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Killexams : Enterasys NetSight test Questions - BingNews
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https://killexams.com/exam_list/EnterasysKillexams : sample test questions - bioenergetics
Multiple choice questions are perhaps the easiest to complete - you simply put a cross in a box - however, the questions often have two answers that could, at first glance, be correct. Don't make the mistake of studying the first answer and thinking this is correct without checking all the others.
If it says 'Tick one box', you must tick one box. If you leave it blank or tick two or more boxes you will get zero marks. These multiple choice questions will not start with command words like 'Describe...' or 'Explain...'. They will be written in the form of a question like 'What...?' or 'Why...?'.
There will be more multiple choice questions on the Foundation paper.
These questions have been written by Bitesize consultants as suggestions to the types of questions that may appear in an test paper.
As if stealing the hearts of Tokyo’s most corrupt in Persona 5 Royal wasn’t a big enough task on its own, you’ll also have to contend with all the worries of a normal high schooler, and that includes your schoolwork. Throughout your year at Shujin Academy, you’ll be asked a number of questions both in-class and on exams, and the perks for doing well are numerous.
The questions you’ll get can be a little tough, though, but that’s where we come in. Below, you’ll find every classroom and test question and answer for Persona 5 Royal. Good luck in school!
This answer guide is only for Persona 5 Royal. If you're playing vanilla P5, your answers will be different.
This guide contains slight spoilers for Persona 5 Royal.
April Classroom Answers
April Classroom Dumps In Persona 5 Royal
Date
Question
Correct Answer
4/12
Tell me what the Devil’s Dictionary defined as the chief factor in the progress of the human race.
Villains
4/19
Between A and B… which line seems longer…?
They’re the same.
4/23
Between music, theatre and chariot racing, which sport did Nero win when he participated in the Olympics?
All of them
4/25
What’s that phrase meant to convey? “My country, right or wrong?”
You unquestioningly support it
But the original meaning was different? So I guess it’d be something like…
You have a duty to correct them
4/27
Do you know the name of the theorem named after this number?
Four color theorem
4/30
First off, the "wunder" part probably means...
Wonder
Next, the "kind" part. That's probably...
Child
So a "wunderkind" would be...
Prodigy
May Classroom Answers
May Classroom Dumps In Persona 5 Royal
Date
Question
Correct Answer
5/7
So what’s the literal translation of the phrase “femme fatale?”
Fatal Woman
5/10
You know the time period Yoshitsune was active in, don’t you?
The Heian Period
Exam Period: 5/11-5/14
5/16
What do we call the phenomenon where believing in a treatment’s power is enough to Excellerate your condition?
The placebo effect
5/19
Which famous ukiyo-e artist of the Edo period is said to have moved residence over 100 times?
Katsushika Hokusai.
5/21
The golden ratio is 1:1.618, but do you know the silver ratio?
1:1.414
5/23
If we think about what these words have in common, then maybe “syn” means…
Together
And “aisthesis,” huh? That’s a little like the word aesthetics. I wonder if it means…
Senses
So that means the full word basically means…
Senses coming together
5/26
Do you know which author Leblanc borrowed from?
Arthur Conan Doyle
5/31
Do you know which peg-legged, parrot toting historical figure’s appearance became a visual shorthand for pirates?
John Silver
May test Answers
May Midterm test Dumps In Persona 5 Royal
Date
Question
Correct Answer
5/11
What historical figure inspired the term of “favoring the magistrate?"
Minamoto no Yoshitsune
Yoshitune had a brother, right? Oh, I think his name was…
Minamoto no Yoritomo
But they ended up coming into conflict. And in the end, when they had to oppose each other…
Yoritomo won
That’s probably because people tend to sympathize less with figures in power, and sympathize more with…
The weak
5/12
Which brain function is responsible for the phenomenon of seeing an illusion in this figure?
Cognition
Which of the following maps can you paint without any adjacent areas being the same color?
Both
5/13
Name the book that defined malefactors as the chief factor in the progress of the human race.
The Devil's Dictionary
What character archetype refers to a mysterious and seductive woman, typically with ulterior motives?
Can you tell me the meaning of the word “wack” in the Thieves’ Cant?
A share of stolen goods
11/4
Clubs is a club, diamonds is a gem… So, what does a spade represent?
