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Scientific Research
Scientific research is performed by examining and applying systematic, constructed scientific methods in order to obtain, study, analyze, and interpret relevant data.
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Research Methods in Psychology - 4th American Edition @ KPU
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Reference: What Should I Learn First: Introducing LectureBank for NLP Education and Prerequisite Chain Learning
Reference: R-VGAE: Relational-variational Graph Autoencoder for Unsupervised Prerequisite Chain Learning
Reference: ojs.aaai.org
Reference: Prerequisite Relation Learning for Concepts in MOOCs
Reference: Course Prerequisite Relation (MOOC prerequisite dataset release page)
Reference: MOOCCube: A Large-scale Data Repository for NLP Applications in MOOCs
Reference: QASC: A Dataset for Question Answering via Sentence Composition
Reference: QASC: A Dataset for Question Answering via Sentence Composition (arXiv preprint)
Reference: ColBERTv2: Effective and Efficient Retrieval via Lightweight Late Interaction
Reference: ColBERT: Efficient and Effective Passage Search via Contextualized Late Interaction over BERT
Reference: arxiv.org
Reference: arxiv.org
Reference: Introduction to Information Retrieval
Reference: Evaluation measures (information retrieval)
Reference: REPLUG: Retrieval-Augmented Black-Box Language Models
Reference: arxiv.org
Reference: HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering
Reference: HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering (arXiv preprint)
Reference: HotpotQA Official Dataset and Leaderboard
Reference: Dense Passage Retrieval for Open-Domain Question Answering
Reference: Dense Passage Retrieval for Open-Domain Question Answering (arXiv preprint)
LectureBank Dataset
MOOC-CS Prerequisite Benchmark
QASC Question Answering Benchmark
Late-Interaction Neural Retrieval
Recall@k Retrieval Metric
RePlug Retrieval-Augmented Black-Box Language Model
HotpotQA Multi-Hop QA Benchmark
Single-Vector Dense Passage Retrieval
Reference: Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks
Reference: How Significant Are the Real Performance Gains? An Unbiased Evaluation Framework for GraphRAG
Reference: arxiv.org
Unbiased GraphRAG Evaluation Framework (Zeng et al., 2025)
Reference: RAG vs. GraphRAG: A Systematic Evaluation and Key Insights
Reference: arxiv.org
RAG vs Graph-RAG Controlled Comparison (Han et al., 2025)
Reference: Controlled Retrieval-augmented Context Evaluation for Long-form RAG
Reference: Controlled Retrieval-augmented Context Evaluation for Long-form RAG (ACL Anthology)
CRUX Controlled RAG Context Evaluation (Ju et al., 2025)
Reference: Anytime Heuristic Search
Reference: The Anatomy of a Large-Scale Hypertextual Web Search Engine
Learn After
Scientific Method
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The Three Goals of Science
Basic Research
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Reporting Scientific Results
Which of the following best describes the process of scientific research?
Scientific research relies on the application of systematic, constructed methods rather than casual observation to obtain and interpret data.
A psychologist is investigating whether listening to music helps students memorize vocabulary. Arrange the researcher's actions in the correct logical sequence to follow the systematic process of scientific research.
Match each research action with the specific component of scientific research it represents, distinguishing between the functional stages of the systematic research process.
You are developing a new research study to investigate whether frequent social media use affects the attention span of undergraduate students. To ensure your project fulfills the fundamental requirements of scientific research, which of the following methodological frameworks must you construct and apply?
Scientific research is performed by examining and applying systematic, constructed scientific methods in order to obtain, study, analyze, and interpret relevant data.
An auditor evaluates a psychologist's study and finds that the investigator relied entirely on casual, personal anecdotes rather than applying systematic, constructed methods to obtain and analyze the data. By critiquing this lack of methodological structure, the auditor correctly concludes that the study fails to meet the essential criteria for _____.
Match each of the following research activities from a study on memory and study techniques with the specific phase of scientific research it demonstrates, based on the definition of scientific research.
A researcher wants to understand how sleep deprivation affects cognitive performance. If they base their findings on raw, unstructured personal observations without any structured procedure, their study fails to qualify as scientific research because they did not apply a _____, constructed scientific method.
A research team is evaluating their workflow for a study on social media use and attention span. Arrange the following steps in the correct chronological order to show how they evaluate and apply the process of scientific research from start to finish.
Which of the following best describes the core process of scientific research?
Any process of gathering and interpreting information qualifies as scientific research, regardless of the specific methods used to obtain the data.
A psychologist is investigating whether a newly developed study technique improves memory retention in college students. Based on the core components of scientific research, arrange the researcher's actions into the logical progression they must follow.
A psychologist is investigating the effects of sleep deprivation on reaction time. Analyze the researcher's actions and match each specific action to the core component of scientific research it represents.
A peer review committee evaluates a proposed study on sleep habits that relies entirely on researchers recounting casual, unstructured conversations they had with friends. The committee rejects the proposal, determining it falls short of being scientific research because it fails to apply a ____ method to obtain and analyze the data.
Scientific research is performed by examining and applying _____, constructed scientific methods in order to obtain, study, analyze, and interpret relevant data.
A student investigates whether listening to music improves studying. They casually ask a few friends how they feel when studying with music and conclude it is beneficial. Based on the definition of scientific research, why does this approach fall short?
A clinical psychologist evaluates a new therapy technique by relying entirely on his general recollections of how a few recent patients responded during their sessions, without using any standardized psychological measures or structured data collection. Because the psychologist is a licensed professional gathering information about real patients, his approach qualifies as scientific research.
A cognitive psychologist is investigating how different lighting conditions affect reading comprehension. Analyze the structural progression of their methodology. Arrange the following phases into the correct logical sequence, demonstrating how the core components of scientific research are sequentially applied.
Evaluate each proposed research scenario based on the core definition of scientific research. Match each scenario to the most accurate evaluative judgment regarding which core requirement it fulfills or fails to fulfill.
According to its foundational definition, how is scientific research primarily performed?
Scientific research is defined as the casual collection of facts and personal observations to reach a conclusion about a psychological topic.
A team of psychologists is conducting scientific research to understand the relationship between sleep deprivation and memory. Match each specific action taken by the researchers to the corresponding fundamental component of scientific research it represents.
Dr. Lee is investigating how sleep affects problem-solving skills. Analyze the scenario and arrange Dr. Lee's actions in the logical sequence that demonstrates how scientific research is fundamentally performed, from establishing the methods to finalizing the results.
A grant committee is evaluating a proposed study on social behavior. They reject the proposal because the applicant plans to rely on casual observations and personal anecdotes rather than a structured procedure. The committee's feedback states that to be considered valid scientific research, the study must apply ____ methods to obtain, study, analyze, and interpret relevant data.
What is the primary objective of examining and applying systematic, constructed scientific methods in research?
In scientific research, applying systematic and constructed methods is considered optional as long as the psychologist successfully obtains and interprets relevant data.
Which of the following scenarios best demonstrates a psychologist applying the fundamental components of scientific research?
A psychology research team conducts a study on memory retention. Analyze the following excerpts from their study and match each excerpt to the specific component of scientific research it best represents, based on the foundational definition of the process.
An institutional methodology board is evaluating four different study proposals investigating the effects of smartphone use on adolescent anxiety. Based on the foundational definition of scientific research, which proposed methodology should the board evaluate as the most scientifically valid and approve for funding?
Practical Benefits of Scientific Research