Presentations from the AABB Annual Meeting San Diego, CA ctober 7‐10, 2017, and EDUCATION DAY MONDAY: PLENARY SESSION 1 MONDAY: PARALLEL SESSIONS.

The most frequent two-word phrases (bigrams) include:

blood donors, blood transfusion, whole blood, red blood, study design, blood components, blood donation, summary conclusions, case studies, background case, blood group, blood products, red cell, blood bank, blood cells, design method, results finding, nucleic acid, transfusion medicine, test results, blood cell, public health, blood donor, specific ige, granted medrxiv, author funder, significantly higher, red cells, control group, allergic rhinitis, copyright holder, mg kg, lateral flow, made available, adverse events, blood samples, statistically significant, version posted, significant difference, transfusion reactions, mg dl, platelet concentrates, flow cytometry, international license, infectious diseases, diagnostic tests, transfusion service, blood banks, platelet count, bone marrow

And the three file that use all of the three most frequent phrases are Abstract of 29th Regional Congress of the ISBT EDUCATION DAY MONDAY: PLENARY SESSION 1 MONDAY: PARALLEL SESSIONS, and TUESDAY PLENARY SESSION 3 TUESDAY: POSTERS.

While often deemed superficial or sophomoric, rudimentary frequencies and their associated "word clouds" can be quite insightful:

Keywords

Sets of keywords -- statistically significant words -- can be enumerated by comparing the relative frequency of words with the number of times the words appear in an entire corpus. Some of the most statistically significant keywords in the carrel include:

test, sars, covid-19, patient, study, pcr, result, method, hiv, cell, group, dna, laboratory, hospital, blood, hbv, treatment, transfusion, system, rna, rhd, rbc, platelet, nat, hla, hcv, fda, donor, diagnostic, dat, anti, abo, testing, sample, poc, ffp, elisa, disease, conclusion, case, antibody, allergic, year, trali, level, day, background, asthma, allergy, virus

And now word clouds really begin to shine:

Topic Modeling

Topic modeling is another popular approach to connoting the aboutness of a corpus. If the study carrel could be summed up in a single word, then that word might be blood, and Advantages and Limitations of Anticipating Laboratory Test Results from Regression- and Tree-Based Rules Derived from Electronic Health-Record Data is most about that word.

If the study carrel could be summed up in three words ("topics") then those words and their significantly associated titles include:

1. blood - Abstract Presentations from the AABB Annual Meeting San Diego, CA ctober 7‐10, 2017
2. patients - Abstracts TPS
3. test - Abstracts cont.

If the study carrel could be summed up in five topics, and each topic were each denoted with three words, then those topics and their most significantly associated files would be:

1. blood, transfusion, patients - Abstract Presentations from the AABB Annual Meeting San Diego, CA ctober 7‐10, 2017
2. test, covid, tests - What can we learn about SARS-CoV-2 prevalence from testing and hospital data?
3. patients, asthma, study - Abstracts TPS
4. cells, cell, effects - Abstracts of the 82(nd) Annual Meeting of the German Society for Experimental and Clinical Pharmacology and Toxicology (DGPT) and the 18(th) Annual Meeting of the Network Clinical Pharmacology Germany (VKliPha) in cooperation with the Arbeitsgemeinschaft für Angewandte Humanpharmakologie e.V. (AGAH)
5. test, tests, testing - Inorganic Complexes and Metal-Based Nanomaterials for Infectious Disease Diagnostics

Moreover, the totality of the study carrel's aboutness, can be visualized with the following pie chart:

Noun & Verbs

Through an analysis of your study carrel's parts-of-speech, you are able to answer question beyonds aboutness. For example, a list of the most frequent nouns helps you answer what questions; "What is discussed in this collection?":

blood, patients, results, test, study, transfusion, tests, testing, donors, group, time, cells, data, samples, methods, cell, patient, treatment, number, disease, cases, plasma, risk, platelet, use, system, years, method, analysis, studies, days, age, donor, antibodies, levels, units, antibody, control, case, day, detection, population, infection, conclusion, sample, symptoms, level, groups, rate, ml

An enumeration of the verbs helps you learn what actions take place in a text or what the things in the text do. Very frequently, the most common lemmatized verbs are "be", "have", and "do"; the more interesting verbs usually occur further down the list of frequencies:

using, show, including, test, performed, increases, based, compared, reports, find, determine, following, detect, identify, evaluated, associated, provide, develop, reduce, require, given, observed, treating, received, making, obtained, collected, assessing, suggests, presenting, considered, aim, related, decreases, improving, taken, confirm, needed, caused, measured, resulting, indicated, demonstrated, induces, investigated, leads, remaining, allows, occurs, analyzed

Proper Nouns

An extraction of proper nouns helps you determine the names of people and places in your study carrel.

RBC, PCR, mg, C, SARS, COVID-19, CoV-2, Blood, HCV, IgE, HIV, Background, A, T, D, Hb, L, B, AE, Study, ABO, RHD, M, HBV, •, Design, S., Case, HLA, Transfusion, Studies, Summary, RNA, S, Conclusions, Health, Hospital, Rh, University, IgG, ELISA, IgM, II, RT, NAT, FDA, TM, DNA, PLT, K

An analysis of personal pronouns enables you to answer at least two questions: 1) "What, if any, is the overall gender of my study carrel?", and 2) "To what degree are the texts in my study carrel self-centered versus inclusive?"

we, it, our, their, they, its, them, i, he, she, her, his, us, one, you, itself, your, themselves, my, me, him, himself, ourselves, ashcs, s, p210bcr, mg, igg4, yourself, p24ag, fusb, em, siil-33, ocid1001, il-, adrb1, β, y€, y-27632, wether, tssc, srbcs, sont-20, s351, rbcs/100, p<.001, p7sngf, p63rhogef, p206, ours

Below are words cloud of your study carrel's proper & personal pronouns.

Adjectives & Verbs

Learning about a corpus's adjectives and adverbs helps you answer how questions: "How are things described and how are things done?" An analysis of adjectives and adverbs also points to a corpus's overall sentiment. "In general, is my study carrel positive or negative?"

positive, clinical, anti, negative, high, different, specific, significant, non, low, higher, first, available, red, new, diagnostic, human, severe, normal, total, allergic, important, many, lower, common, single, whole, similar, mean, medical, respiratory, possible, molecular, several, effective, viral, rapid, large, old, potential, multiple, bacterial, additional, patient, primary, pre, adverse, present, standard, infectious

also, well, however, significantly, respectively, therefore, even, often, previously, prior, still, highly, currently, clinically, especially, recently, approximately, less, now, statistically, frequently, furthermore, particularly, potentially, commonly, usually, least, later, first, finally, additionally, relatively, mainly, generally, directly, moreover, rather, together, almost, already, alone, successfully, subsequently, yet, fully, typically, much, widely, always, initially

Next steps

There is much more to a study carrel than the things outlined above. Use this page's menubar to navigate and explore in more detail. There you will find additional features & functions including: ngrams, parts-of-speech, grammars, named entities, topic modeling, a simple search interface, etc.

Again, study carrels are self-contained. Download this carrel for offline viewing and use.

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