A sword
11/8
Tell me how old you have to be to listen in on a trial.
Any age
11/10
Do you know why it’s missing in the character for “crow?"
Crow eyes are hard to see
11/12
I wonder. Do you know why our voices sound so different over the phone?
Because the voice is synthetic
11/14
Tell me why that is.
Because of high altitude
11/15
How was he punished?
His head was put on display.
11/17
Do you know the name for this graph? Your hint is “snails”...
Cochleoid
December test Answers
December Final test Dumps In Persona 5 Royal
Date
Question
Correct Answer
12/20
Choose the graph that became the origin for the name for the Chinese yoyo known as a diabolo.
D
He was a really famous thief from the Edo period, right? How much money did he steal, in the end?
Over one billion yen
As a result, he was sentenced to…
Having is head displayed
Criminals, especially famous criminals being paraded around, was mostly done for…
Public performance
12/21
Which suit of cards represents the Holy Grail?
Hearts
According to Japanese judicial law, what is possible for even an infant to do in court?
Attend
12/22
What country refers to a person who controls politics behind the scenes as a “prime minister in black?"
Japan
The Japanese word “dokyuu” translates to “massive.” What English word inspired the initial “do” in dokyuu?
Dreadnought
January Classroom Answers
January Classroom Dumps In Persona 5 Royal
Date
Question
Correct Answer
1/11
What’s this phrase supposed to illustrate about the gods of Shinto?
How numerous they are
What’s that phrase again? The one about how many gods there are in Shinto…
The Eight Million Gods
1/14
Where do you think the fictional land of “Ihatov” is modeled after?
Iwate
1/18
What did the word “awful” originally mean?
Impressive
1/21
Do you know what she’s stepping on?
A snake
1/24
What does that mean when describing a person?
Kind-hearted
So what kind of connotation would “salty” have in that context?
Negative
So with all that in mind, “salty” probably means…
Resentful
1/27
How far did this study suggest personal happiness can spread?
To friends of friends of friends
Rewards For Doing Well In School
Sometime throughout the year, if you're studying and following our guide to get all the questions in P5R right, you'll unlock the achievement or trophy, "A Most Studious Disguise" for placing first on an exam.
It requires not only a maxed Knowledge stat, but also getting all questions correctly on said exam.
Additionally, be sure to tell Sojiro Sakura that you've done well on your exams - he rewards you for doing well by offering Joker a handful of accessories.
Sojiro's Rewards For Joker's test Scores
Month
Accessory Reward
Skill
May (Midterms)
Tough Belt
Defense Master
July (Finals)
Dandy Mirror
Counterstrike
October (Midterms)
Leblanc Charm
Null Sleep
December (Finals)
Boss Undies
Endure
Be sure to check in with your Coffee Dad after getting your scores to let him know how well you did! You need to manually talk to Sojiro to get the rewards, but it's worth doing so.
Sat, 22 Apr 2023 00:17:00 -0500en-UStext/htmlhttps://www.msn.com/en-us/lifestyle/lifestyle-buzz/every-classroom-and-exam-question-and-answer-for-persona-5-royal/ar-AA1abISbKillexams : sample test questions - chemicals of the natural environment
1. Each test paper will contain questions that require you to recall what you've learnt.
You will need to remember, select and clearly communicate facts and explanations that you have learnt from studying.
2. Each test paper will contain questions that require you to apply what you’ve learnt to an unfamiliar context.
These questions may, at first, appear to be about things you haven’t learnt. But the question will provide you all the information you need to answer it when combined with your own knowledge and understanding.
When you see an unfamiliar situation in a question:
don't panic
read the information in the question carefully
think about how the situation is similar to something you have studied
look for clues in the question that suggest how you can use what you know to explain the unfamiliar situation
3. Each test paper will contain questions that require you to analyse evidence or data and then make your own decision or conclusion
To get full marks on this type of question, you will usually have to do more than just processing data (eg doing calculations or plotting a graph) or describing it (eg describing the pattern in the results or the shape of the graph) - you will have to come up with your own conclusion or decision based on the evidence you have been given.
Sometimes, you may be asked whether you agree with a statement or a conclusion. You may not get any marks for simply stating that you agree or disagree - most or all of the marks will be given for explaining and justifying your decision. Your answer must make it clear that your decision is based on the evidence you have been given in the question and your own knowledge and understanding of chemistry.
Tue, 14 Mar 2023 15:31:00 -0500en-GBtext/htmlhttps://www.bbc.co.uk/bitesize/guides/z8c7rwx/revision/1Killexams : test Information
An test proctor will begin studying test instructions approximately 15 minutes before the test start time. Students must be in the test room with their test at this time. If taking the test on a laptop, it must be booted up and have passed the security check. Hand writers must not have a laptop with them in an test room, unless otherwise allowed according to the professor’s instructions. A student entering the test room after the proctor begins studying instructions will not receive additional time for booting up their laptop, passing the security check, and/or studying test instructions.
When instructed by the proctor, write your test number on the cover page of your exam, bluebooks, and any scratch paper you turn in as part of your exam. Handwritten test answers must be written in blue books in blue or black ink. Number the bluebooks you use (1 of 1, 1 of 2, 2 of 2, etc.). Proctors will allow time to read the professor’s instructions. Other than counting the number of pages of the exam, students are not permitted to turn the page of an test past the instructions page until the proctor instructs them to do so.
When taking a closed-book exam, no books, outlines, book bags, purses, or scratch paper (other than the scratch paper provided) may be at your seat during the exam. These items must be left outside of the test room or in the front or sides of the test room. Students may not begin to write anything, including on scratch paper, before the proctor begins a closed-book exam.
Students taking in-class exams are prohibited from having any electronic communication device, other than a laptop as allowed per the professor's instructions, during the exam. Cell phones and smart watches must be turned off during the test and placed in a bag or backpack. Violations of this rule may be considered an Honor Code violation. A clock in each test room will be the official timekeeper for the exam.
Non-alcoholic beverages are permitted in test rooms; however, the container must have a lid.
After the test instructions have been read and the test begins, the proctor will remain in the room. Any student who has a question or problem during an test should see the proctor.
Students may use the restroom or take a break during an exam. However, all test materials must be left in the test room and no additional time will be given. Students must sign in and out at the front of the room with the proctor.
Sat, 06 May 2023 19:42:00 -0500entext/htmlhttps://www.slu.edu/law/academics/registrar/exam-information/index.phpKillexams : General Knowledge 2023 - GK Questions and Answers
Candidates who are preparing for competitive exams often search for General Knowledge Questions with Answers. In such a case, aspirants must visit Jagranjosh.com where they can get syllabu wise GK questions with answers. Latest GK questions on Important Days and Dates, Polity, Economy, Government Schemes, Awards and Honours, States and Capitals of India, Trending News, etc can be found here. Studying syllabu wise GK questions with answers makes it very easy and systematic preparation. You can study basic, static as well as advanced GK questions here. This will help you get your basic GK strong, thereby helping you fetch marks.
The latest GK Dumps are regularly published by jagranjosh.com and can be easily accessed by the aspirants under the GK Quiz section. The candidates appearing for various competitive and government recruitment examinations such as UPSC, SSC, Bank PO/Clerk, and so forth can test their knowledge by answering important general knowledge questions.
Who is the first Prime Minister of India?
Jawaharlal Nehru
Who is the first female Prime Minister of India?
Indira Gandhi
Who is the first President of India?
Rajendra Prasad
Who is the first woman President of India?
Pratibha Patil
India GK (General Knowledge)
India GK section of jagranjosh.com presents the aspirants of various competitive examinations with the facts about Indian History, Geography, Polity, Art, Culture, Economy, Science, Environment and so forth, along with static and current events happening pan India. It further provides the aspirants with explainers on important GK Questions about India.
General Knowledge for Competitive Exams
Get the latest General Knowledge Dumps for competitive exams from every topic. Our team has collated General Knowledge questions for competitive exams on various topics. You can find out the GK questions on syllabus such as State Wise GK quiz, Computer Awareness, Physics, Chemistry, Biology, Indian Polity, Insurance, Books and Authors, etc. In addition to studying GK for government exams, you can also find out daily current affairs that will provide you information about the latest events in India and around the World.
General Knowledge in Hindi
Candidates who prefer to read General Knowledge in Hindi will be able to study General Knowledge Dumps in Hindi here. It is good to study General knowledge in a language that you find to be comfortable. This helps a person to understand and track down events in a good way. In addition to this, studying GK in Hindi also helps one to retain the GK questions with answers in a better way.
Importance of General Knowledge
The importance of General knowledge serves different purposes for different individuals. General Knowledge is important for the candidates who are preparing for competitive exams to score marks while there are some people who have a keen interest in being aware of the latest events or have knowledge about GK. You can find out the importance of General Knowledge below:
General knowledge broadens your perspective of the world as it develops a sense of understanding.
GK for students helps them to increase their grades in academics. This in turn helps them to participate in GK quizzes and debate activities, thereby, giving them exposure.
General knowledge helps one to achieve confidence in public speaking activities. It gives them the benefit of presenting more facts and information in great depth. This helps them to hold the audience by sharing intriguing facts.
One is able to make an informed decision consciously. Such as being informed about the current fiscal policy helps one to make a good decision.
Topics for General Knowledge
General Knowledge not only consists of a single syllabu but it has a wide range of syllabus from every field. Having a list of syllabus for General Knowledge eases the process of preparing with ease. syllabus for GK consist of both current and static GK such as Indian National Movement,5 Year Plans, Budget, Revolt of 1857, Government Schemes, Important World Leaders, etc We have listed some of the important syllabus for General knowledge below:
How to Practice General Knowledge Questions?
In order to practice General Knowledge Questions, one must ensure that they list out the subject wise topics. Read a particular syllabu carefully and simultaneously practice quiz questions based on it. You can go through the following to know how to practice General Knowledge questions to score marks:
If you tend to forget an answer to a certain question then create flashcards to memorize them.
Ensure that you revise the daily GK questions. Revision helps you to retain the concepts and recapitulate the events and questions based on GK.
Make sure that you take GK mock tests to revise frequently.
Practicing GK questions lets you retain the knowledge that you have studied, thereby, not creating any confusion with the current events.
Thu, 11 Aug 2022 10:28:00 -0500text/htmlhttps://www.jagranjosh.com/general-knowledgeKillexams : test technique
Information and guidance on how to prepare for your exam.
Dealing with stress
Exams are a unique kind of challenge. After university, it's rare for people to sit another exam.
But that doesn't mean you won't find yourself in a pressurised situation where you must produce or recall a lot of information and explain your understanding.
Pressurised situations can bring out the best in us: they focus attention, force us to prioritise our work and make sure we properly rank our knowledge in terms of relevance. But their intensity can lead to stress, which can have a negative effect on your performance.
Feeling a degree of stress about your exams is completely normal and is a positive marker that you are invested in your learning. However, it's important to make sure that your stress levels feel manageable and don't impact negatively on your wellbeing.
The more informed and better prepared you are, the more able you'll be to cope with the stress of exams. See the SSiD test Worries pages for tips on how to stay on top of things in the run-up to your exams.
Exam environment
Like any form of assessment, exams are designed to test your knowledge about a module's content. Exams are a special case, however. The testing takes place in a relatively artificial and controlled environment that involves other people, whose ways of working might be distracting.
Each test has specific regulations about location, duration, access to resources and question format, amongst other things. You can find out more about your test locations and requirements at the SSiD test Information pages.
If your exams are taking place online, you can find out more about taking online exams here.
What do you do first when the clock starts in an exam? Start scribbling furiously? Or take some time to breath, check the test paper and prepare yourself for what is ahead? It may feel as though those around you are already busy writing, but it can be helpful to have a good plan in place for your test and not rush straight into it.
Things you may want to consider including in your plan are:
At the beginning of an exam
Read the instructions at least twice, even if you are familiar with the style and format of the exam. There may be some unexpected differences that you will need to be aware of
Read the entire paper carefully at least once, noting how many questions you need to complete and the length of the exam
After studying the full paper, decide what questions you will answer and the order in which you will do them. It is not always sensible to choose comfort zone topics; instead carefully read the question being asked and select the most appropriate subject
Next, consider how long you will spend on each question, ensuring that the time allocated to a particular question is in keeping with the number of marks available
Before You Start Writing
Re-read each individual question and break it down into its component parts.
Look for action verbs, such as analyse, argue, compare and contrast, criticise, discuss or evaluate. Think about the implications on your answer.
Consider any limitations or restrictions that are presented within the question and highlight key words or phrases.
Spend some time planning your answer and ensure you stay focused on the question being asked.
Examiners don't want you to write everything you know. Instead, they want to see that you have critically engaged with the set question. You might want to use the Essay-Based test Planner (pdf. 422kb) to think about how to organise your test answers.
As You Write Your Answer
Keep an eye on the time and move on if you run over or get stuck on a particular question.
If you're running out of time concentrate on the first sections of questions, which usually offer easy marks,
If you are really running out of time, write with bullet points rather than full sentences, and come to a conclusion. You probably won't get all of the available marks for your answer, but you may get some!
And finally: NEVER LEAVE AN test EARLY!
Try to allocate some time to proofreading and checking. Time spent checking and re-checking is always well spent and it never does any harm to double and triple-check your work.
301 Recommends: test Technique Study Skills Hacks Video
Watch this short Study Skills Hacks video for tips and strategies on how to get the most out of yourself in an exam.
University exams will often involve writing a short essay on a topic. This tests not only your recall of facts and information, but also your ability to understand and explore concepts and ideas.
Writing an essay under the time pressure of an test can be challenging. It requires careful planning and organisation in order to set out your thoughts clearly.
Have a look at the information below for some tips on how to get the most out of yourself in an essay-based exam.
Understand the Question
Exam questions usually involve a prompt word that dictates the structure and approach required in the essay. Pay attention to the prompt word and it will make the job of planning and structuring your essay much easier.
The following is by no means a comprehensive list, but covers the most commonly used essay prompt words:
Analyse
Identify and examine closely the component parts of a… (e.g. situation, model, theory)
Argue
Present a case for and/or against acknowledging the strengths and weaknesses of both sides
Compare
Examine qualities, or characteristics, emphasising similarities, although differences may be mentioned
Contrast
Stress dissimilarities, differences, or unlikeness of things, qualities, events, or problems
Criticise
Make a judgement about the value of… and support it with evidence (may be positive or negative)
Discuss
Examine an argument, provide reasons for and against; consider its wider implicationstent
Evaluate
Present an authoritative and, to a lesser extent, personal appraisal of the advantages and limitations
Explain
Focus on the "how" or "why", emphasising the conditions that provide rise to whatever you are examining
Justify
Prove or show grounds for decisions. In such an answer, evidence should be presented in convincing form
Outline
Give an organised description, presenting the information in a systematic way
Review
Analyse and comment briefly in organised sequence upon the major points of the problem
Summarise
Give the main points or facts in condensed form, omitting details, illustrations and elaboration
Plan Your test Answer
Spending time planning the content and structure of your test answer will be an investment that will pay off when you start writing.
Having a skeleton structure planned out will make it much easier to organise the detail and make sure you stay on syllabu and answer the question.
First, mind dump all your ideas on a syllabu - there is no need to think about structure at this stage
Next prioritise your ideas to get a sense of which points will be most important to include. Remember, there is no need to put everything into an test answer. Be attentive to the marks on offer for the question and put in the key points only
Finally, create a basic structure for your answer. If it an essay-based exam, you will be assessed on your ability to communicate as well as the content, so a clear structure will help the marker to follow your ideas
Try using this planning technique in your revision to practise organising your thoughts around the syllabus and sub-topics of a module.
Check the format of your exam
Some subjects will involve multiple-choice question (MCQ) exams. These can take different formats, so make sure you know which one your test will follow.
Find out if it involves negative marking, which is sometimes known as the guessing correction. If this is the case, make sure you understand when it's worth making an informed guess.
As with any other exam, read the instructions carefully before you begin and identify how long you can spend on each question or section.
Strategies
System of rounds
This strategy will help you to get the most out of yourself in an test with time pressure. It will allow you to target the quickest and easiest marks first, so you know how much time you have left to tackle the harder questions later on.
Follow the below steps:
Round one: Answer the easy, or easier, questions.
Round two: Answer the harder questions.
Round three: Answer the remaining (hardest) questions.
Take care not to miss any questions out and never leave an test early!
Five steps
This strategy helps you to avoid being confused or distracted by incorrect options and to make positive and confident choices:
Step 1: Cover up the answers and read the stem. It might help to underline negatives or absolutes, eg never, none, unless or not.
Step 2: Anticipate or make a ballpark guess at the correct answer, if you can.
Step 3: Uncover all the answers. Do any of them correspond to your anticipated answer?
Step 4: Read all the answers carefully, even if your first choice seems obvious.
Step 5: Choose your answer.
First Impressions
Your first impression is often your best friend for a few important reasons:
Your guesstimate will help you to eliminate obviously incorrect answers.
Examiners are not trying to trick you – if it seems right, it probably is!
If you are well prepared and have read the question and possible answers carefully, your first impression is probably right.
As a general rule of thumb, only go back to change an answer if you have a very good reason to do so.
Watch out for: answers that are worded similarly but with different meanings. This can be extremely common in MCQ exams, so make sure you read the question carefully and select the correct answer.
301 Recommends: Multiple-Choice Exams Study Skills Hacks Video
Avoid discussing the test with classmates right before you start the test as this can add to nerves
Take water with you to the test and sip throughout
Read the questions carefully at least twice
Take your time to plan your time
Stay positive - you are probably better prepared than you think!
Useful resources
Mon, 20 Jun 2022 20:27:00 -0500entext/htmlhttps://www.sheffield.ac.uk/academic-skills/study-skills-online/exam-techniquesKillexams : Can you answer the SATs test questions that left pupils 'in tears'? Take the controversial studying test that has sparked fury among parents and promises of a probe by the ...
A SATs studying test with tricky questions and language reportedly left Year 6 children 'in tears' last week
MailOnline has included the full paper with three dense texts and 38 questions for you to try at home
These are the tough SAT questions that left some pupils in tears.
Hundreds of parents and teachers claimed that last week's studying test for Year 6 pupils - aged ten or 11 - was too difficult.
Schools said it was so tricky that staff also struggled to understand the questions.
And there were claims the English studying test booklet included 'GCSE-level' questions, with even high-ability pupils unable to finish the paper.
Based on three dense texts, the paper, published Thursday, has 38 questions and expects pupils to understand words like 'hotspot' and 'eradicated'.
Youngsters are also asked to find similar words to 'vulnerable' and 'unmistakable'.
The paper includes a passage from a look with a '13-18 studying age'.
File photo of primary school children raising their hands in class. The Mail has included questions from the Year 6 Sats studying test that left pupils 'in tears'
Schools minister Nick Gibb said he would look at the test which has been accused of 'undermining' youngsters' confidence.
The Mail has selected some of the more difficult questions in the test so you can try them for yourself.
But we have highlighted the relevant extract for each answer, whereas the pupils would have had to find it among hundreds of words of text.
The National Association of Head Teachers, which represents heads at the majority of primary schools said it planned to complain to Ofqual, the exams regulator.
Sarah Hannafin, from the union, said: 'Members have told us that the choice of texts was not accessible for the wide range of experiences and backgrounds children have and the difficulty was beyond previous tests, leaving children upset, and even staff struggling to understand the questions.'
But the Department for Education last night indicated that the test was of 'similar difficulty to previous years'.
A blog post on its website read: 'It takes three years to create appropriate tests.
During the process, the texts and questions are also rigorously trialled twice, with a nationally representative sample of year 6 pupils.
In the second, technical trial, more than a thousand pupils see each question.
'Evidence from these processes indicated that the tests were of similar difficulty to previous years.
As a result, we are confident the test was set to an appropriate level of difficulty.'
Elsewhere, a leading schools boss said tough test were 'absolutely right'.
Mouhssin Ismail, regional director and executive principal at STAR Academies wrote on Twitter: 'Surely, one of the solutions is to provide pupils with more mock exams which develop their test resilience.
'Exams are meant to assess a full range of abilities, so being tough for some is absolutely right.'
You can see the full studying booklet, written questions and marking scheme below:
Thu, 18 May 2023 12:32:00 -0500text/htmlhttps://www.dailymail.co.uk/news/article-12100809/Can-answer-SATs-test-questions-left-pupils-tears.htmlKillexams : What the GRE Test Is and How to PrepareNo result found, try new keyword!But one significant change coming in September is a shorter test that will be completed in 1 hour and 58 minutes. The analytical writing section will shrink to just one question – "Analyze an ...Mon, 15 May 2023 19:05:00 -0500text/htmlhttps://www.usnews.com/education/best-graduate-schools/articles/what-the-gre-test-is-and-how-to-prepareKillexams : Can chatGPT pass a radiology board-style examination?
In a exact study published in the Radiology Journal, researchers performed a prospective exploratory analysis to assess the performance of artificial intelligence (AI)-based ChatGPT on radiology board–style examination questions between February 25 and March 3, 2023.
ChatGPT, based on GPT-3.5, is a general large language model (LLM) pre-trained on >45 terabytes of textual data using deep neural networks.
Though not trained in medical data, ChatGPT has shown immense potential in medical data writing and education. Accordingly, physicians are already using ChatGPT with search engines to search for medical information.
ChatGPT is under investigation for its potential use in simplifying radiology reports and aiding clinical decision-making. Additionally, it could help educate radiology students, perform differential and computer-aided diagnoses, and in disease classification.
ChatGPT recognizes relationships and patterns between words across its enormous training data to generate human-like responses.
Though it could generate a factually incorrect response; however, so far, ChatGPT has performed exceptionally well on several professional examinations, e.g., the U.S. Medical Licensing Examination, without any domain-specific pretraining.
Though ChatGPT appears promising for applications in diagnostic radiology, including image analysis, the ChatGPT performance in the radiology domain remains unknown.
More importantly, radiologists must know the strengths and limitations of ChatGPT to use it confidently.
About the study
In the present study, researchers included 150 multiple-choice questions with one correct and three wrong answers, which matched the content, style, and difficulty level of the Canadian Royal College examination in diagnostic radiology and the American Board of Radiology Core and Certifying examinations.
These board examinations comprehensively assess conceptual knowledge of radiology and the ability to reason and make a clinical judgment(s).
Two board-certified radiologists independently reviewed these questions and ensured these questions matched specific criteria, e.g., questions did not have images, wrong answers were plausible and similar in length to the correct answer, etc.
At least 10% of questions originated from nine syllabus listed by the Canadian Royal College to ensure these multiple-choice questions were on syllabus that comprehensively covered the concept of radiology.
Two other board-certified radiologists classified those 150 multiple-choice questions by type using Bloom Taxonomy principles into lower-order or higher-order thinking.
The team entered all questions with their answer choices into ChatGPT to simulate real-world use and recorded all ChatGPT responses. The Royal College considers ≥70% on all written components as passing scores.
Another two board-certified radiologists subjectively assessed the language of each ChatGPT response for its level of confidence on a Likert scale on a one-to-four, where a score of four indicated high confidence and zero indicated no confidence.
Finally, the researchers also made qualitative observations of the behavior of ChatGPT when they prompted the model with the correct answer.
First, the researchers computed the overall performance of ChatGPT. Next, they compared its performance using Fisher exact test between question types and topics, e.g., related to physics or clinical type.
In addition, they performed subgroup analysis for subclassifications of higher-order thinking questions. The team had subclassified higher-order thinking questions into four groups, involving the description of imaging, clinical management, application of concepts, and disease associations.
Lastly, they used the Mann-Whitney U test to compare the confidence level of responses between correct and incorrect ChatGPT responses, where p-values less than 0.05 indicated a significant difference.
Study findings
ChatGPT nearly passed radiology board–style examination questions without images in this study and scored 69%.
The model performance was better on questions requiring lower-order thinking involving knowledge recall and basic understanding than those requiring higher-order thinking (84% vs. 60%).
However, it performed well on higher-order questions related to clinical management (89%), likely because a large amount of disease-specific patient-facing data is available on the Internet.
It struggled with higher-order questions involving the description of imaging results, calculation and classification, and application of concepts.
Also, ChatGPT performed poorly on physics questions relative to clinical questions (40% vs. 73%). ChatGPT used confident language consistently, even when incorrect (100%).
The tendency of ChatGPT to produce incorrect human-like responses with confidence is particularly dangerous if it is the sole source of information. This behavior limits the applicability of ChatGPT in medical education at present.
Conclusions
ChatGPT excelled on questions assessing basic knowledge and understanding of radiology, and without radiology-specific pretraining, it nearly passed (scored 69%) a radiology board–style examination without images.
However, radiologists must exercise caution and remain aware of the limitations of ChatGPT, including its tendency to present incorrect responses with 100% confidence. In other words, study findings do not support relying on ChatGPT for practice or education.
With future advancements in LLMs, the availability of applications built on LLMs with radiology-specific pretraining will increase. Overall, the study results are encouraging for the potential of LLMs-based models like ChatGPT in radiology.
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